{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append(\"..\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\config.py:161: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
      "  data = yaml.load(f.read()) or {}\n",
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\statsmodels\\compat\\pandas.py:49: FutureWarning: The Panel class is removed from pandas. Accessing it from the top-level namespace will also be removed in the next version\n",
      "  data_klasses = (pandas.Series, pandas.DataFrame, pandas.Panel)\n"
     ]
    }
   ],
   "source": [
    "from optimus import Optimus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 34.9 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "pdf = pd.read_csv('data/Performance_2000Q4.csv',sep=\"|\", header=None)\n",
    "# pdf = pd.read_csv('data/star0000-1.csv',sep=\",\", header=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "      <th>29</th>\n",
       "      <th>30</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100000174660</td>\n",
       "      <td>01/01/2001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>355.0</td>\n",
       "      <td>352.0</td>\n",
       "      <td>08/2030</td>\n",
       "      <td>12700.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             0           1   2      3   4    5      6      7        8   \\\n",
       "0  100000174660  01/01/2001 NaN  7.875 NaN  5.0  355.0  352.0  08/2030   \n",
       "\n",
       "        9   ...  21  22  23  24  25  26  27  28  29  30  \n",
       "0  12700.0  ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN  \n",
       "\n",
       "[1 rows x 31 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['100000174660',\n",
       " '01/01/2001',\n",
       " 'NULL',\n",
       " '7.875',\n",
       " 'Unnamed: 4',\n",
       " '5.0',\n",
       " '355.0',\n",
       " '352.0',\n",
       " '08/2030',\n",
       " '12700.0',\n",
       " '0',\n",
       " 'N',\n",
       " 'NULL.1',\n",
       " 'Unnamed: 13',\n",
       " 'Unnamed: 14',\n",
       " 'Unnamed: 15',\n",
       " 'Unnamed: 16',\n",
       " 'Unnamed: 17',\n",
       " 'Unnamed: 18',\n",
       " 'Unnamed: 19',\n",
       " 'Unnamed: 20',\n",
       " 'Unnamed: 21',\n",
       " 'Unnamed: 22',\n",
       " 'Unnamed: 23',\n",
       " 'Unnamed: 24',\n",
       " 'Unnamed: 25',\n",
       " 'Unnamed: 26',\n",
       " 'Unnamed: 27',\n",
       " 'NULL.2',\n",
       " 'Unnamed: 29',\n",
       " 'NULL.3']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(pdf.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 3min 5s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "100000174660    100000174660\n",
       "01/01/2001        01/01/2001\n",
       "7.875                      2\n",
       "Unnamed: 4              0.06\n",
       "5.0                       -1\n",
       "355.0                    -29\n",
       "352.0                      0\n",
       "12700.0                    0\n",
       "0                         -2\n",
       "N                          N\n",
       "NULL.1                     1\n",
       "Unnamed: 17                0\n",
       "Unnamed: 18                0\n",
       "Unnamed: 19                0\n",
       "Unnamed: 20         -81038.1\n",
       "Unnamed: 21                0\n",
       "Unnamed: 22                0\n",
       "Unnamed: 23                0\n",
       "Unnamed: 24                0\n",
       "Unnamed: 25                0\n",
       "Unnamed: 26                0\n",
       "Unnamed: 27                0\n",
       "Unnamed: 29          4196.19\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "pdf.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "del pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install vaex\n",
    "# conda install -c conda-forge vaex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import fastnumbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Column0', 'Column1', 'Column2', 'Column3', 'Column4', 'Column5', 'Column6', 'Column7', 'Column8', 'Column9', 'Column10', 'Column11', 'Column12', 'Column13', 'Column14', 'Column15', 'Column16', 'Column17', 'Column18', 'Column19', 'Column20', 'Column21', 'Column22', 'Column23', 'Column24', 'Column25', 'Column26', 'Column27', 'Column28', 'Column29', 'Column30']\n"
     ]
    }
   ],
   "source": [
    "r = []\n",
    "for c in pdf.columns:\n",
    "    if fastnumbers.isint(c):        \n",
    "        r.append(\"Column\" + str(c))\n",
    "pdf.columns = r\n",
    "print(r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Column0</th>\n",
       "      <th>Column1</th>\n",
       "      <th>Column2</th>\n",
       "      <th>Column3</th>\n",
       "      <th>Column4</th>\n",
       "      <th>Column5</th>\n",
       "      <th>Column6</th>\n",
       "      <th>Column7</th>\n",
       "      <th>Column8</th>\n",
       "      <th>Column9</th>\n",
       "      <th>...</th>\n",
       "      <th>Column21</th>\n",
       "      <th>Column22</th>\n",
       "      <th>Column23</th>\n",
       "      <th>Column24</th>\n",
       "      <th>Column25</th>\n",
       "      <th>Column26</th>\n",
       "      <th>Column27</th>\n",
       "      <th>Column28</th>\n",
       "      <th>Column29</th>\n",
       "      <th>Column30</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100000174660</td>\n",
       "      <td>01/01/2001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>355.0</td>\n",
       "      <td>352.0</td>\n",
       "      <td>08/2030</td>\n",
       "      <td>12700.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100000174660</td>\n",
       "      <td>01/01/2002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.875</td>\n",
       "      <td>144974.34</td>\n",
       "      <td>17.0</td>\n",
       "      <td>343.0</td>\n",
       "      <td>341.0</td>\n",
       "      <td>08/2030</td>\n",
       "      <td>12700.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100000174660</td>\n",
       "      <td>02/01/2001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>354.0</td>\n",
       "      <td>352.0</td>\n",
       "      <td>08/2030</td>\n",
       "      <td>12700.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100000174660</td>\n",
       "      <td>02/01/2002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.875</td>\n",
       "      <td>144859.88</td>\n",
       "      <td>18.0</td>\n",
       "      <td>342.0</td>\n",
       "      <td>340.0</td>\n",
       "      <td>08/2030</td>\n",
       "      <td>12700.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100000174660</td>\n",
       "      <td>03/01/2001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>350.0</td>\n",
       "      <td>08/2030</td>\n",
       "      <td>12700.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Column0     Column1 Column2  Column3    Column4  Column5  Column6  \\\n",
       "0  100000174660  01/01/2001     NaN    7.875        NaN      5.0    355.0   \n",
       "1  100000174660  01/01/2002     NaN    7.875  144974.34     17.0    343.0   \n",
       "2  100000174660  02/01/2001     NaN    7.875        NaN      6.0    354.0   \n",
       "3  100000174660  02/01/2002     NaN    7.875  144859.88     18.0    342.0   \n",
       "4  100000174660  03/01/2001     NaN    7.875        NaN      7.0    353.0   \n",
       "\n",
       "   Column7  Column8  Column9  ...  Column21 Column22  Column23 Column24  \\\n",
       "0    352.0  08/2030  12700.0  ...       NaN      NaN       NaN      NaN   \n",
       "1    341.0  08/2030  12700.0  ...       NaN      NaN       NaN      NaN   \n",
       "2    352.0  08/2030  12700.0  ...       NaN      NaN       NaN      NaN   \n",
       "3    340.0  08/2030  12700.0  ...       NaN      NaN       NaN      NaN   \n",
       "4    350.0  08/2030  12700.0  ...       NaN      NaN       NaN      NaN   \n",
       "\n",
       "  Column25 Column26 Column27  Column28  Column29  Column30  \n",
       "0      NaN      NaN      NaN       NaN       NaN       NaN  \n",
       "1      NaN      NaN      NaN       NaN       NaN       NaN  \n",
       "2      NaN      NaN      NaN       NaN       NaN       NaN  \n",
       "3      NaN      NaN      NaN       NaN       NaN       NaN  \n",
       "4      NaN      NaN      NaN       NaN       NaN       NaN  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 39 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "import vaex\n",
    "# df = vaex.open('data/Performance_2000Q4.csv',sep=\"|\", header=0, error_bad_lines=False)\n",
    "# df = vaex.open('data/Performance_2000Q4.csv',sep=\"|\", nrows=5, error_bad_lines=False)\n",
    "df =vaex.from_pandas(pdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th style=\"text-align: right;\">  Column0</th><th>Column1   </th><th style=\"text-align: right;\">  Column2</th><th style=\"text-align: right;\">  Column3</th><th style=\"text-align: right;\">  Column4</th><th style=\"text-align: right;\">  Column5</th><th style=\"text-align: right;\">  Column6</th><th style=\"text-align: right;\">  Column7</th><th>Column8  </th><th style=\"text-align: right;\">  Column9</th><th style=\"text-align: right;\">  Column10</th><th>Column11  </th><th style=\"text-align: right;\">  Column12</th><th style=\"text-align: right;\">  Column13</th><th style=\"text-align: right;\">  Column14</th><th style=\"text-align: right;\">  Column15</th><th style=\"text-align: right;\">  Column16</th><th style=\"text-align: right;\">  Column17</th><th style=\"text-align: right;\">  Column18</th><th style=\"text-align: right;\">  Column19</th><th style=\"text-align: right;\">  Column20</th><th style=\"text-align: right;\">  Column21</th><th style=\"text-align: right;\">  Column22</th><th style=\"text-align: right;\">  Column23</th><th style=\"text-align: right;\">  Column24</th><th style=\"text-align: right;\">  Column25</th><th style=\"text-align: right;\">  Column26</th><th style=\"text-align: right;\">  Column27</th><th style=\"text-align: right;\">  Column28</th><th style=\"text-align: right;\">  Column29</th><th style=\"text-align: right;\">  Column30</th><th style=\"text-align: right;\">  index</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td style=\"text-align: right;\">    1e+11</td><td>01/01/2001</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">    7.875</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">        5</td><td style=\"text-align: right;\">      355</td><td style=\"text-align: right;\">      352</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">         0</td><td>N         </td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">      0</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td style=\"text-align: right;\">    1e+11</td><td>01/01/2002</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">    7.875</td><td style=\"text-align: right;\">   144974</td><td style=\"text-align: right;\">       17</td><td style=\"text-align: right;\">      343</td><td style=\"text-align: right;\">      341</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">         0</td><td>N         </td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">      1</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td style=\"text-align: right;\">    1e+11</td><td>02/01/2001</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">    7.875</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">        6</td><td style=\"text-align: right;\">      354</td><td style=\"text-align: right;\">      352</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">         0</td><td>N         </td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">      2</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td style=\"text-align: right;\">    1e+11</td><td>02/01/2002</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">    7.875</td><td style=\"text-align: right;\">   144860</td><td style=\"text-align: right;\">       18</td><td style=\"text-align: right;\">      342</td><td style=\"text-align: right;\">      340</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">         0</td><td>N         </td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">      3</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i></td><td style=\"text-align: right;\">    1e+11</td><td>03/01/2001</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">    7.875</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">        7</td><td style=\"text-align: right;\">      353</td><td style=\"text-align: right;\">      350</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">         0</td><td>N         </td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">      4</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>5</i></td><td style=\"text-align: right;\">    1e+11</td><td>03/01/2002</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">    7.875</td><td style=\"text-align: right;\">   144745</td><td style=\"text-align: right;\">       19</td><td style=\"text-align: right;\">      341</td><td style=\"text-align: right;\">      339</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">         0</td><td>N         </td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">      5</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>6</i></td><td style=\"text-align: right;\">    1e+11</td><td>04/01/2001</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">    7.875</td><td style=\"text-align: right;\">   145864</td><td style=\"text-align: right;\">        8</td><td style=\"text-align: right;\">      352</td><td style=\"text-align: right;\">      349</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">         0</td><td>N         </td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">      6</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>7</i></td><td style=\"text-align: right;\">    1e+11</td><td>04/01/2002</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">    7.875</td><td style=\"text-align: right;\">   144512</td><td style=\"text-align: right;\">       20</td><td style=\"text-align: right;\">      340</td><td style=\"text-align: right;\">      337</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">         0</td><td>N         </td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">      7</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>8</i></td><td style=\"text-align: right;\">    1e+11</td><td>05/01/2001</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">    7.875</td><td style=\"text-align: right;\">   145755</td><td style=\"text-align: right;\">        9</td><td style=\"text-align: right;\">      351</td><td style=\"text-align: right;\">      348</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">         0</td><td>N         </td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">      8</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>9</i></td><td style=\"text-align: right;\">    1e+11</td><td>05/01/2002</td><td style=\"text-align: right;\">      nan</td><td style=\"text-align: right;\">    7.875</td><td style=\"text-align: right;\">   144394</td><td style=\"text-align: right;\">       21</td><td style=\"text-align: right;\">      339</td><td style=\"text-align: right;\">      336</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">         0</td><td>N         </td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">       nan</td><td style=\"text-align: right;\">      9</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #    Column0  Column1       Column2    Column3    Column4    Column5    Column6    Column7  Column8      Column9    Column10  Column11      Column12    Column13    Column14    Column15    Column16    Column17    Column18    Column19    Column20    Column21    Column22    Column23    Column24    Column25    Column26    Column27    Column28    Column29    Column30    index\n",
       "  0      1e+11  01/01/2001        nan      7.875        nan          5        355        352  08/2030        12700           0  N                  nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan        0\n",
       "  1      1e+11  01/01/2002        nan      7.875     144974         17        343        341  08/2030        12700           0  N                  nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan        1\n",
       "  2      1e+11  02/01/2001        nan      7.875        nan          6        354        352  08/2030        12700           0  N                  nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan        2\n",
       "  3      1e+11  02/01/2002        nan      7.875     144860         18        342        340  08/2030        12700           0  N                  nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan        3\n",
       "  4      1e+11  03/01/2001        nan      7.875        nan          7        353        350  08/2030        12700           0  N                  nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan        4\n",
       "  5      1e+11  03/01/2002        nan      7.875     144745         19        341        339  08/2030        12700           0  N                  nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan        5\n",
       "  6      1e+11  04/01/2001        nan      7.875     145864          8        352        349  08/2030        12700           0  N                  nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan        6\n",
       "  7      1e+11  04/01/2002        nan      7.875     144512         20        340        337  08/2030        12700           0  N                  nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan        7\n",
       "  8      1e+11  05/01/2001        nan      7.875     145755          9        351        348  08/2030        12700           0  N                  nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan        8\n",
       "  9      1e+11  05/01/2002        nan      7.875     144394         21        339        336  08/2030        12700           0  N                  nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan         nan        9"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Column0',\n",
       " 'Column1',\n",
       " 'Column2',\n",
       " 'Column3',\n",
       " 'Column4',\n",
       " 'Column5',\n",
       " 'Column6',\n",
       " 'Column7',\n",
       " 'Column8',\n",
       " 'Column9',\n",
       " 'Column10',\n",
       " 'Column11',\n",
       " 'Column12',\n",
       " 'Column13',\n",
       " 'Column14',\n",
       " 'Column15',\n",
       " 'Column16',\n",
       " 'Column17',\n",
       " 'Column18',\n",
       " 'Column19',\n",
       " 'Column20',\n",
       " 'Column21',\n",
       " 'Column22',\n",
       " 'Column23',\n",
       " 'Column24',\n",
       " 'Column25',\n",
       " 'Column26',\n",
       " 'Column27',\n",
       " 'Column28',\n",
       " 'Column29',\n",
       " 'Column30',\n",
       " 'index']"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c = list(df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 8 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array(2.)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "df[\"Column3\"].min()\n",
    "# df.min(list(df.columns))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 12 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2.0"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "pdf[\"Column3\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th style=\"text-align: right;\">  100000174660</th><th>01/01/2001  </th><th style=\"text-align: right;\">  NULL</th><th style=\"text-align: right;\">  7.875</th><th style=\"text-align: right;\">  Unnamed: 4</th><th style=\"text-align: right;\">  5.0</th><th style=\"text-align: right;\">  355.0</th><th style=\"text-align: right;\">  352.0</th><th>08/2030  </th><th style=\"text-align: right;\">  12700.0</th><th style=\"text-align: right;\">  0</th><th>N  </th><th style=\"text-align: right;\">  NULL.1</th><th style=\"text-align: right;\">  Unnamed: 13</th><th style=\"text-align: right;\">  Unnamed: 14</th><th style=\"text-align: right;\">  Unnamed: 15</th><th style=\"text-align: right;\">  Unnamed: 16</th><th style=\"text-align: right;\">  Unnamed: 17</th><th style=\"text-align: right;\">  Unnamed: 18</th><th style=\"text-align: right;\">  Unnamed: 19</th><th style=\"text-align: right;\">  Unnamed: 20</th><th style=\"text-align: right;\">  Unnamed: 21</th><th style=\"text-align: right;\">  Unnamed: 22</th><th style=\"text-align: right;\">  Unnamed: 23</th><th style=\"text-align: right;\">  Unnamed: 24</th><th style=\"text-align: right;\">  Unnamed: 25</th><th style=\"text-align: right;\">  Unnamed: 26</th><th style=\"text-align: right;\">  Unnamed: 27</th><th style=\"text-align: right;\">  NULL.2</th><th style=\"text-align: right;\">  Unnamed: 29</th><th style=\"text-align: right;\">  NULL.3</th><th style=\"text-align: right;\">  index</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td style=\"text-align: right;\">         1e+11</td><td>01/01/2002  </td><td style=\"text-align: right;\">   nan</td><td style=\"text-align: right;\">  7.875</td><td style=\"text-align: right;\">      144974</td><td style=\"text-align: right;\">   17</td><td style=\"text-align: right;\">    343</td><td style=\"text-align: right;\">    341</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">  0</td><td>N  </td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">      0</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td style=\"text-align: right;\">         1e+11</td><td>02/01/2001  </td><td style=\"text-align: right;\">   nan</td><td style=\"text-align: right;\">  7.875</td><td style=\"text-align: right;\">         nan</td><td style=\"text-align: right;\">    6</td><td style=\"text-align: right;\">    354</td><td style=\"text-align: right;\">    352</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">  0</td><td>N  </td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">      1</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td style=\"text-align: right;\">         1e+11</td><td>02/01/2002  </td><td style=\"text-align: right;\">   nan</td><td style=\"text-align: right;\">  7.875</td><td style=\"text-align: right;\">      144860</td><td style=\"text-align: right;\">   18</td><td style=\"text-align: right;\">    342</td><td style=\"text-align: right;\">    340</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">  0</td><td>N  </td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">      2</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td style=\"text-align: right;\">         1e+11</td><td>03/01/2001  </td><td style=\"text-align: right;\">   nan</td><td style=\"text-align: right;\">  7.875</td><td style=\"text-align: right;\">         nan</td><td style=\"text-align: right;\">    7</td><td style=\"text-align: right;\">    353</td><td style=\"text-align: right;\">    350</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">  0</td><td>N  </td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">      3</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i></td><td style=\"text-align: right;\">         1e+11</td><td>03/01/2002  </td><td style=\"text-align: right;\">   nan</td><td style=\"text-align: right;\">  7.875</td><td style=\"text-align: right;\">      144745</td><td style=\"text-align: right;\">   19</td><td style=\"text-align: right;\">    341</td><td style=\"text-align: right;\">    339</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">  0</td><td>N  </td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">      4</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>5</i></td><td style=\"text-align: right;\">         1e+11</td><td>04/01/2001  </td><td style=\"text-align: right;\">   nan</td><td style=\"text-align: right;\">  7.875</td><td style=\"text-align: right;\">      145864</td><td style=\"text-align: right;\">    8</td><td style=\"text-align: right;\">    352</td><td style=\"text-align: right;\">    349</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">  0</td><td>N  </td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">      5</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>6</i></td><td style=\"text-align: right;\">         1e+11</td><td>04/01/2002  </td><td style=\"text-align: right;\">   nan</td><td style=\"text-align: right;\">  7.875</td><td style=\"text-align: right;\">      144512</td><td style=\"text-align: right;\">   20</td><td style=\"text-align: right;\">    340</td><td style=\"text-align: right;\">    337</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">  0</td><td>N  </td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">      6</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>7</i></td><td style=\"text-align: right;\">         1e+11</td><td>05/01/2001  </td><td style=\"text-align: right;\">   nan</td><td style=\"text-align: right;\">  7.875</td><td style=\"text-align: right;\">      145755</td><td style=\"text-align: right;\">    9</td><td style=\"text-align: right;\">    351</td><td style=\"text-align: right;\">    348</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">  0</td><td>N  </td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">      7</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>8</i></td><td style=\"text-align: right;\">         1e+11</td><td>05/01/2002  </td><td style=\"text-align: right;\">   nan</td><td style=\"text-align: right;\">  7.875</td><td style=\"text-align: right;\">      144394</td><td style=\"text-align: right;\">   21</td><td style=\"text-align: right;\">    339</td><td style=\"text-align: right;\">    336</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">  0</td><td>N  </td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">      8</td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>9</i></td><td style=\"text-align: right;\">         1e+11</td><td>06/01/2001  </td><td style=\"text-align: right;\">   nan</td><td style=\"text-align: right;\">  7.875</td><td style=\"text-align: right;\">      145755</td><td style=\"text-align: right;\">   10</td><td style=\"text-align: right;\">    350</td><td style=\"text-align: right;\">    348</td><td>08/2030  </td><td style=\"text-align: right;\">    12700</td><td style=\"text-align: right;\">  0</td><td>N  </td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">          nan</td><td style=\"text-align: right;\">     nan</td><td style=\"text-align: right;\">      9</td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #    100000174660  01/01/2001      NULL    7.875    Unnamed: 4    5.0    355.0    352.0  08/2030      12700.0    0  N      NULL.1    Unnamed: 13    Unnamed: 14    Unnamed: 15    Unnamed: 16    Unnamed: 17    Unnamed: 18    Unnamed: 19    Unnamed: 20    Unnamed: 21    Unnamed: 22    Unnamed: 23    Unnamed: 24    Unnamed: 25    Unnamed: 26    Unnamed: 27    NULL.2    Unnamed: 29    NULL.3    index\n",
       "  0           1e+11  01/01/2002       nan    7.875        144974     17      343      341  08/2030        12700    0  N         nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan       nan            nan       nan        0\n",
       "  1           1e+11  02/01/2001       nan    7.875           nan      6      354      352  08/2030        12700    0  N         nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan       nan            nan       nan        1\n",
       "  2           1e+11  02/01/2002       nan    7.875        144860     18      342      340  08/2030        12700    0  N         nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan       nan            nan       nan        2\n",
       "  3           1e+11  03/01/2001       nan    7.875           nan      7      353      350  08/2030        12700    0  N         nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan       nan            nan       nan        3\n",
       "  4           1e+11  03/01/2002       nan    7.875        144745     19      341      339  08/2030        12700    0  N         nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan       nan            nan       nan        4\n",
       "  5           1e+11  04/01/2001       nan    7.875        145864      8      352      349  08/2030        12700    0  N         nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan       nan            nan       nan        5\n",
       "  6           1e+11  04/01/2002       nan    7.875        144512     20      340      337  08/2030        12700    0  N         nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan       nan            nan       nan        6\n",
       "  7           1e+11  05/01/2001       nan    7.875        145755      9      351      348  08/2030        12700    0  N         nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan       nan            nan       nan        7\n",
       "  8           1e+11  05/01/2002       nan    7.875        144394     21      339      336  08/2030        12700    0  N         nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan       nan            nan       nan        8\n",
       "  9           1e+11  06/01/2001       nan    7.875        145755     10      350      348  08/2030        12700    0  N         nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan            nan       nan            nan       nan        9"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "max() missing 1 required positional argument: 'expression'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-37-50fcdb49a88a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m# df.count()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m: max() missing 1 required positional argument: 'expression'"
     ]
    }
   ],
   "source": [
    "# df.count()\n",
    "df.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrameArrays' object has no attribute 'x'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-20-a8ab57bba65b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mselection\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\vaex\\dataframe.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m    211\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__hidden__\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__get__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    212\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 213\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    214\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    215\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrameArrays' object has no attribute 'x'"
     ]
    }
   ],
   "source": [
    "df.count(), df.mean(df.x), df.mean(df.x, selection=True),df.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df = op.load.csv(\"data/crime.csv\", sep=\",\", header=True, null_value=\"null\", infer_schema='true',charset=\"latin_1\").ext.cache()\n",
    "df = op.load.csv(\"data/Performance_2000Q4.txt_0\",sep=\"|\", error_bad_lines=False, header=False, n_rows = 50)\n",
    "\n",
    "# df = op.load.csv(\"data/crime.csv\", sep=\",\", header=True, null_value=\"null\", infer_schema='true').ext.cache()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import pandas as pd\n",
    "# pd.options.mode.chained_assignment = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.partitions()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'dask.dataframe.core.DataFrame'>\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 50 of 50 rows / 50 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">None partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">0</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">1</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">2</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">3</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">4</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">5</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">6</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">7</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">8</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">9</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">10</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">11</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">12</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">13</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">14</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">15</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">16</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">17 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">17</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">18 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">18</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">19 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">19</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">20 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">20</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">21 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">21</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">22 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">22</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">23 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">23</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">24 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">24</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">25 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">25</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">26 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">26</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">27 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">27</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">28 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">28</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">29 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">29</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">30 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">30</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">31 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2001\">\n",
       "                \n",
       "                01/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"355.0\">\n",
       "                \n",
       "                355.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"352.0\">\n",
       "                \n",
       "                352.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2002\">\n",
       "                \n",
       "                01/01/2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"144974.34\">\n",
       "                \n",
       "                144974.34\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17.0\">\n",
       "                \n",
       "                17.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"343.0\">\n",
       "                \n",
       "                343.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"341.0\">\n",
       "                \n",
       "                341.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"02/01/2001\">\n",
       "                \n",
       "                02/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.0\">\n",
       "                \n",
       "                6.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"354.0\">\n",
       "                \n",
       "                354.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"352.0\">\n",
       "                \n",
       "                352.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"02/01/2002\">\n",
       "                \n",
       "                02/01/2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"144859.88\">\n",
       "                \n",
       "                144859.88\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"18.0\">\n",
       "                \n",
       "                18.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"342.0\">\n",
       "                \n",
       "                342.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"340.0\">\n",
       "                \n",
       "                340.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03/01/2001\">\n",
       "                \n",
       "                03/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.0\">\n",
       "                \n",
       "                7.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"353.0\">\n",
       "                \n",
       "                353.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"350.0\">\n",
       "                \n",
       "                350.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03/01/2002\">\n",
       "                \n",
       "                03/01/2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"144744.67\">\n",
       "                \n",
       "                144744.67\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19.0\">\n",
       "                \n",
       "                19.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"341.0\">\n",
       "                \n",
       "                341.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"339.0\">\n",
       "                \n",
       "                339.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"04/01/2001\">\n",
       "                \n",
       "                04/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"145863.52\">\n",
       "                \n",
       "                145863.52\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"352.0\">\n",
       "                \n",
       "                352.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"349.0\">\n",
       "                \n",
       "                349.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"04/01/2002\">\n",
       "                \n",
       "                04/01/2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"144511.99\">\n",
       "                \n",
       "                144511.99\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"20.0\">\n",
       "                \n",
       "                20.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"340.0\">\n",
       "                \n",
       "                340.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"337.0\">\n",
       "                \n",
       "                337.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"05/01/2001\">\n",
       "                \n",
       "                05/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"145754.9\">\n",
       "                \n",
       "                145754.9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"351.0\">\n",
       "                \n",
       "                351.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"348.0\">\n",
       "                \n",
       "                348.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"05/01/2002\">\n",
       "                \n",
       "                05/01/2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"144394.5\">\n",
       "                \n",
       "                144394.5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21.0\">\n",
       "                \n",
       "                21.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"339.0\">\n",
       "                \n",
       "                339.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"336.0\">\n",
       "                \n",
       "                336.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"06/01/2001\">\n",
       "                \n",
       "                06/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"145754.9\">\n",
       "                \n",
       "                145754.9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"350.0\">\n",
       "                \n",
       "                350.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"348.0\">\n",
       "                \n",
       "                348.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"06/01/2002\">\n",
       "                \n",
       "                06/01/2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"144276.24\">\n",
       "                \n",
       "                144276.24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"22.0\">\n",
       "                \n",
       "                22.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"338.0\">\n",
       "                \n",
       "                338.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"335.0\">\n",
       "                \n",
       "                335.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"07/01/2001\">\n",
       "                \n",
       "                07/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"145535.52\">\n",
       "                \n",
       "                145535.52\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11.0\">\n",
       "                \n",
       "                11.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"349.0\">\n",
       "                \n",
       "                349.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"346.0\">\n",
       "                \n",
       "                346.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"07/01/2002\">\n",
       "                \n",
       "                07/01/2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"144276.24\">\n",
       "                \n",
       "                144276.24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"23.0\">\n",
       "                \n",
       "                23.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"337.0\">\n",
       "                \n",
       "                337.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"335.0\">\n",
       "                \n",
       "                335.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/01/2001\">\n",
       "                \n",
       "                08/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"145424.75\">\n",
       "                \n",
       "                145424.75\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12.0\">\n",
       "                \n",
       "                12.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"348.0\">\n",
       "                \n",
       "                348.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"345.0\">\n",
       "                \n",
       "                345.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/01/2002\">\n",
       "                \n",
       "                08/01/2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"144276.24\">\n",
       "                \n",
       "                144276.24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"24.0\">\n",
       "                \n",
       "                24.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"336.0\">\n",
       "                \n",
       "                336.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.0\">\n",
       "                \n",
       "                0.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-2\">\n",
       "                \n",
       "                -2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.0\">\n",
       "                \n",
       "                1.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2002\">\n",
       "                \n",
       "                08/2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"09/01/2001\">\n",
       "                \n",
       "                09/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"145424.75\">\n",
       "                \n",
       "                145424.75\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13.0\">\n",
       "                \n",
       "                13.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"347.0\">\n",
       "                \n",
       "                347.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"345.0\">\n",
       "                \n",
       "                345.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10/01/2000\">\n",
       "                \n",
       "                10/01/2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2.0\">\n",
       "                \n",
       "                2.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"358.0\">\n",
       "                \n",
       "                358.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"357.0\">\n",
       "                \n",
       "                357.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10/01/2001\">\n",
       "                \n",
       "                10/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"145313.25\">\n",
       "                \n",
       "                145313.25\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"14.0\">\n",
       "                \n",
       "                14.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"346.0\">\n",
       "                \n",
       "                346.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"344.0\">\n",
       "                \n",
       "                344.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11/01/2000\">\n",
       "                \n",
       "                11/01/2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"357.0\">\n",
       "                \n",
       "                357.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"356.0\">\n",
       "                \n",
       "                356.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11/01/2001\">\n",
       "                \n",
       "                11/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"145088.05\">\n",
       "                \n",
       "                145088.05\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"15.0\">\n",
       "                \n",
       "                15.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"345.0\">\n",
       "                \n",
       "                345.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"342.0\">\n",
       "                \n",
       "                342.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/01/2000\">\n",
       "                \n",
       "                12/01/2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.0\">\n",
       "                \n",
       "                4.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"356.0\">\n",
       "                \n",
       "                356.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"356.0\">\n",
       "                \n",
       "                356.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100000174660\">\n",
       "                \n",
       "                100000174660\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/01/2001\">\n",
       "                \n",
       "                12/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"OTHER\">\n",
       "                \n",
       "                OTHER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.875\">\n",
       "                \n",
       "                7.875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"145088.05\">\n",
       "                \n",
       "                145088.05\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.0\">\n",
       "                \n",
       "                16.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"344.0\">\n",
       "                \n",
       "                344.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"342.0\">\n",
       "                \n",
       "                342.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12700.0\">\n",
       "                \n",
       "                12700.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100005301756\">\n",
       "                \n",
       "                100005301756\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2001\">\n",
       "                \n",
       "                01/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.5\">\n",
       "                \n",
       "                8.5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"355.0\">\n",
       "                \n",
       "                355.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"354.0\">\n",
       "                \n",
       "                354.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16980.0\">\n",
       "                \n",
       "                16980.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100005301756\">\n",
       "                \n",
       "                100005301756\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"02/01/2001\">\n",
       "                \n",
       "                02/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.5\">\n",
       "                \n",
       "                8.5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6.0\">\n",
       "                \n",
       "                6.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"354.0\">\n",
       "                \n",
       "                354.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"353.0\">\n",
       "                \n",
       "                353.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16980.0\">\n",
       "                \n",
       "                16980.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100005301756\">\n",
       "                \n",
       "                100005301756\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03/01/2001\">\n",
       "                \n",
       "                03/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.5\">\n",
       "                \n",
       "                8.5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7.0\">\n",
       "                \n",
       "                7.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"353.0\">\n",
       "                \n",
       "                353.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"352.0\">\n",
       "                \n",
       "                352.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16980.0\">\n",
       "                \n",
       "                16980.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100005301756\">\n",
       "                \n",
       "                100005301756\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"04/01/2001\">\n",
       "                \n",
       "                04/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.5\">\n",
       "                \n",
       "                8.5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"94467.11\">\n",
       "                \n",
       "                94467.11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"352.0\">\n",
       "                \n",
       "                352.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"351.0\">\n",
       "                \n",
       "                351.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16980.0\">\n",
       "                \n",
       "                16980.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100005301756\">\n",
       "                \n",
       "                100005301756\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"05/01/2001\">\n",
       "                \n",
       "                05/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.5\">\n",
       "                \n",
       "                8.5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"94405.78\">\n",
       "                \n",
       "                94405.78\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"351.0\">\n",
       "                \n",
       "                351.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"350.0\">\n",
       "                \n",
       "                350.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16980.0\">\n",
       "                \n",
       "                16980.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100005301756\">\n",
       "                \n",
       "                100005301756\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"06/01/2001\">\n",
       "                \n",
       "                06/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.5\">\n",
       "                \n",
       "                8.5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"94405.78\">\n",
       "                \n",
       "                94405.78\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"350.0\">\n",
       "                \n",
       "                350.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.0\">\n",
       "                \n",
       "                0.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16980.0\">\n",
       "                \n",
       "                16980.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-2\">\n",
       "                \n",
       "                -2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.0\">\n",
       "                \n",
       "                1.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"06/2001\">\n",
       "                \n",
       "                06/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100005301756\">\n",
       "                \n",
       "                100005301756\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10/01/2000\">\n",
       "                \n",
       "                10/01/2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.5\">\n",
       "                \n",
       "                8.5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2.0\">\n",
       "                \n",
       "                2.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"358.0\">\n",
       "                \n",
       "                358.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"357.0\">\n",
       "                \n",
       "                357.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16980.0\">\n",
       "                \n",
       "                16980.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100005301756\">\n",
       "                \n",
       "                100005301756\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11/01/2000\">\n",
       "                \n",
       "                11/01/2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.5\">\n",
       "                \n",
       "                8.5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"357.0\">\n",
       "                \n",
       "                357.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"356.0\">\n",
       "                \n",
       "                356.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16980.0\">\n",
       "                \n",
       "                16980.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100005301756\">\n",
       "                \n",
       "                100005301756\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/01/2000\">\n",
       "                \n",
       "                12/01/2000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.5\">\n",
       "                \n",
       "                8.5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.0\">\n",
       "                \n",
       "                4.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"356.0\">\n",
       "                \n",
       "                356.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"355.0\">\n",
       "                \n",
       "                355.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"08/2030\">\n",
       "                \n",
       "                08/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16980.0\">\n",
       "                \n",
       "                16980.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2001\">\n",
       "                \n",
       "                01/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.0\">\n",
       "                \n",
       "                1.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"359.0\">\n",
       "                \n",
       "                359.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"359.0\">\n",
       "                \n",
       "                359.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2002\">\n",
       "                \n",
       "                01/01/2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"49082.78\">\n",
       "                \n",
       "                49082.78\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13.0\">\n",
       "                \n",
       "                13.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"347.0\">\n",
       "                \n",
       "                347.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"347.0\">\n",
       "                \n",
       "                347.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2003\">\n",
       "                \n",
       "                01/01/2003\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"48662.72\">\n",
       "                \n",
       "                48662.72\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"25.0\">\n",
       "                \n",
       "                25.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"335.0\">\n",
       "                \n",
       "                335.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"335.0\">\n",
       "                \n",
       "                335.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2004\">\n",
       "                \n",
       "                01/01/2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"48206.07\">\n",
       "                \n",
       "                48206.07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"37.0\">\n",
       "                \n",
       "                37.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"01/01/2005\">\n",
       "                \n",
       "                01/01/2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"45836.42\">\n",
       "                \n",
       "                45836.42\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"49.0\">\n",
       "                \n",
       "                49.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"311.0\">\n",
       "                \n",
       "                311.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"273.0\">\n",
       "                \n",
       "                273.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"02/01/2001\">\n",
       "                \n",
       "                02/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2.0\">\n",
       "                \n",
       "                2.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"358.0\">\n",
       "                \n",
       "                358.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"358.0\">\n",
       "                \n",
       "                358.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"02/01/2002\">\n",
       "                \n",
       "                02/01/2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"49049.1\">\n",
       "                \n",
       "                49049.1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"14.0\">\n",
       "                \n",
       "                14.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"346.0\">\n",
       "                \n",
       "                346.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"346.0\">\n",
       "                \n",
       "                346.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"02/01/2003\">\n",
       "                \n",
       "                02/01/2003\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"48626.11\">\n",
       "                \n",
       "                48626.11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26.0\">\n",
       "                \n",
       "                26.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"334.0\">\n",
       "                \n",
       "                334.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"334.0\">\n",
       "                \n",
       "                334.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"02/01/2004\">\n",
       "                \n",
       "                02/01/2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"47791.27\">\n",
       "                \n",
       "                47791.27\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"38.0\">\n",
       "                \n",
       "                38.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"322.0\">\n",
       "                \n",
       "                322.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"313.0\">\n",
       "                \n",
       "                313.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"02/01/2005\">\n",
       "                \n",
       "                02/01/2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"45747.4\">\n",
       "                \n",
       "                45747.4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"50.0\">\n",
       "                \n",
       "                50.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"310.0\">\n",
       "                \n",
       "                310.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"272.0\">\n",
       "                \n",
       "                272.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03/01/2001\">\n",
       "                \n",
       "                03/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"357.0\">\n",
       "                \n",
       "                357.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"357.0\">\n",
       "                \n",
       "                357.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03/01/2002\">\n",
       "                \n",
       "                03/01/2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"49015.18\">\n",
       "                \n",
       "                49015.18\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"15.0\">\n",
       "                \n",
       "                15.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"345.0\">\n",
       "                \n",
       "                345.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"345.0\">\n",
       "                \n",
       "                345.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03/01/2003\">\n",
       "                \n",
       "                03/01/2003\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"48589.24\">\n",
       "                \n",
       "                48589.24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"27.0\">\n",
       "                \n",
       "                27.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"333.0\">\n",
       "                \n",
       "                333.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"333.0\">\n",
       "                \n",
       "                333.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03/01/2004\">\n",
       "                \n",
       "                03/01/2004\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"47748.57\">\n",
       "                \n",
       "                47748.57\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"39.0\">\n",
       "                \n",
       "                39.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"321.0\">\n",
       "                \n",
       "                321.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"312.0\">\n",
       "                \n",
       "                312.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"03/01/2005\">\n",
       "                \n",
       "                03/01/2005\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"45632.76\">\n",
       "                \n",
       "                45632.76\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"51.0\">\n",
       "                \n",
       "                51.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"309.0\">\n",
       "                \n",
       "                309.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"270.0\">\n",
       "                \n",
       "                270.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"04/01/2001\">\n",
       "                \n",
       "                04/01/2001\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.0\">\n",
       "                \n",
       "                4.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"356.0\">\n",
       "                \n",
       "                356.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"356.0\">\n",
       "                \n",
       "                356.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"04/01/2002\">\n",
       "                \n",
       "                04/01/2002\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"48981.03\">\n",
       "                \n",
       "                48981.03\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16.0\">\n",
       "                \n",
       "                16.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"344.0\">\n",
       "                \n",
       "                344.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"344.0\">\n",
       "                \n",
       "                344.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"100007521072\">\n",
       "                \n",
       "                100007521072\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"04/01/2003\">\n",
       "                \n",
       "                04/01/2003\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.375\">\n",
       "                \n",
       "                8.375\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"48552.11\">\n",
       "                \n",
       "                48552.11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28.0\">\n",
       "                \n",
       "                28.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"332.0\">\n",
       "                \n",
       "                332.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"332.0\">\n",
       "                \n",
       "                332.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12/2030\">\n",
       "                \n",
       "                12/2030\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"35620.0\">\n",
       "                \n",
       "                35620.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"N\">\n",
       "                \n",
       "                N\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 50 of 50 rows / 50 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">None partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'dask.dataframe.core.DataFrame'>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.38 GB -- Worker memory limit: 3.00 GB\n",
      "distributed.worker - WARNING - Worker is at 82% memory usage. Pausing worker.  Process memory: 2.47 GB -- Worker memory limit: 3.00 GB\n",
      "distributed.worker - WARNING - Worker is at 87% memory usage. Pausing worker.  Process memory: 2.20 GB -- Worker memory limit: 3.00 GB\n",
      "distributed.worker - WARNING - Worker is at 55% memory usage. Resuming worker. Process memory: 1.66 GB -- Worker memory limit: 3.00 GB\n",
      "distributed.worker - WARNING - Worker is at 55% memory usage. Resuming worker. Process memory: 1.66 GB -- Worker memory limit: 3.00 GB\n"
     ]
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 4 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{0: [{'value': 0, 'count': 695978},\n",
       "  {'value': 1, 'count': 21486},\n",
       "  {'value': 2, 'count': 12715},\n",
       "  {'value': 5, 'count': 10626},\n",
       "  {'value': 6, 'count': 10419},\n",
       "  {'value': 7, 'count': 10171},\n",
       "  {'value': 4, 'count': 10168},\n",
       "  {'value': 3, 'count': 10033},\n",
       "  {'value': 8, 'count': 9517},\n",
       "  {'value': 9, 'count': 9227}],\n",
       " 1: [{'value': 0, 'count': 26648},\n",
       "  {'value': 33, 'count': 9541},\n",
       "  {'value': 35, 'count': 9463},\n",
       "  {'value': 29, 'count': 9453},\n",
       "  {'value': 34, 'count': 9430},\n",
       "  {'value': 30, 'count': 9398},\n",
       "  {'value': 31, 'count': 9378},\n",
       "  {'value': 37, 'count': 9327},\n",
       "  {'value': 36, 'count': 9285},\n",
       "  {'value': 32, 'count': 9275}],\n",
       " 2: [{'value': 165844, 'count': 1010},\n",
       "  {'value': 165864, 'count': 1002},\n",
       "  {'value': 165859, 'count': 988},\n",
       "  {'value': 165934, 'count': 982},\n",
       "  {'value': 165854, 'count': 974},\n",
       "  {'value': 165869, 'count': 974},\n",
       "  {'value': 165944, 'count': 856},\n",
       "  {'value': 114757, 'count': 853},\n",
       "  {'value': 113237, 'count': 835},\n",
       "  {'value': 165959, 'count': 834}],\n",
       " 3: [{'value': 165846, 'count': 1010},\n",
       "  {'value': 165866, 'count': 1002},\n",
       "  {'value': 165861, 'count': 988},\n",
       "  {'value': 165936, 'count': 982},\n",
       "  {'value': 165856, 'count': 974},\n",
       "  {'value': 165871, 'count': 974},\n",
       "  {'value': 165946, 'count': 856},\n",
       "  {'value': 114759, 'count': 853},\n",
       "  {'value': 113239, 'count': 835},\n",
       "  {'value': 165961, 'count': 834}],\n",
       " 4: [{'value': 2, 'count': 358},\n",
       "  {'value': 3, 'count': 355},\n",
       "  {'value': 4, 'count': 353},\n",
       "  {'value': 7, 'count': 353},\n",
       "  {'value': 5, 'count': 352},\n",
       "  {'value': 6, 'count': 352},\n",
       "  {'value': 8, 'count': 352},\n",
       "  {'value': 9, 'count': 352},\n",
       "  {'value': 10, 'count': 351},\n",
       "  {'value': 11, 'count': 351}],\n",
       " 5: [{'value': 20000809.040148, 'count': 29},\n",
       "  {'value': 20000809.043342, 'count': 28},\n",
       "  {'value': 20000809.03573, 'count': 28},\n",
       "  {'value': 20000809.040135004, 'count': 28},\n",
       "  {'value': 20000809.035713, 'count': 28},\n",
       "  {'value': 20000809.043235004, 'count': 27},\n",
       "  {'value': 20000809.04005, 'count': 27},\n",
       "  {'value': 20000809.042547002, 'count': 27},\n",
       "  {'value': 20000807.032544, 'count': 27},\n",
       "  {'value': 20000809.042519003, 'count': 27}],\n",
       " 6: [{'value': 1248015, 'count': 74402},\n",
       "  {'value': 1248017, 'count': 42209},\n",
       "  {'value': 1248004, 'count': 37432},\n",
       "  {'value': 1229027, 'count': 32766},\n",
       "  {'value': 1229021, 'count': 29705},\n",
       "  {'value': 1246017, 'count': 29530},\n",
       "  {'value': 1238020, 'count': 29477},\n",
       "  {'value': 1235003, 'count': 29358},\n",
       "  {'value': 1229053, 'count': 29054},\n",
       "  {'value': 1243059, 'count': 29023}],\n",
       " 7: [{'value': 0, 'count': 777563},\n",
       "  {'value': 1, 'count': 35009},\n",
       "  {'value': 2, 'count': 22658},\n",
       "  {'value': 3, 'count': 17214},\n",
       "  {'value': 4, 'count': 13488},\n",
       "  {'value': 5, 'count': 11380},\n",
       "  {'value': 6, 'count': 9847},\n",
       "  {'value': 7, 'count': 8864},\n",
       "  {'value': 8, 'count': 8256},\n",
       "  {'value': 9, 'count': 7151}],\n",
       " 8: [{'value': 0.0, 'count': 1351716},\n",
       "  {'value': -1.2178208000000001, 'count': 3},\n",
       "  {'value': -6.3703079, 'count': 3},\n",
       "  {'value': 12.32338, 'count': 3},\n",
       "  {'value': 14.961843, 'count': 3},\n",
       "  {'value': 11.264338, 'count': 3},\n",
       "  {'value': -10.935433, 'count': 3},\n",
       "  {'value': 9.953578, 'count': 3},\n",
       "  {'value': -12.072861, 'count': 3},\n",
       "  {'value': -16.810471, 'count': 3}],\n",
       " 9: [{'value': 0, 'count': 676354},\n",
       "  {'value': 2, 'count': 18737},\n",
       "  {'value': 3, 'count': 10466},\n",
       "  {'value': 4, 'count': 7138},\n",
       "  {'value': 5, 'count': 5018},\n",
       "  {'value': 6, 'count': 3632},\n",
       "  {'value': 17, 'count': 3244},\n",
       "  {'value': 19, 'count': 3200},\n",
       "  {'value': 20, 'count': 3188},\n",
       "  {'value': 22, 'count': 3127}],\n",
       " 10: [{'value': -9999.0, 'count': 676354},\n",
       "  {'value': 0.5951221, 'count': 6},\n",
       "  {'value': 0.53981626, 'count': 6},\n",
       "  {'value': 0.60244519, 'count': 6},\n",
       "  {'value': 0.58461291, 'count': 6},\n",
       "  {'value': 0.54298335, 'count': 6},\n",
       "  {'value': 0.50888687, 'count': 6},\n",
       "  {'value': 0.57048172, 'count': 6},\n",
       "  {'value': 0.55897468, 'count': 6},\n",
       "  {'value': 0.57979184, 'count': 6}],\n",
       " 11: [{'value': 4, 'count': 114073},\n",
       "  {'value': 5, 'count': 63110},\n",
       "  {'value': 8, 'count': 55381},\n",
       "  {'value': 3, 'count': 49938},\n",
       "  {'value': 7, 'count': 42975},\n",
       "  {'value': 6, 'count': 40888},\n",
       "  {'value': 9, 'count': 37033},\n",
       "  {'value': 10, 'count': 30238},\n",
       "  {'value': 74, 'count': 29730},\n",
       "  {'value': 64, 'count': 29430}]}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "df.cols.frequency(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       INCIDENT_NUMBER  OFFENSE_CODE    OFFENSE_CODE_GROUP  \\\n",
      "0           I182070945           619               Larceny   \n",
      "1           I182070943          1402             Vandalism   \n",
      "2           I182070941          3410                 Towed   \n",
      "3           I182070940          3114  Investigate Property   \n",
      "4           I182070938          3114  Investigate Property   \n",
      "...                ...           ...                   ...   \n",
      "319068   I050310906-00          3125       Warrant Arrests   \n",
      "319069   I030217815-08           111              Homicide   \n",
      "319070   I030217815-08          3125       Warrant Arrests   \n",
      "319071   I010370257-00          3125       Warrant Arrests   \n",
      "319072       142052550          3125       Warrant Arrests   \n",
      "\n",
      "                        OFFENSE_DESCRIPTION DISTRICT REPORTING_AREA SHOOTING  \\\n",
      "0                        LARCENY ALL OTHERS      D14            808      NaN   \n",
      "1                                 VANDALISM      C11            347      NaN   \n",
      "2                       TOWED MOTOR VEHICLE       D4            151      NaN   \n",
      "3                      INVESTIGATE PROPERTY       D4            272      NaN   \n",
      "4                      INVESTIGATE PROPERTY       B3            421      NaN   \n",
      "...                                     ...      ...            ...      ...   \n",
      "319068                       WARRANT ARREST       D4            285      NaN   \n",
      "319069  MURDER, NON-NEGLIGIENT MANSLAUGHTER      E18            520      NaN   \n",
      "319070                       WARRANT ARREST      E18            520      NaN   \n",
      "319071                       WARRANT ARREST      E13            569      NaN   \n",
      "319072                       WARRANT ARREST       D4            903      NaN   \n",
      "\n",
      "           OCCURRED_ON_DATE  YEAR  MONTH DAY_OF_WEEK  HOUR    UCR_PART  \\\n",
      "0       2018-09-02 13:00:00  2018      9      Sunday    13    Part One   \n",
      "1       2018-08-21 00:00:00  2018      8     Tuesday     0    Part Two   \n",
      "2       2018-09-03 19:27:00  2018      9      Monday    19  Part Three   \n",
      "3       2018-09-03 21:16:00  2018      9      Monday    21  Part Three   \n",
      "4       2018-09-03 21:05:00  2018      9      Monday    21  Part Three   \n",
      "...                     ...   ...    ...         ...   ...         ...   \n",
      "319068  2016-06-05 17:25:00  2016      6      Sunday    17  Part Three   \n",
      "319069  2015-07-09 13:38:00  2015      7    Thursday    13    Part One   \n",
      "319070  2015-07-09 13:38:00  2015      7    Thursday    13  Part Three   \n",
      "319071  2016-05-31 19:35:00  2016      5     Tuesday    19  Part Three   \n",
      "319072  2015-06-22 00:12:00  2015      6      Monday     0  Part Three   \n",
      "\n",
      "                   STREET        Lat       Long                     Location  \n",
      "0              LINCOLN ST  42.357791 -71.139371  (42.35779134, -71.13937053)  \n",
      "1                HECLA ST  42.306821 -71.060300  (42.30682138, -71.06030035)  \n",
      "2             CAZENOVE ST  42.346589 -71.072429  (42.34658879, -71.07242943)  \n",
      "3              NEWCOMB ST  42.334182 -71.078664  (42.33418175, -71.07866441)  \n",
      "4                DELHI ST  42.275365 -71.090361  (42.27536542, -71.09036101)  \n",
      "...                   ...        ...        ...                          ...  \n",
      "319068        COVENTRY ST  42.336951 -71.085748  (42.33695098, -71.08574813)  \n",
      "319069           RIVER ST  42.255926 -71.123172  (42.25592648, -71.12317207)  \n",
      "319070           RIVER ST  42.255926 -71.123172  (42.25592648, -71.12317207)  \n",
      "319071  NEW WASHINGTON ST  42.302333 -71.111565  (42.30233307, -71.11156487)  \n",
      "319072      WASHINGTON ST  42.333839 -71.080290  (42.33383935, -71.08029038)  \n",
      "\n",
      "[319073 rows x 17 columns] INCIDENT_NUMBER 2 3 4\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "Can't handle meta of type 'NoneType'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-23-4fdc473e2618>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      9\u001b[0m     \u001b[0mdelayed_values\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdelayed\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpart\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcol_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m4\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m \u001b[0ma\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfrom_delayed\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdelayed_values\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\io\\io.py\u001b[0m in \u001b[0;36mfrom_delayed\u001b[1;34m(dfs, meta, divisions, prefix)\u001b[0m\n\u001b[0;32m    522\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mmeta\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    523\u001b[0m         \u001b[0mmeta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdfs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 524\u001b[1;33m     \u001b[0mmeta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmake_meta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmeta\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    525\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    526\u001b[0m     \u001b[0mname\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mprefix\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'-'\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mtokenize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mdfs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\utils.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, arg, *args, **kwargs)\u001b[0m\n\u001b[0;32m    411\u001b[0m         \"\"\"\n\u001b[0;32m    412\u001b[0m         \u001b[0mmeth\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdispatch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 413\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mmeth\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marg\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    414\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    415\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\utils.py\u001b[0m in \u001b[0;36mmake_meta_object\u001b[1;34m(x, index)\u001b[0m\n\u001b[0;32m    308\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    309\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mis_scalar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 310\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0m_nonempty_scalar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    311\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    312\u001b[0m     \u001b[1;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Don't know how to create metadata from {0}\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\utils.py\u001b[0m in \u001b[0;36m_nonempty_scalar\u001b[1;34m(x)\u001b[0m\n\u001b[0;32m    423\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    424\u001b[0m         raise TypeError(\"Can't handle meta of type \"\n\u001b[1;32m--> 425\u001b[1;33m                         \"'{0}'\".format(type(x).__name__))\n\u001b[0m\u001b[0;32m    426\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    427\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: Can't handle meta of type 'NoneType'"
     ]
    }
   ],
   "source": [
    "partitions = df.to_delayed()\n",
    "import dask\n",
    "from dask.dataframe import from_delayed\n",
    "\n",
    "def func(a,b,c,d,e,f):\n",
    "    print(a,b,c,d,e)\n",
    "col_name= \"INCIDENT_NUMBER\"\n",
    "for part in partitions:\n",
    "    delayed_values = dask.delayed(func)(part, col_name, 2, 3, 4, 5) \n",
    "    \n",
    "a = from_delayed(delayed_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><strong>Dask DataFrame Structure:</strong></div>\n",
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div>Dask Name: getitem, 2 tasks</div>"
      ],
      "text/plain": [
       "Dask DataFrame Structure:\n",
       "              INCIDENT_NUMBER OFFENSE_CODE_GROUP OFFENSE_DESCRIPTION DISTRICT REPORTING_AREA SHOOTING OCCURRED_ON_DATE DAY_OF_WEEK UCR_PART  STREET Location\n",
       "npartitions=1                                                                                                                                               \n",
       "                       object             object              object   object         object   object           object      object   object  object   object\n",
       "                          ...                ...                 ...      ...            ...      ...              ...         ...      ...     ...      ...\n",
       "Dask Name: getitem, 2 tasks"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.select(\"*\", data_type=df.constants.NUMERIC_TYPES, invert=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "319073"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.rows.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['INCIDENT_NUMBER',\n",
       " 'OFFENSE_CODE',\n",
       " 'OFFENSE_CODE_GROUP',\n",
       " 'OFFENSE_DESCRIPTION',\n",
       " 'DISTRICT',\n",
       " 'REPORTING_AREA',\n",
       " 'SHOOTING',\n",
       " 'OCCURRED_ON_DATE',\n",
       " 'YEAR',\n",
       " 'MONTH',\n",
       " 'DAY_OF_WEEK',\n",
       " 'HOUR',\n",
       " 'UCR_PART',\n",
       " 'STREET',\n",
       " 'Lat',\n",
       " 'Long',\n",
       " 'Location']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FUNCS <function functions.<locals>.Functions.percentile_agg at 0x000002103FB48798>\n",
      "Wall time: 169 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'OFFENSE_CODE': {'percentile': {'0.5': 2907.0}},\n",
       " 'YEAR': {'percentile': {'0.5': 2017.0}},\n",
       " 'MONTH': {'percentile': {'0.5': 7.0}},\n",
       " 'HOUR': {'percentile': {'0.5': 14.0}},\n",
       " 'Lat': {'percentile': {'0.5': 42.32553801}},\n",
       " 'Long': {'percentile': {'0.5': -71.07752376}}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "df.cols.percentile(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FUNCS <function functions.<locals>.Functions.stddev at 0x0000026A8E9D68B8>\n",
      "<optimus.engines.dask.dask.Dask object at 0x0000026A85669B48>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'OFFENSE_CODE': {'stddev': 1185.2855429417045},\n",
       " 'YEAR': {'stddev': 0.9963437052537967},\n",
       " 'MONTH': {'stddev': 3.2736908462624497},\n",
       " 'HOUR': {'stddev': 6.294205265943945},\n",
       " 'Lat': {'stddev': 2.1597656389327407},\n",
       " 'Long': {'stddev': 3.4936180723683194}}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.std(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FUNCS <function functions.<locals>.Functions.variance at 0x0000026A865B09D8>\n",
      "<optimus.engines.dask.dask.Dask object at 0x0000026A85669B48>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'OFFENSE_CODE': 1404901.8183066112,\n",
       " 'YEAR': 0.9927007789988644,\n",
       " 'MONTH': 10.717051756902553,\n",
       " 'HOUR': 39.61701992983649,\n",
       " 'Lat': 4.66458761511455,\n",
       " 'Long': 12.205367235578532}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.variance(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FUNCS <function functions.<locals>.Functions.kurtosis at 0x0000026A8877FCA8>\n",
      "<optimus.engines.dask.dask.Dask object at 0x0000026A85669B48>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'OFFENSE_CODE': {'kurtosis': 1.5838041686767816},\n",
       " 'YEAR': {'kurtosis': 1.9469652465192953},\n",
       " 'MONTH': {'kurtosis': 1.9528853000207569},\n",
       " 'HOUR': {'kurtosis': 2.3994270670757927},\n",
       " 'Lat': {'kurtosis': nan},\n",
       " 'Long': {'kurtosis': nan}}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.kurt(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\pandas\\core\\ops\\__init__.py:1115: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  result = method(y)\n",
      "distributed.worker - WARNING -  Compute Failed\n",
      "Function:  execute_task\n",
      "args:      ((<function Infer.parse_dask at 0x000002102C0F0F78>,        INCIDENT_NUMBER  OFFENSE_CODE    OFFENSE_CODE_GROUP  \\\n",
      "0           I182070945           619               Larceny   \n",
      "1           I182070943          1402             Vandalism   \n",
      "2           I182070941          3410                 Towed   \n",
      "3           I182070940          3114  Investigate Property   \n",
      "4           I182070938          3114  Investigate Property   \n",
      "...                ...           ...                   ...   \n",
      "319068   I050310906-00          3125       Warrant Arrests   \n",
      "319069   I030217815-08           111              Homicide   \n",
      "319070   I030217815-08          3125       Warrant Arrests   \n",
      "319071   I010370257-00          3125       Warrant Arrests   \n",
      "319072       142052550          3125       Warrant Arrests   \n",
      "\n",
      "                        OFFENSE_DESCRIPTION DISTRICT REPORTING_AREA SHOOTING  \\\n",
      "0                        LARCENY ALL OTHERS      D14            808      NaN   \n",
      "1                                 VANDALIS\n",
      "kwargs:    {}\n",
      "Exception: ValueError('The truth value of a DataFrame is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().')\n",
      "\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "The truth value of a DataFrame is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-10-dbfc031dc22d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcount_by_dtypes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\dask\\columns.py\u001b[0m in \u001b[0;36mcount_by_dtypes\u001b[1;34m(self, columns, infer, str_funcs, int_funcs, mismatch)\u001b[0m\n\u001b[0;32m    684\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mcol_name\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    685\u001b[0m             \u001b[0mdelayed_values\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mdask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdelayed\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mInfer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparse_dask\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpart\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcol_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minfer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtypes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstr_funcs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mint_funcs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mpart\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mpartitions\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 686\u001b[1;33m         \u001b[0ma\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfrom_delayed\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdelayed_values\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    687\u001b[0m         \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    688\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\io\\io.py\u001b[0m in \u001b[0;36mfrom_delayed\u001b[1;34m(dfs, meta, divisions, prefix)\u001b[0m\n\u001b[0;32m    521\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    522\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mmeta\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 523\u001b[1;33m         \u001b[0mmeta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdfs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    524\u001b[0m     \u001b[0mmeta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmake_meta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmeta\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    525\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m    154\u001b[0m         \u001b[0mdask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbase\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    155\u001b[0m         \"\"\"\n\u001b[1;32m--> 156\u001b[1;33m         \u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraverse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    157\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    158\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    395\u001b[0m     \u001b[0mkeys\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_keys__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    396\u001b[0m     \u001b[0mpostcomputes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_postcompute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 397\u001b[1;33m     \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mschedule\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeys\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    398\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mrepack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpostcomputes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    399\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs)\u001b[0m\n\u001b[0;32m   2566\u001b[0m                     \u001b[0mshould_rejoin\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2567\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2568\u001b[1;33m                 \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgather\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpacked\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0masynchronous\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0masynchronous\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdirect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdirect\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2569\u001b[0m             \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2570\u001b[0m                 \u001b[1;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mfutures\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mgather\u001b[1;34m(self, futures, errors, maxsize, direct, asynchronous)\u001b[0m\n\u001b[0;32m   1820\u001b[0m                 \u001b[0mdirect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdirect\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1821\u001b[0m                 \u001b[0mlocal_worker\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlocal_worker\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1822\u001b[1;33m                 \u001b[0masynchronous\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0masynchronous\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1823\u001b[0m             )\n\u001b[0;32m   1824\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    751\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    752\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 753\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0msync\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    754\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    755\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(loop, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    329\u001b[0m             \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    330\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 331\u001b[1;33m         \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    332\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    333\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\six.py\u001b[0m in \u001b[0;36mreraise\u001b[1;34m(tp, value, tb)\u001b[0m\n\u001b[0;32m    694\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mtb\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    695\u001b[0m                 \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 696\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    697\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    698\u001b[0m             \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36mf\u001b[1;34m()\u001b[0m\n\u001b[0;32m    314\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    315\u001b[0m                 \u001b[0mfuture\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_timeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtimedelta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mseconds\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 316\u001b[1;33m             \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32myield\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    317\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    318\u001b[0m             \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    733\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    734\u001b[0m                     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 735\u001b[1;33m                         \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    736\u001b[0m                     \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    737\u001b[0m                         \u001b[0mexc_info\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    740\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0mexc_info\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    741\u001b[0m                         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m                             \u001b[0myielded\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mthrow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;31m# type: ignore\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    743\u001b[0m                         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    744\u001b[0m                             \u001b[1;31m# Break up a reference to itself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36m_gather\u001b[1;34m(self, futures, errors, direct, local_worker)\u001b[0m\n\u001b[0;32m   1651\u001b[0m                             \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mCancelledError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mCancelledError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1652\u001b[0m                         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1653\u001b[1;33m                             \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexception\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexception\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraceback\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1654\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"skip\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1655\u001b[0m                         \u001b[0mbad_keys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\six.py\u001b[0m in \u001b[0;36mreraise\u001b[1;34m(tp, value, tb)\u001b[0m\n\u001b[0;32m    693\u001b[0m                 \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtp\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    694\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mtb\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 695\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    696\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    697\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\infer.py\u001b[0m in \u001b[0;36mparse_dask\u001b[1;34m(value, col_name, infer, dtypes, str_funcs, int_funcs)\u001b[0m\n\u001b[0;32m    287\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    288\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mparse_dask\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcol_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minfer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtypes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstr_funcs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mint_funcs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 289\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mInfer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minfer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtypes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstr_funcs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mint_funcs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfull\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    290\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    291\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\infer.py\u001b[0m in \u001b[0;36mparse\u001b[1;34m(value, infer, dtypes, str_funcs, int_funcs, full)\u001b[0m\n\u001b[0;32m    344\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_null\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    345\u001b[0m                 \u001b[0m_data_type\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"null\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 346\u001b[1;33m             \u001b[1;32melif\u001b[0m \u001b[0mstr_to_missing\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    347\u001b[0m                 \u001b[0m_data_type\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"missing\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    348\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\infer.py\u001b[0m in \u001b[0;36mstr_to_missing\u001b[1;34m(_value)\u001b[0m\n\u001b[0;32m    129\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    130\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mstr_to_missing\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_value\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 131\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[1;32mTrue\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0m_value\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"\"\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    132\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    133\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__nonzero__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1553\u001b[0m             \u001b[1;34m\"The truth value of a {0} is ambiguous. \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1554\u001b[0m             \"Use a.empty, a.bool(), a.item(), a.any() or a.all().\".format(\n\u001b[1;32m-> 1555\u001b[1;33m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1556\u001b[0m             )\n\u001b[0;32m   1557\u001b[0m         )\n",
      "\u001b[1;31mValueError\u001b[0m: The truth value of a DataFrame is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all()."
     ]
    }
   ],
   "source": [
    "df.cols.count_by_dtypes(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FUNCS <function functions.<locals>.Functions.hist_agg at 0x0000026A842184C8>\n",
      "0            I182070945\n",
      "1            I182070943\n",
      "2            I182070941\n",
      "3            I182070940\n",
      "4            I182070938\n",
      "              ...      \n",
      "319068    I050310906-00\n",
      "319069    I030217815-08\n",
      "319070    I030217815-08\n",
      "319071    I010370257-00\n",
      "319072        142052550\n",
      "Name: INCIDENT_NUMBER, Length: 319073, dtype: object\n",
      "0            I182070945\n",
      "1            I182070943\n",
      "2            I182070941\n",
      "3            I182070940\n",
      "4            I182070938\n",
      "              ...      \n",
      "319068    I050310906-00\n",
      "319069    I030217815-08\n",
      "319070    I030217815-08\n",
      "319071    I010370257-00\n",
      "319072        142052550\n",
      "Name: INCIDENT_NUMBER, Length: 319073, dtype: object\n",
      "0            I182070945\n",
      "1            I182070943\n",
      "2            I182070941\n",
      "3            I182070940\n",
      "4            I182070938\n",
      "              ...      \n",
      "319068    I050310906-00\n",
      "319069    I030217815-08\n",
      "319070    I030217815-08\n",
      "319071    I010370257-00\n",
      "319072        142052550\n",
      "Name: INCIDENT_NUMBER, Length: 319073, dtype: object\n",
      "0            I182070945\n",
      "1            I182070943\n",
      "2            I182070941\n",
      "3            I182070940\n",
      "4            I182070938\n",
      "              ...      \n",
      "319068    I050310906-00\n",
      "319069    I030217815-08\n",
      "319070    I030217815-08\n",
      "319071    I010370257-00\n",
      "319072        142052550\n",
      "Name: INCIDENT_NUMBER, Length: 319073, dtype: object\n",
      "0            I182070945\n",
      "1            I182070943\n",
      "2            I182070941\n",
      "3            I182070940\n",
      "4            I182070938\n",
      "              ...      \n",
      "319068    I050310906-00\n",
      "319069    I030217815-08\n",
      "319070    I030217815-08\n",
      "319071    I010370257-00\n",
      "319072        142052550\n",
      "Name: INCIDENT_NUMBER, Length: 319073, dtype: object\n",
      "0            I182070945\n",
      "1            I182070943\n",
      "2            I182070941\n",
      "3            I182070940\n",
      "4            I182070938\n",
      "              ...      \n",
      "319068    I050310906-00\n",
      "319069    I030217815-08\n",
      "319070    I030217815-08\n",
      "319071    I010370257-00\n",
      "319072        142052550\n",
      "Name: INCIDENT_NUMBER, Length: 319073, dtype: object\n",
      "0            I182070945\n",
      "1            I182070943\n",
      "2            I182070941\n",
      "3            I182070940\n",
      "4            I182070938\n",
      "              ...      \n",
      "319068    I050310906-00\n",
      "319069    I030217815-08\n",
      "319070    I030217815-08\n",
      "319071    I010370257-00\n",
      "319072        142052550\n",
      "Name: INCIDENT_NUMBER, Length: 319073, dtype: object\n",
      "0            I182070945\n",
      "1            I182070943\n",
      "2            I182070941\n",
      "3            I182070940\n",
      "4            I182070938\n",
      "              ...      \n",
      "319068    I050310906-00\n",
      "319069    I030217815-08\n",
      "319070    I030217815-08\n",
      "319071    I010370257-00\n",
      "319072        142052550\n",
      "Name: INCIDENT_NUMBER, Length: 319073, dtype: object\n",
      "0            I182070945\n",
      "1            I182070943\n",
      "2            I182070941\n",
      "3            I182070940\n",
      "4            I182070938\n",
      "              ...      \n",
      "319068    I050310906-00\n",
      "319069    I030217815-08\n",
      "319070    I030217815-08\n",
      "319071    I010370257-00\n",
      "319072        142052550\n",
      "Name: INCIDENT_NUMBER, Length: 319073, dtype: object\n",
      "0            I182070945\n",
      "1            I182070943\n",
      "2            I182070941\n",
      "3            I182070940\n",
      "4            I182070938\n",
      "              ...      \n",
      "319068    I050310906-00\n",
      "319069    I030217815-08\n",
      "319070    I030217815-08\n",
      "319071    I010370257-00\n",
      "319072        142052550\n",
      "Name: INCIDENT_NUMBER, Length: 319073, dtype: object\n",
      "0            I182070945\n",
      "1            I182070943\n",
      "2            I182070941\n",
      "3            I182070940\n",
      "4            I182070938\n",
      "              ...      \n",
      "319068    I050310906-00\n",
      "319069    I030217815-08\n",
      "319070    I030217815-08\n",
      "319071    I010370257-00\n",
      "319072        142052550\n",
      "Name: INCIDENT_NUMBER, Length: 319073, dtype: object\n",
      "0            I182070945\n",
      "1            I182070943\n",
      "2            I182070941\n",
      "3            I182070940\n",
      "4            I182070938\n",
      "              ...      \n",
      "319068    I050310906-00\n",
      "319069    I030217815-08\n",
      "319070    I030217815-08\n",
      "319071    I010370257-00\n",
      "319072        142052550\n",
      "Name: INCIDENT_NUMBER, Length: 319073, dtype: object\n",
      "0            I182070945\n",
      "1            I182070943\n",
      "2            I182070941\n",
      "3            I182070940\n",
      "4            I182070938\n",
      "              ...      \n",
      "319068    I050310906-00\n",
      "319069    I030217815-08\n",
      "319070    I030217815-08\n",
      "319071    I010370257-00\n",
      "319072        142052550\n",
      "Name: INCIDENT_NUMBER, Length: 319073, dtype: object\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'INCIDENT_NUMBER': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'OFFENSE_CODE': {'hist': [{'count': 319073, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 0, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'OFFENSE_CODE_GROUP': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'OFFENSE_DESCRIPTION': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'DISTRICT': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'REPORTING_AREA': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'SHOOTING': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'OCCURRED_ON_DATE': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'YEAR': {'hist': [{'count': 319073, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 0, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'MONTH': {'hist': [{'count': 319073, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 0, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'DAY_OF_WEEK': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'HOUR': {'hist': [{'count': 303967, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 0, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'UCR_PART': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'STREET': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'Lat': {'hist': [{'count': 298329, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 0, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'Long': {'hist': [{'count': 0, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 0, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'Location': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]}}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.hist(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<optimus.engines.dask.dask.Dask object at 0x0000026A85669B48>\n",
      "<optimus.engines.dask.dask.Dask object at 0x0000026A85669B48>\n",
      "Send!\n",
      "Wall time: 56.8 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "df.ext.send(advanced_stats=False, infer= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "de1 = df.ext.sample(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HIST1\n",
      "HOIST\n",
      "HIST FIN\n",
      "HISTOGRAMA BBB {'hist': {'INCIDENT_NUMBER': {'count': [2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'OFFENSE_CODE': {'count': [319073, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'OFFENSE_CODE_GROUP': {'count': [2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'OFFENSE_DESCRIPTION': {'count': [2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'DISTRICT': {'count': [2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'REPORTING_AREA': {'count': [2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'SHOOTING': {'count': [2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'OCCURRED_ON_DATE': {'count': [2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'YEAR': {'count': [319073, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'MONTH': {'count': [319073, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'DAY_OF_WEEK': {'count': [2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'HOUR': {'count': [303967, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'UCR_PART': {'count': [2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'STREET': {'count': [2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'Lat': {'count': [298329, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'Long': {'count': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}, 'Location': {'count': [2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1], 'bins': [1.0, 15936.9, 31872.8, 47808.7, 63744.6, 79680.5, 95616.4, 111552.3, 127488.2, 143424.1, 159360.0, 175295.9, 191231.8, 207167.69999999998, 223103.6, 239039.5, 254975.4, 270911.3, 286847.2, 302783.1, 318719.0]}}}\n",
      "EXPRS\n",
      "HIST2\n",
      "Wall time: 25 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'INCIDENT_NUMBER': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'OFFENSE_CODE': {'hist': [{'count': 319073, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 0, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'OFFENSE_CODE_GROUP': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'OFFENSE_DESCRIPTION': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'DISTRICT': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'REPORTING_AREA': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'SHOOTING': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'OCCURRED_ON_DATE': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'YEAR': {'hist': [{'count': 319073, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 0, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'MONTH': {'hist': [{'count': 319073, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 0, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'DAY_OF_WEEK': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'HOUR': {'hist': [{'count': 303967, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 0, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'UCR_PART': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'STREET': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'Lat': {'hist': [{'count': 298329, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 0, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'Long': {'hist': [{'count': 0, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 0, 'lower': 302783.1, 'upper': 318719.0}]},\n",
       " 'Location': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 15936.9},\n",
       "   {'count': 0, 'lower': 15936.9, 'upper': 31872.8},\n",
       "   {'count': 0, 'lower': 31872.8, 'upper': 47808.7},\n",
       "   {'count': 0, 'lower': 47808.7, 'upper': 63744.6},\n",
       "   {'count': 0, 'lower': 63744.6, 'upper': 79680.5},\n",
       "   {'count': 0, 'lower': 79680.5, 'upper': 95616.4},\n",
       "   {'count': 0, 'lower': 95616.4, 'upper': 111552.3},\n",
       "   {'count': 0, 'lower': 111552.3, 'upper': 127488.2},\n",
       "   {'count': 0, 'lower': 127488.2, 'upper': 143424.1},\n",
       "   {'count': 0, 'lower': 143424.1, 'upper': 159360.0},\n",
       "   {'count': 0, 'lower': 159360.0, 'upper': 175295.9},\n",
       "   {'count': 0, 'lower': 175295.9, 'upper': 191231.8},\n",
       "   {'count': 0, 'lower': 191231.8, 'upper': 207167.69999999998},\n",
       "   {'count': 0, 'lower': 207167.69999999998, 'upper': 223103.6},\n",
       "   {'count': 0, 'lower': 223103.6, 'upper': 239039.5},\n",
       "   {'count': 0, 'lower': 239039.5, 'upper': 254975.4},\n",
       "   {'count': 0, 'lower': 254975.4, 'upper': 270911.3},\n",
       "   {'count': 0, 'lower': 270911.3, 'upper': 286847.2},\n",
       "   {'count': 0, 'lower': 286847.2, 'upper': 302783.1},\n",
       "   {'count': 1, 'lower': 302783.1, 'upper': 318719.0}]}}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "df.cols.hist(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DaskEngine' object has no attribute 'save'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-6-3bddbf2b8e6d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msave\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparquet\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"crime.parquet\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: 'DaskEngine' object has no attribute 'save'"
     ]
    }
   ],
   "source": [
    "df = op.save.parquet(\"crime.parquet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[OrderedDict([('INCIDENT_NUMBER', 'I182070945'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '808'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 13:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'LINCOLN ST'),\n",
       "              ('Lat', 42.35779134),\n",
       "              ('Long', -71.13937053),\n",
       "              ('Location', '(42.35779134, -71.13937053)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070943'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '347'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-21 00:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Tuesday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HECLA ST'),\n",
       "              ('Lat', 42.30682138),\n",
       "              ('Long', -71.06030035),\n",
       "              ('Location', '(42.30682138, -71.06030035)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070941'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '151'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 19:27:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CAZENOVE ST'),\n",
       "              ('Lat', 42.34658879),\n",
       "              ('Long', -71.07242943),\n",
       "              ('Location', '(42.34658879, -71.07242943)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070940'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '272'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 21:16:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NEWCOMB ST'),\n",
       "              ('Lat', 42.33418175),\n",
       "              ('Long', -71.07866441),\n",
       "              ('Location', '(42.33418175, -71.07866441)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070938'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '421'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 21:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DELHI ST'),\n",
       "              ('Lat', 42.27536542),\n",
       "              ('Long', -71.09036101),\n",
       "              ('Location', '(42.27536542, -71.09036101)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070936'),\n",
       "              ('OFFENSE_CODE', 3820),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '398'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 21:09:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TALBOT AVE'),\n",
       "              ('Lat', 42.29019621),\n",
       "              ('Long', -71.07159012),\n",
       "              ('Location', '(42.29019621, -71.07159012)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070933'),\n",
       "              ('OFFENSE_CODE', 724),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '330'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 21:25:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'NORMANDY ST'),\n",
       "              ('Lat', 42.30607218),\n",
       "              ('Long', -71.0827326),\n",
       "              ('Location', '(42.30607218, -71.08273260)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070932'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '584'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 20:39:37'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LAWN ST'),\n",
       "              ('Lat', 42.32701648),\n",
       "              ('Long', -71.10555088),\n",
       "              ('Location', '(42.32701648, -71.10555088)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070931'),\n",
       "              ('OFFENSE_CODE', 301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - STREET'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '177'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 20:48:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'MASSACHUSETTS AVE'),\n",
       "              ('Lat', 42.33152148),\n",
       "              ('Long', -71.07085307),\n",
       "              ('Location', '(42.33152148, -71.07085307)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070929'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '364'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 20:38:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LESLIE ST'),\n",
       "              ('Lat', 42.29514664),\n",
       "              ('Long', -71.05860832),\n",
       "              ('Location', '(42.29514664, -71.05860832)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070928'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '913'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 19:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'OCEAN VIEW DR'),\n",
       "              ('Lat', 42.31957856),\n",
       "              ('Long', -71.04032766),\n",
       "              ('Location', '(42.31957856, -71.04032766)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070927'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '936'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 20:19:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DALESSIO CT'),\n",
       "              ('Lat', 42.34011469),\n",
       "              ('Long', -71.05339029),\n",
       "              ('Location', '(42.34011469, -71.05339029)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070923'),\n",
       "              ('OFFENSE_CODE', 3108),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fire Related Reports'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FIRE REPORT - HOUSE, BUILDING, ETC.'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '139'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 19:58:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MARLBOROUGH ST'),\n",
       "              ('Lat', 42.3503876),\n",
       "              ('Long', -71.0878529),\n",
       "              ('Location', '(42.35038760, -71.08785290)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070922'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '429'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 20:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WOODROW AVE'),\n",
       "              ('Lat', 42.28647012),\n",
       "              ('Long', -71.08714661),\n",
       "              ('Location', '(42.28647012, -71.08714661)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070921'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '469'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 14:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MULVEY ST'),\n",
       "              ('Lat', 42.27924052),\n",
       "              ('Long', -71.09667382),\n",
       "              ('Location', '(42.27924052, -71.09667382)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070920'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 19:43:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.35287456),\n",
       "              ('Long', -71.0738297),\n",
       "              ('Location', '(42.35287456, -71.07382970)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070919'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '341'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'STONEHURST ST'),\n",
       "              ('Lat', 42.30526428),\n",
       "              ('Long', -71.06683755),\n",
       "              ('Location', '(42.30526428, -71.06683755)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070918'),\n",
       "              ('OFFENSE_CODE', 3305),\n",
       "              ('OFFENSE_CODE_GROUP', 'Assembly or Gathering Violations'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DEMONSTRATIONS/RIOT'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '130'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 17:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HUNTINGTON AVE'),\n",
       "              ('Lat', 42.34857652),\n",
       "              ('Long', -71.07772012),\n",
       "              ('Location', '(42.34857652, -71.07772012)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070917'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '901'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 19:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HORADAN WAY'),\n",
       "              ('Lat', 42.33371742),\n",
       "              ('Long', -71.09665806),\n",
       "              ('Location', '(42.33371742, -71.09665806)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070915'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '181'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'SHIRLEY ST'),\n",
       "              ('Lat', 42.3256949),\n",
       "              ('Long', -71.06816778),\n",
       "              ('Location', '(42.32569490, -71.06816778)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070913'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:46:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WOLCOTT'),\n",
       "              ('Lat', -1.0),\n",
       "              ('Long', -1.0),\n",
       "              ('Location', '(-1.00000000, -1.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070911'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '69'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BEACON ST'),\n",
       "              ('Lat', 42.35564426),\n",
       "              ('Long', -71.07168077),\n",
       "              ('Location', '(42.35564426, -71.07168077)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070910'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '434'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:42:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CAPEN ST'),\n",
       "              ('Lat', 42.28340243),\n",
       "              ('Long', -71.0807974),\n",
       "              ('Location', '(42.28340243, -71.08079740)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070909'),\n",
       "              ('OFFENSE_CODE', 3803),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PERSONAL INJURY'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '550'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:33:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.27581799),\n",
       "              ('Long', -71.13991259),\n",
       "              ('Location', '(42.27581799, -71.13991259)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070908'),\n",
       "              ('OFFENSE_CODE', 522),\n",
       "              ('OFFENSE_CODE_GROUP', 'Residential Burglary'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BURGLARY - RESIDENTIAL - NO FORCE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '911'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:38:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'ANNUNCIATION RD'),\n",
       "              ('Lat', 42.33506218),\n",
       "              ('Long', -71.09316781),\n",
       "              ('Location', '(42.33506218, -71.09316781)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070906'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.28359328),\n",
       "              ('Long', -71.05565683),\n",
       "              ('Location', '(42.28359328, -71.05565683)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070905'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '172'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MASSACHUSETTS AVE'),\n",
       "              ('Lat', 42.33311189),\n",
       "              ('Long', -71.0727637),\n",
       "              ('Location', '(42.33311189, -71.07276370)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070904'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '242'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:34:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ANNAPOLIS ST'),\n",
       "              ('Lat', 42.31731905),\n",
       "              ('Long', -71.06150882),\n",
       "              ('Location', '(42.31731905, -71.06150882)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070904'),\n",
       "              ('OFFENSE_CODE', 2007),\n",
       "              ('OFFENSE_CODE_GROUP', 'Restraining Order Violations'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'VIOL. OF RESTRAINING ORDER W NO ARREST'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '242'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:34:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ANNAPOLIS ST'),\n",
       "              ('Lat', 42.31731905),\n",
       "              ('Long', -71.06150882),\n",
       "              ('Location', '(42.31731905, -71.06150882)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070903'),\n",
       "              ('OFFENSE_CODE', 2900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - VIOLATION OF AUTO LAW - OTHER'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '463'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.29590385),\n",
       "              ('Long', -71.08773294),\n",
       "              ('Location', '(42.29590385, -71.08773294)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070901'),\n",
       "              ('OFFENSE_CODE', 2907),\n",
       "              ('OFFENSE_CODE_GROUP', 'Violations'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - OPERATING AFTER REV/SUSP.'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '428'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:41:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CLARKWOOD ST'),\n",
       "              ('Lat', 42.28013735),\n",
       "              ('Long', -71.09079826),\n",
       "              ('Location', '(42.28013735, -71.09079826)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070900'),\n",
       "              ('OFFENSE_CODE', 2629),\n",
       "              ('OFFENSE_CODE_GROUP', 'Harassment'),\n",
       "              ('OFFENSE_DESCRIPTION', 'HARASSMENT'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '464'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:17:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HANSBOROUGH ST'),\n",
       "              ('Lat', 42.28810362),\n",
       "              ('Long', -71.09153335),\n",
       "              ('Location', '(42.28810362, -71.09153335)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070898'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '351'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 19:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SALISBURY PARK'),\n",
       "              ('Lat', 42.29928376),\n",
       "              ('Long', -71.059172),\n",
       "              ('Location', '(42.29928376, -71.05917200)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070897'),\n",
       "              ('OFFENSE_CODE', 2662),\n",
       "              ('OFFENSE_CODE_GROUP', 'Ballistics'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BALLISTICS EVIDENCE/FOUND'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '330'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:37:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'COLUMBIA RD'),\n",
       "              ('Lat', 42.30524752),\n",
       "              ('Long', -71.08089418),\n",
       "              ('Location', '(42.30524752, -71.08089418)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070895'),\n",
       "              ('OFFENSE_CODE', 3207),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Found'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - FOUND'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '30'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 16:43:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COTTAGE ST'),\n",
       "              ('Lat', 42.36742605),\n",
       "              ('Long', -71.03547266),\n",
       "              ('Location', '(42.36742605, -71.03547266)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070893'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '427'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:44:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WILMORE ST'),\n",
       "              ('Lat', 42.2779637),\n",
       "              ('Long', -71.09246318),\n",
       "              ('Location', '(42.27796370, -71.09246318)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070892'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '276'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 17:54:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'SHAWMUT AVE'),\n",
       "              ('Lat', 42.33318299),\n",
       "              ('Long', -71.08307607),\n",
       "              ('Location', '(42.33318299, -71.08307607)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070891'),\n",
       "              ('OFFENSE_CODE', 3109),\n",
       "              ('OFFENSE_CODE_GROUP', 'Police Service Incidents'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SERVICE TO OTHER PD INSIDE OF MA.'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '303'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 20:04:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BRAGDON ST'),\n",
       "              ('Lat', 42.31888243),\n",
       "              ('Long', -71.09929423),\n",
       "              ('Location', '(42.31888243, -71.09929423)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070890'),\n",
       "              ('OFFENSE_CODE', 2612),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fire Related Reports'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FIRE REPORT/ALARM - FALSE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '432'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:17:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CALLENDER ST'),\n",
       "              ('Lat', 42.28848287),\n",
       "              ('Long', -71.08259001),\n",
       "              ('Location', '(42.28848287, -71.08259001)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070889'),\n",
       "              ('OFFENSE_CODE', 1843),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'DRUGS - POSS CLASS B - INTENT TO MFR DIST DISP'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.30676881),\n",
       "              ('Long', -71.08431925),\n",
       "              ('Location', '(42.30676881, -71.08431925)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070889'),\n",
       "              ('OFFENSE_CODE', 3125),\n",
       "              ('OFFENSE_CODE_GROUP', 'Warrant Arrests'),\n",
       "              ('OFFENSE_DESCRIPTION', 'WARRANT ARREST'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.30676881),\n",
       "              ('Long', -71.08431925),\n",
       "              ('Location', '(42.30676881, -71.08431925)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070889'),\n",
       "              ('OFFENSE_CODE', 1841),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'DRUGS - POSS CLASS A - INTENT TO MFR DIST DISP'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 18:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.30676881),\n",
       "              ('Long', -71.08431925),\n",
       "              ('Location', '(42.30676881, -71.08431925)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070888'),\n",
       "              ('OFFENSE_CODE', 301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - STREET'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '76'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', nan),\n",
       "              ('Long', nan),\n",
       "              ('Location', '(0.00000000, 0.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070887'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '149'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'W NEWTON ST'),\n",
       "              ('Lat', 42.34385799),\n",
       "              ('Long', -71.07953502),\n",
       "              ('Location', '(42.34385799, -71.07953502)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070886'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '402'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:34:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.28492596),\n",
       "              ('Long', -71.07135254),\n",
       "              ('Location', '(42.28492596, -71.07135254)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070885'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '456'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 17:17:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'ELLINGTON ST'),\n",
       "              ('Lat', 42.30154555),\n",
       "              ('Long', -71.08118184),\n",
       "              ('Location', '(42.30154555, -71.08118184)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070882'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '901'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WARD ST'),\n",
       "              ('Lat', 42.33511145),\n",
       "              ('Long', -71.09592156),\n",
       "              ('Location', '(42.33511145, -71.09592156)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070881'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '356'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'GENEVA AVE'),\n",
       "              ('Lat', 42.29848866),\n",
       "              ('Long', -71.06313294),\n",
       "              ('Location', '(42.29848866, -71.06313294)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070880'),\n",
       "              ('OFFENSE_CODE', 3018),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - POLICE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '116'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 17:09:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BEACH ST'),\n",
       "              ('Lat', 42.351084),\n",
       "              ('Long', -71.059395),\n",
       "              ('Location', '(42.35108400, -71.05939500)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070879'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '441'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 16:04:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NIGHTINGALE ST'),\n",
       "              ('Lat', 42.29540175),\n",
       "              ('Long', -71.08237834),\n",
       "              ('Location', '(42.29540175, -71.08237834)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070877'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '562'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.28788933),\n",
       "              ('Long', -71.12658585),\n",
       "              ('Location', '(42.28788933, -71.12658585)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070876'),\n",
       "              ('OFFENSE_CODE', 3803),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PERSONAL INJURY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '244'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 16:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'E COTTAGE ST'),\n",
       "              ('Lat', 42.31866067),\n",
       "              ('Long', -71.05881776),\n",
       "              ('Location', '(42.31866067, -71.05881776)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070875'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '116'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 16:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BEACH ST'),\n",
       "              ('Lat', 42.351084),\n",
       "              ('Long', -71.059395),\n",
       "              ('Location', '(42.35108400, -71.05939500)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070875'),\n",
       "              ('OFFENSE_CODE', 2405),\n",
       "              ('OFFENSE_CODE_GROUP', 'Disorderly Conduct'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DISORDERLY CONDUCT'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '116'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 16:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BEACH ST'),\n",
       "              ('Lat', 42.351084),\n",
       "              ('Long', -71.059395),\n",
       "              ('Location', '(42.35108400, -71.05939500)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070874'),\n",
       "              ('OFFENSE_CODE', 617),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM BUILDING'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '102'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 16:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WINTER ST'),\n",
       "              ('Lat', 42.35602373),\n",
       "              ('Long', -71.06177615),\n",
       "              ('Location', '(42.35602373, -71.06177615)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070873'),\n",
       "              ('OFFENSE_CODE', 3625),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DANGEROUS OR HAZARDOUS CONDITION'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '327'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:38:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WAYLAND ST'),\n",
       "              ('Lat', 42.31368925),\n",
       "              ('Long', -71.0742708),\n",
       "              ('Location', '(42.31368925, -71.07427080)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070873'),\n",
       "              ('OFFENSE_CODE', 3106),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Related Damage'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - ACCIDENTAL DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '327'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:38:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WAYLAND ST'),\n",
       "              ('Lat', 42.31368925),\n",
       "              ('Long', -71.0742708),\n",
       "              ('Location', '(42.31368925, -71.07427080)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070872'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '205'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'A ST'),\n",
       "              ('Lat', 42.34754258),\n",
       "              ('Long', -71.0506621),\n",
       "              ('Location', '(42.34754258, -71.05066210)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070871'),\n",
       "              ('OFFENSE_CODE', 3501),\n",
       "              ('OFFENSE_CODE_GROUP', 'Missing Person Reported'),\n",
       "              ('OFFENSE_DESCRIPTION', 'MISSING PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '265'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 17:03:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PERRIN ST'),\n",
       "              ('Lat', 42.3218854),\n",
       "              ('Long', -71.07906279),\n",
       "              ('Location', '(42.32188540, -71.07906279)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070870'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '493'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:51:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LEXINGTON AVE'),\n",
       "              ('Lat', 42.26255067),\n",
       "              ('Long', -71.11582205),\n",
       "              ('Location', '(42.26255067, -71.11582205)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070868'),\n",
       "              ('OFFENSE_CODE', 616),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT OF BICYCLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '790'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 06:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CHESTNUT HILL AVE'),\n",
       "              ('Lat', 42.3353997),\n",
       "              ('Long', -71.15025675),\n",
       "              ('Location', '(42.33539970, -71.15025675)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070866'),\n",
       "              ('OFFENSE_CODE', 3807),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER CITY VEHICLE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 16:09:10'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.28768807),\n",
       "              ('Long', -71.09386923),\n",
       "              ('Location', '(42.28768807, -71.09386923)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070865'),\n",
       "              ('OFFENSE_CODE', 301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - STREET'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:54:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.31580852),\n",
       "              ('Long', -71.09829029),\n",
       "              ('Location', '(42.31580852, -71.09829029)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070863'),\n",
       "              ('OFFENSE_CODE', 1102),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fraud'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - FALSE PRETENSE / SCHEME'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '143'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'RING RD'),\n",
       "              ('Lat', 42.34813158),\n",
       "              ('Long', -71.08027002),\n",
       "              ('Location', '(42.34813158, -71.08027002)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070862'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '603'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:29:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TREMONT ST'),\n",
       "              ('Lat', 42.33380683),\n",
       "              ('Long', -71.10377843),\n",
       "              ('Location', '(42.33380683, -71.10377843)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070861'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '642'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 16:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CENTRE ST'),\n",
       "              ('Lat', 42.31322316),\n",
       "              ('Long', -71.11409925),\n",
       "              ('Location', '(42.31322316, -71.11409925)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070860'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '403'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:58:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CROFTLAND AVE'),\n",
       "              ('Lat', 42.28107109),\n",
       "              ('Long', -71.06925083),\n",
       "              ('Location', '(42.28107109, -71.06925083)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070859'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '305'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:46:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'KENSINGTON ST'),\n",
       "              ('Lat', 42.3206268),\n",
       "              ('Long', -71.09108856),\n",
       "              ('Location', '(42.32062680, -71.09108856)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070858'),\n",
       "              ('OFFENSE_CODE', 2629),\n",
       "              ('OFFENSE_CODE_GROUP', 'Harassment'),\n",
       "              ('OFFENSE_DESCRIPTION', 'HARASSMENT'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '547'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DEFOREST ST'),\n",
       "              ('Lat', 42.2675628),\n",
       "              ('Long', -71.1297447),\n",
       "              ('Location', '(42.26756280, -71.12974470)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070857'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '145'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-22 14:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HUNTINGTON AVE'),\n",
       "              ('Lat', 42.34481182),\n",
       "              ('Long', -71.08234324),\n",
       "              ('Location', '(42.34481182, -71.08234324)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070856'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '138'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:31:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'NEWBURY ST'),\n",
       "              ('Lat', 42.35059717),\n",
       "              ('Long', -71.07881031),\n",
       "              ('Location', '(42.35059717, -71.07881031)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070855'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '288'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ROXBURY ST'),\n",
       "              ('Lat', 42.3296087),\n",
       "              ('Long', -71.08462109),\n",
       "              ('Location', '(42.32960870, -71.08462109)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070854'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '257'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:27:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'EVERETT AVE'),\n",
       "              ('Lat', 42.31526714),\n",
       "              ('Long', -71.0630687),\n",
       "              ('Location', '(42.31526714, -71.06306870)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070852'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '706'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 12:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'VERSHIRE ST'),\n",
       "              ('Lat', 42.27169454),\n",
       "              ('Long', -71.14650799),\n",
       "              ('Location', '(42.27169454, -71.14650799)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070851'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '957'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CLIFFMONT ST'),\n",
       "              ('Lat', 42.27668221),\n",
       "              ('Long', -71.12065268),\n",
       "              ('Location', '(42.27668221, -71.12065268)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070850'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '498'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:48:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CLARE AVE'),\n",
       "              ('Lat', 42.27360053),\n",
       "              ('Long', -71.11897042),\n",
       "              ('Location', '(42.27360053, -71.11897042)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070849'),\n",
       "              ('OFFENSE_CODE', 1849),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS B - COCAINE, ETC.'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '177'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 11:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MASSACHUSETTS AVE'),\n",
       "              ('Lat', 42.33152148),\n",
       "              ('Long', -71.07085307),\n",
       "              ('Location', '(42.33152148, -71.07085307)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070847'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '469'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 13:07:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'TENNIS RD'),\n",
       "              ('Lat', 42.27615691),\n",
       "              ('Long', -71.09550303),\n",
       "              ('Location', '(42.27615691, -71.09550303)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070846'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '381'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:07:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'GALLIVAN BLVD'),\n",
       "              ('Lat', 42.28512354),\n",
       "              ('Long', -71.04405667),\n",
       "              ('Location', '(42.28512354, -71.04405667)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070844'),\n",
       "              ('OFFENSE_CODE', 724),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '154'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 15:01:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'TREMONT ST'),\n",
       "              ('Lat', 42.3411289),\n",
       "              ('Long', -71.07692951),\n",
       "              ('Location', '(42.34112890, -71.07692951)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070843'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '84'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HANOVER ST'),\n",
       "              ('Lat', 42.36339154),\n",
       "              ('Long', -71.05488123),\n",
       "              ('Location', '(42.36339154, -71.05488123)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070842'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '776'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 13:32:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PRISCILLA RD'),\n",
       "              ('Lat', 42.34488259),\n",
       "              ('Long', -71.15216614),\n",
       "              ('Location', '(42.34488259, -71.15216614)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070841'),\n",
       "              ('OFFENSE_CODE', 1102),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fraud'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - FALSE PRETENSE / SCHEME'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '777'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-20 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SHEPARD ST'),\n",
       "              ('Lat', 42.34600153),\n",
       "              ('Long', -71.15112006),\n",
       "              ('Location', '(42.34600153, -71.15112006)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070840'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '63'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:46:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MARTHA RD'),\n",
       "              ('Lat', 42.36580175),\n",
       "              ('Long', -71.06538257),\n",
       "              ('Location', '(42.36580175, -71.06538257)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070839'),\n",
       "              ('OFFENSE_CODE', 3820),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.34320836),\n",
       "              ('Long', -71.0785066),\n",
       "              ('Location', '(42.34320836, -71.07850660)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070838'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '146'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'HUNTINGTON AVE'),\n",
       "              ('Lat', 42.3479724),\n",
       "              ('Long', -71.07849582),\n",
       "              ('Location', '(42.34797240, -71.07849582)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070837'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '449'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 13:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WHITFIELD ST'),\n",
       "              ('Lat', 42.2922213),\n",
       "              ('Long', -71.07467073),\n",
       "              ('Location', '(42.29222130, -71.07467073)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070837'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '449'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 13:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WHITFIELD ST'),\n",
       "              ('Lat', 42.2922213),\n",
       "              ('Long', -71.07467073),\n",
       "              ('Location', '(42.29222130, -71.07467073)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070836'),\n",
       "              ('OFFENSE_CODE', 3803),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PERSONAL INJURY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:02:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.33892088),\n",
       "              ('Long', -71.10725211),\n",
       "              ('Location', '(42.33892088, -71.10725211)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070835'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '77'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:29:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NEW SUDBURY ST'),\n",
       "              ('Lat', 42.36183857),\n",
       "              ('Long', -71.05976489),\n",
       "              ('Location', '(42.36183857, -71.05976489)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070834'),\n",
       "              ('OFFENSE_CODE', 617),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM BUILDING'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '794'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-23 10:41:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'RADCLIFFE RD'),\n",
       "              ('Lat', 42.35085449),\n",
       "              ('Long', -71.13408859),\n",
       "              ('Location', '(42.35085449, -71.13408859)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070833'),\n",
       "              ('OFFENSE_CODE', 2905),\n",
       "              ('OFFENSE_CODE_GROUP', 'Violations'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - OPERATING WITHOUT LICENSE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '780'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'FANEUIL ST'),\n",
       "              ('Lat', 42.35479369),\n",
       "              ('Long', -71.14995785),\n",
       "              ('Location', '(42.35479369, -71.14995785)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070833'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '780'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FANEUIL ST'),\n",
       "              ('Lat', 42.35479369),\n",
       "              ('Long', -71.14995785),\n",
       "              ('Location', '(42.35479369, -71.14995785)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070832'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '229'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 13:18:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'E SIXTH ST'),\n",
       "              ('Lat', 42.33298734),\n",
       "              ('Long', -71.04282382),\n",
       "              ('Location', '(42.33298734, -71.04282382)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070831'),\n",
       "              ('OFFENSE_CODE', 1102),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fraud'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - FALSE PRETENSE / SCHEME'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '619'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:17:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SAINT STEPHEN ST'),\n",
       "              ('Lat', 42.34272627),\n",
       "              ('Long', -71.08646352),\n",
       "              ('Location', '(42.34272627, -71.08646352)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070830'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '294'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 13:25:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'AKRON ST'),\n",
       "              ('Lat', 42.32579408),\n",
       "              ('Long', -71.08563758),\n",
       "              ('Location', '(42.32579408, -71.08563758)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070829'),\n",
       "              ('OFFENSE_CODE', 1810),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - SALE / MANUFACTURING'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '325'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 13:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WOODCLIFF ST'),\n",
       "              ('Lat', 42.31580934),\n",
       "              ('Long', -71.07618683),\n",
       "              ('Location', '(42.31580934, -71.07618683)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070829'),\n",
       "              ('OFFENSE_CODE', 1842),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS A - HEROIN, ETC. '),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '325'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 13:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WOODCLIFF ST'),\n",
       "              ('Lat', 42.31580934),\n",
       "              ('Long', -71.07618683),\n",
       "              ('Location', '(42.31580934, -71.07618683)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070828'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '146'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 10:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'HUNTINGTON AVE'),\n",
       "              ('Lat', 42.3479724),\n",
       "              ('Long', -71.07849582),\n",
       "              ('Location', '(42.34797240, -71.07849582)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070827'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '79'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 13:28:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ENDICOTT ST'),\n",
       "              ('Lat', 42.36588028),\n",
       "              ('Long', -71.05740251),\n",
       "              ('Location', '(42.36588028, -71.05740251)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070826'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '462'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ROSSETER ST'),\n",
       "              ('Lat', 42.30376511),\n",
       "              ('Long', -71.07484027),\n",
       "              ('Location', '(42.30376511, -71.07484027)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070825'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '398'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 02:36:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TALBOT AVE'),\n",
       "              ('Lat', 42.29019621),\n",
       "              ('Long', -71.07159012),\n",
       "              ('Location', '(42.29019621, -71.07159012)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070824'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '237'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 13:31:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CAWFIELD ST'),\n",
       "              ('Lat', 42.31993148),\n",
       "              ('Long', -71.06368978),\n",
       "              ('Location', '(42.31993148, -71.06368978)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070823'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '330'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 14:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.3078214),\n",
       "              ('Long', -71.08354076),\n",
       "              ('Location', '(42.30782140, -71.08354076)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070822'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '231'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 13:44:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'E SEVENTH ST'),\n",
       "              ('Lat', 42.33238533),\n",
       "              ('Long', -71.03016099),\n",
       "              ('Location', '(42.33238533, -71.03016099)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070820'),\n",
       "              ('OFFENSE_CODE', 1806),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'DRUGS - CLASS B TRAFFICKING OVER 18 GRAMS'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 13:18:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.31224532),\n",
       "              ('Long', -71.07317861),\n",
       "              ('Location', '(42.31224532, -71.07317861)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070819'),\n",
       "              ('OFFENSE_CODE', 1848),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'DRUGS - POSS CLASS D - INTENT TO MFR DIST DISP'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '111'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 13:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'TEMPLE PL'),\n",
       "              ('Lat', 42.35521429),\n",
       "              ('Long', -71.06206351),\n",
       "              ('Location', '(42.35521429, -71.06206351)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070818'),\n",
       "              ('OFFENSE_CODE', 1844),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS C'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '119'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 12:46:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BEACON ST'),\n",
       "              ('Lat', 42.35678442),\n",
       "              ('Long', -71.06670845),\n",
       "              ('Location', '(42.35678442, -71.06670845)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070817'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '788'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SUTHERLAND RD'),\n",
       "              ('Lat', 42.34023408),\n",
       "              ('Long', -71.14800614),\n",
       "              ('Location', '(42.34023408, -71.14800614)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070816'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '185'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 12:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MASSACHUSETTS AVE'),\n",
       "              ('Lat', 42.32198656),\n",
       "              ('Long', -71.06280666),\n",
       "              ('Location', '(42.32198656, -71.06280666)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070816'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '185'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 12:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'MASSACHUSETTS AVE'),\n",
       "              ('Lat', 42.32198656),\n",
       "              ('Long', -71.06280666),\n",
       "              ('Location', '(42.32198656, -71.06280666)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070815'),\n",
       "              ('OFFENSE_CODE', 423),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '582'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 12:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CENTRE ST'),\n",
       "              ('Lat', 42.32259354),\n",
       "              ('Long', -71.10619643),\n",
       "              ('Location', '(42.32259354, -71.10619643)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070813'),\n",
       "              ('OFFENSE_CODE', 522),\n",
       "              ('OFFENSE_CODE_GROUP', 'Residential Burglary'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BURGLARY - RESIDENTIAL - NO FORCE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '627'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 03:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'PETERBOROUGH ST'),\n",
       "              ('Lat', 42.34280177),\n",
       "              ('Long', -71.1006951),\n",
       "              ('Location', '(42.34280177, -71.10069510)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070812'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '525'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WOLCOTT ST'),\n",
       "              ('Lat', 42.23797683),\n",
       "              ('Long', -71.13000944),\n",
       "              ('Location', '(42.23797683, -71.13000944)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070811'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '12'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 11:49:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BENNINGTON ST'),\n",
       "              ('Lat', 42.38512136),\n",
       "              ('Long', -71.01150101),\n",
       "              ('Location', '(42.38512136, -71.01150101)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070809'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '605'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 12:37:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FISHER AVE'),\n",
       "              ('Lat', 42.33061023),\n",
       "              ('Long', -71.10853621),\n",
       "              ('Location', '(42.33061023, -71.10853621)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070808'),\n",
       "              ('OFFENSE_CODE', 3205),\n",
       "              ('OFFENSE_CODE_GROUP', 'License Plate Related Incidents'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V PLATES - LOST'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '297'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 09:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'KENSINGTON PARK'),\n",
       "              ('Lat', 42.32171349),\n",
       "              ('Long', -71.08260822),\n",
       "              ('Location', '(42.32171349, -71.08260822)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070807'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '748'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 12:01:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'KEANE RD'),\n",
       "              ('Lat', 42.29476186),\n",
       "              ('Long', -71.1623927),\n",
       "              ('Location', '(42.29476186, -71.16239270)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070806'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '361'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 12:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.29328831),\n",
       "              ('Long', -71.06219497),\n",
       "              ('Location', '(42.29328831, -71.06219497)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070806'),\n",
       "              ('OFFENSE_CODE', 1501),\n",
       "              ('OFFENSE_CODE_GROUP', 'Firearm Violations'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'WEAPON - FIREARM - CARRYING / POSSESSING, ETC'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '361'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 12:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.29328831),\n",
       "              ('Long', -71.06219497),\n",
       "              ('Location', '(42.29328831, -71.06219497)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070805'),\n",
       "              ('OFFENSE_CODE', 616),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT OF BICYCLE'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '564'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:51:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'ARCHDALE RD'),\n",
       "              ('Lat', 42.29277202),\n",
       "              ('Long', -71.12138967),\n",
       "              ('Location', '(42.29277202, -71.12138967)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070804'),\n",
       "              ('OFFENSE_CODE', 522),\n",
       "              ('OFFENSE_CODE_GROUP', 'Residential Burglary'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BURGLARY - RESIDENTIAL - NO FORCE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '756'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 11:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CHAMPNEY ST'),\n",
       "              ('Lat', 42.3524123),\n",
       "              ('Long', -71.16878833),\n",
       "              ('Location', '(42.35241230, -71.16878833)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070803'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '463'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-17 12:10:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.29216506),\n",
       "              ('Long', -71.08896989),\n",
       "              ('Location', '(42.29216506, -71.08896989)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070802'),\n",
       "              ('OFFENSE_CODE', 3001),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DEATH INVESTIGATION'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '56'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 11:49:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HIGH ST'),\n",
       "              ('Lat', 42.37604137),\n",
       "              ('Long', -71.06211228),\n",
       "              ('Location', '(42.37604137, -71.06211228)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070801'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '326'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 19:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LAWRENCE AVE'),\n",
       "              ('Lat', 42.31161123),\n",
       "              ('Long', -71.076256),\n",
       "              ('Location', '(42.31161123, -71.07625600)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070800'),\n",
       "              ('OFFENSE_CODE', 2900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - VIOLATION OF AUTO LAW - OTHER'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '325'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 11:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BEAUFORD LN'),\n",
       "              ('Lat', 42.31620533),\n",
       "              ('Long', -71.07609249),\n",
       "              ('Location', '(42.31620533, -71.07609249)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070799'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 11:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CHELSEA'),\n",
       "              ('Lat', -1.0),\n",
       "              ('Long', -1.0),\n",
       "              ('Location', '(-1.00000000, -1.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070798'),\n",
       "              ('OFFENSE_CODE', 2629),\n",
       "              ('OFFENSE_CODE_GROUP', 'Harassment'),\n",
       "              ('OFFENSE_DESCRIPTION', 'HARASSMENT'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '450'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 11:36:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.29131613),\n",
       "              ('Long', -71.07170293),\n",
       "              ('Location', '(42.29131613, -71.07170293)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070797'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '341'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 11:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SPEEDWELL ST'),\n",
       "              ('Lat', 42.30406722),\n",
       "              ('Long', -71.06760042),\n",
       "              ('Location', '(42.30406722, -71.06760042)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070796'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '61'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 11:07:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BEVERLY ST'),\n",
       "              ('Lat', 42.36658726),\n",
       "              ('Long', -71.06019881),\n",
       "              ('Location', '(42.36658726, -71.06019881)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070795'),\n",
       "              ('OFFENSE_CODE', 301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - STREET'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '362'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 20:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'LYNDHURST ST'),\n",
       "              ('Lat', 42.29290563),\n",
       "              ('Long', -71.06955795),\n",
       "              ('Location', '(42.29290563, -71.06955795)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070794'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '332'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 11:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COLUMBIA RD'),\n",
       "              ('Lat', 42.31363409),\n",
       "              ('Long', -71.06778025),\n",
       "              ('Location', '(42.31363409, -71.06778025)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070793'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '344'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 10:33:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WESTVILLE TER'),\n",
       "              ('Lat', 42.30098009),\n",
       "              ('Long', -71.06869928),\n",
       "              ('Location', '(42.30098009, -71.06869928)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070792'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '129'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 11:18:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.35095909),\n",
       "              ('Long', -71.0741278),\n",
       "              ('Location', '(42.35095909, -71.07412780)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070791'),\n",
       "              ('OFFENSE_CODE', 2900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - VIOLATION OF AUTO LAW - OTHER'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '325'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 11:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BEAUFORD LN'),\n",
       "              ('Lat', 42.31620533),\n",
       "              ('Long', -71.07609249),\n",
       "              ('Location', '(42.31620533, -71.07609249)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070790'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '101'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 10:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MILK ST'),\n",
       "              ('Lat', 42.35822966),\n",
       "              ('Long', -71.05362239),\n",
       "              ('Location', '(42.35822966, -71.05362239)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070788'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '305'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TOWNSEND ST'),\n",
       "              ('Lat', 42.3191711),\n",
       "              ('Long', -71.09192415),\n",
       "              ('Location', '(42.31917110, -71.09192415)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070787'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '499'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 10:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NAVARRE ST'),\n",
       "              ('Lat', 42.27758926),\n",
       "              ('Long', -71.11755202),\n",
       "              ('Location', '(42.27758926, -71.11755202)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070786'),\n",
       "              ('OFFENSE_CODE', 3830),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PERSONAL INJURY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '95'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 11:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ATLANTIC AVE'),\n",
       "              ('Lat', 42.357875),\n",
       "              ('Long', -71.051329),\n",
       "              ('Location', '(42.35787500, -71.05132900)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070785'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '416'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 15:10:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FULLER ST'),\n",
       "              ('Lat', 42.28202294),\n",
       "              ('Long', -71.07125917),\n",
       "              ('Location', '(42.28202294, -71.07125917)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070784'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '909'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 10:42:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WHITTIER ST'),\n",
       "              ('Lat', 42.33380238),\n",
       "              ('Long', -71.08880867),\n",
       "              ('Location', '(42.33380238, -71.08880867)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070783'),\n",
       "              ('OFFENSE_CODE', 3207),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Found'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - FOUND'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '289'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 10:46:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TREMONT ST'),\n",
       "              ('Lat', 42.33402461),\n",
       "              ('Long', -71.09039049),\n",
       "              ('Location', '(42.33402461, -71.09039049)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070782'),\n",
       "              ('OFFENSE_CODE', 561),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other Burglary'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BURGLARY - OTHER - ATTEMPT'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '495'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 10:12:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'GREENWOOD AVE'),\n",
       "              ('Lat', 42.26597955),\n",
       "              ('Long', -71.1217959),\n",
       "              ('Location', '(42.26597955, -71.12179590)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070781'),\n",
       "              ('OFFENSE_CODE', 2914),\n",
       "              ('OFFENSE_CODE_GROUP', 'Violations'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'VAL - OPERATING W/O AUTHORIZATION LAWFUL'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '485'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-14 00:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Tuesday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'RIVER ST'),\n",
       "              ('Lat', 42.26361745),\n",
       "              ('Long', -71.10237387),\n",
       "              ('Location', '(42.26361745, -71.10237387)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070780'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '449'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 09:36:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ASPINWALL RD'),\n",
       "              ('Lat', 42.29125586),\n",
       "              ('Long', -71.07475092),\n",
       "              ('Location', '(42.29125586, -71.07475092)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070779'),\n",
       "              ('OFFENSE_CODE', 423),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '600'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 10:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'HUNTINGTON AVE'),\n",
       "              ('Lat', 42.3375009),\n",
       "              ('Long', -71.09583094),\n",
       "              ('Location', '(42.33750090, -71.09583094)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070779'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '600'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 10:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HUNTINGTON AVE'),\n",
       "              ('Lat', 42.3375009),\n",
       "              ('Long', -71.09583094),\n",
       "              ('Location', '(42.33750090, -71.09583094)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070779'),\n",
       "              ('OFFENSE_CODE', 2405),\n",
       "              ('OFFENSE_CODE_GROUP', 'Disorderly Conduct'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DISORDERLY CONDUCT'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '600'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 10:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HUNTINGTON AVE'),\n",
       "              ('Lat', 42.3375009),\n",
       "              ('Long', -71.09583094),\n",
       "              ('Location', '(42.33750090, -71.09583094)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070779'),\n",
       "              ('OFFENSE_CODE', 2610),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TRESPASSING'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '600'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 10:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HUNTINGTON AVE'),\n",
       "              ('Lat', 42.3375009),\n",
       "              ('Long', -71.09583094),\n",
       "              ('Location', '(42.33750090, -71.09583094)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070778'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '904'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 09:51:47'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WHEATLEY WAY'),\n",
       "              ('Lat', 42.32935767),\n",
       "              ('Long', -71.07974589),\n",
       "              ('Location', '(42.32935767, -71.07974589)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070777'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '388'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-23 13:34:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'ADAMS ST'),\n",
       "              ('Lat', 42.27230624),\n",
       "              ('Long', -71.06721386),\n",
       "              ('Location', '(42.27230624, -71.06721386)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070776'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '794'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 10:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GREYLOCK RD'),\n",
       "              ('Lat', 42.35042708),\n",
       "              ('Long', -71.13496065),\n",
       "              ('Location', '(42.35042708, -71.13496065)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070775'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '214'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 09:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'W BROADWAY'),\n",
       "              ('Lat', 42.33793018),\n",
       "              ('Long', -71.04947397),\n",
       "              ('Location', '(42.33793018, -71.04947397)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070774'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '167'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 09:38:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HARRISON AVE'),\n",
       "              ('Lat', 42.33954199),\n",
       "              ('Long', -71.06940877),\n",
       "              ('Location', '(42.33954199, -71.06940877)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070773'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '342'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 09:38:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TOPLIFF ST'),\n",
       "              ('Lat', 42.30375506),\n",
       "              ('Long', -71.06839375),\n",
       "              ('Location', '(42.30375506, -71.06839375)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070771'),\n",
       "              ('OFFENSE_CODE', 1109),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fraud'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - WIRE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '142'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 09:41:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'NEWBURY ST'),\n",
       "              ('Lat', 42.34840576),\n",
       "              ('Long', -71.08688339),\n",
       "              ('Location', '(42.34840576, -71.08688339)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070770'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '265'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 01:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PERRIN ST'),\n",
       "              ('Lat', 42.3218854),\n",
       "              ('Long', -71.07906279),\n",
       "              ('Location', '(42.32188540, -71.07906279)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070769'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '771'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PEACEABLE ST'),\n",
       "              ('Lat', 42.34793886),\n",
       "              ('Long', -71.15229604),\n",
       "              ('Location', '(42.34793886, -71.15229604)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070768'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '165'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 09:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ALBANY ST'),\n",
       "              ('Lat', 42.34255919),\n",
       "              ('Long', -71.06270824),\n",
       "              ('Location', '(42.34255919, -71.06270824)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070766'),\n",
       "              ('OFFENSE_CODE', 706),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT - MOTORCYCLE / SCOOTER'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '623'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 20:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'COMMONWEALTH AVE'),\n",
       "              ('Lat', 42.34880461),\n",
       "              ('Long', -71.09392554),\n",
       "              ('Location', '(42.34880461, -71.09392554)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070765'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '131'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 05:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BEACON ST'),\n",
       "              ('Lat', 42.35393998),\n",
       "              ('Long', -71.07802992),\n",
       "              ('Location', '(42.35393998, -71.07802992)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070764'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '909'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 08:12:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'RUGGLES ST'),\n",
       "              ('Lat', 42.33445761),\n",
       "              ('Long', -71.088061),\n",
       "              ('Location', '(42.33445761, -71.08806100)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070763'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '437'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 07:44:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'NORFOLK ST'),\n",
       "              ('Lat', 42.28996858),\n",
       "              ('Long', -71.0723254),\n",
       "              ('Location', '(42.28996858, -71.07232540)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070761'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '940'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 07:38:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GARFIELD AVE'),\n",
       "              ('Lat', 42.24235156),\n",
       "              ('Long', -71.12079258),\n",
       "              ('Location', '(42.24235156, -71.12079258)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070760'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '263'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 07:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HUCKINS ST'),\n",
       "              ('Lat', 42.32368852),\n",
       "              ('Long', -71.07519735),\n",
       "              ('Location', '(42.32368852, -71.07519735)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070759'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '562'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 16:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.28788933),\n",
       "              ('Long', -71.12658585),\n",
       "              ('Location', '(42.28788933, -71.12658585)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070758'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '445'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 07:27:19'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GREENWOOD ST'),\n",
       "              ('Lat', 42.29716347),\n",
       "              ('Long', -71.07954018),\n",
       "              ('Location', '(42.29716347, -71.07954018)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070757'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '50'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 06:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CAMBRIDGE ST'),\n",
       "              ('Lat', 42.38356867),\n",
       "              ('Long', -71.0753672),\n",
       "              ('Location', '(42.38356867, -71.07536720)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070757'),\n",
       "              ('OFFENSE_CODE', 2403),\n",
       "              ('OFFENSE_CODE_GROUP', 'Disorderly Conduct'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DISTURBING THE PEACE'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '50'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 06:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CAMBRIDGE ST'),\n",
       "              ('Lat', 42.38356867),\n",
       "              ('Long', -71.0753672),\n",
       "              ('Location', '(42.38356867, -71.07536720)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070757'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '50'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 06:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CAMBRIDGE ST'),\n",
       "              ('Lat', 42.38356867),\n",
       "              ('Long', -71.0753672),\n",
       "              ('Location', '(42.38356867, -71.07536720)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070755'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '432'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 06:44:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MASCOT ST'),\n",
       "              ('Lat', 42.28633596),\n",
       "              ('Long', -71.08500149),\n",
       "              ('Location', '(42.28633596, -71.08500149)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070752'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '120'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 06:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ARLINGTON ST'),\n",
       "              ('Lat', 42.35061995),\n",
       "              ('Long', -71.07009458),\n",
       "              ('Location', '(42.35061995, -71.07009458)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070751'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '652'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-29 10:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ARBORWAY'),\n",
       "              ('Lat', 42.3056348),\n",
       "              ('Long', -71.11982238),\n",
       "              ('Location', '(42.30563480, -71.11982238)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070749'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '123'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 04:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HARVARD ST'),\n",
       "              ('Lat', 42.34993442),\n",
       "              ('Long', -71.06230334),\n",
       "              ('Location', '(42.34993442, -71.06230334)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070747'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '480'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 03:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FAIRLAWN AVE'),\n",
       "              ('Lat', 42.26788791),\n",
       "              ('Long', -71.10067012),\n",
       "              ('Location', '(42.26788791, -71.10067012)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070746'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '462'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 07:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BULLARD ST'),\n",
       "              ('Lat', 42.3021878),\n",
       "              ('Long', -71.07365004),\n",
       "              ('Location', '(42.30218780, -71.07365004)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070741'),\n",
       "              ('OFFENSE_CODE', 301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - STREET'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '805'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 03:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'PORTSMOUTH ST'),\n",
       "              ('Lat', 42.36053257),\n",
       "              ('Long', -71.14426332),\n",
       "              ('Location', '(42.36053257, -71.14426332)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070741'),\n",
       "              ('OFFENSE_CODE', 423),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '805'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 03:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'PORTSMOUTH ST'),\n",
       "              ('Lat', 42.36053257),\n",
       "              ('Long', -71.14426332),\n",
       "              ('Location', '(42.36053257, -71.14426332)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070739'),\n",
       "              ('OFFENSE_CODE', 3160),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fire Related Reports'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FIRE REPORT - CAR, BRUSH, ETC.'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '446'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 01:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NORWELL ST'),\n",
       "              ('Lat', 42.29828416),\n",
       "              ('Long', -71.07869447),\n",
       "              ('Location', '(42.29828416, -71.07869447)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070739'),\n",
       "              ('OFFENSE_CODE', 900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Arson'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ARSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '446'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 01:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Other'),\n",
       "              ('STREET', 'NORWELL ST'),\n",
       "              ('Lat', 42.29828416),\n",
       "              ('Long', -71.07869447),\n",
       "              ('Location', '(42.29828416, -71.07869447)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070738'),\n",
       "              ('OFFENSE_CODE', 2610),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TRESPASSING'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '446'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 03:43:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'NORWELL ST'),\n",
       "              ('Lat', 42.29828416),\n",
       "              ('Long', -71.07869447),\n",
       "              ('Location', '(42.29828416, -71.07869447)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070737'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '594'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 02:58:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HUNTINGTON AVE'),\n",
       "              ('Lat', 42.3420185),\n",
       "              ('Long', -71.08566213),\n",
       "              ('Location', '(42.34201850, -71.08566213)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070736'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '472'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 00:25:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WOODHAVEN ST'),\n",
       "              ('Lat', 42.27105479),\n",
       "              ('Long', -71.09753898),\n",
       "              ('Location', '(42.27105479, -71.09753898)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070734'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '111'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 01:33:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'TREMONT ST'),\n",
       "              ('Lat', 42.35428377),\n",
       "              ('Long', -71.06380404),\n",
       "              ('Location', '(42.35428377, -71.06380404)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070733'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '620'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 02:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34710196),\n",
       "              ('Long', -71.08841746),\n",
       "              ('Location', '(42.34710196, -71.08841746)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070732'),\n",
       "              ('OFFENSE_CODE', 3125),\n",
       "              ('OFFENSE_CODE_GROUP', 'Warrant Arrests'),\n",
       "              ('OFFENSE_DESCRIPTION', 'WARRANT ARREST'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '121'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 02:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FAYETTE ST'),\n",
       "              ('Lat', 42.34943694),\n",
       "              ('Long', -71.06650735),\n",
       "              ('Location', '(42.34943694, -71.06650735)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070731'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '122'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 01:32:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TREMONT ST'),\n",
       "              ('Lat', 42.34942864),\n",
       "              ('Long', -71.06536641),\n",
       "              ('Location', '(42.34942864, -71.06536641)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070730'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '512'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 02:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BEACON ST'),\n",
       "              ('Lat', 42.253372),\n",
       "              ('Long', -71.11654302),\n",
       "              ('Location', '(42.25337200, -71.11654302)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070727'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '823'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 02:24:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WHITBY TER'),\n",
       "              ('Lat', 42.3143418),\n",
       "              ('Long', -71.06050395),\n",
       "              ('Location', '(42.31434180, -71.06050395)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070726'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '265'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 01:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WAVERLY ST'),\n",
       "              ('Lat', 42.32037671),\n",
       "              ('Long', -71.07903447),\n",
       "              ('Location', '(42.32037671, -71.07903447)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070725'),\n",
       "              ('OFFENSE_CODE', 801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - SIMPLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '752'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 02:24:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.35042609),\n",
       "              ('Long', -71.16637332),\n",
       "              ('Location', '(42.35042609, -71.16637332)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070724'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 02:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.30340674),\n",
       "              ('Long', -71.08526661),\n",
       "              ('Location', '(42.30340674, -71.08526661)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070723'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '455'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 02:02:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LYNNVILLE TER'),\n",
       "              ('Lat', 42.30256638),\n",
       "              ('Long', -71.0782904),\n",
       "              ('Location', '(42.30256638, -71.07829040)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070722'),\n",
       "              ('OFFENSE_CODE', 3002),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ANIMAL CONTROL - DOG BITES - ETC.'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '276'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 01:37:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'EUSTIS ST'),\n",
       "              ('Lat', 42.33166164),\n",
       "              ('Long', -71.08147827),\n",
       "              ('Location', '(42.33166164, -71.08147827)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070721'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '93'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 01:19:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'FANEUIL HALL MARKETPLACE'),\n",
       "              ('Lat', 42.35997967),\n",
       "              ('Long', -71.05474135),\n",
       "              ('Location', '(42.35997967, -71.05474135)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070720'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '461'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 01:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BOWDOIN AVE'),\n",
       "              ('Lat', 42.30234412),\n",
       "              ('Long', -71.0763037),\n",
       "              ('Location', '(42.30234412, -71.07630370)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070719'),\n",
       "              ('OFFENSE_CODE', 2900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - VIOLATION OF AUTO LAW - OTHER'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '565'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 00:51:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'AMERICAN LEGION HWY'),\n",
       "              ('Lat', 42.28929101),\n",
       "              ('Long', -71.10358494),\n",
       "              ('Location', '(42.28929101, -71.10358494)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070719'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '565'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 00:51:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'AMERICAN LEGION HWY'),\n",
       "              ('Lat', 42.28929101),\n",
       "              ('Long', -71.10358494),\n",
       "              ('Location', '(42.28929101, -71.10358494)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070718'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 01:02:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.33893316),\n",
       "              ('Long', -71.08114319),\n",
       "              ('Location', '(42.33893316, -71.08114319)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070716'),\n",
       "              ('OFFENSE_CODE', 3820),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '902'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 00:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SUMNER ST'),\n",
       "              ('Lat', 42.36865862),\n",
       "              ('Long', -71.03924873),\n",
       "              ('Location', '(42.36865862, -71.03924873)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070715'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '157'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 01:19:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SHAWMUT AVE'),\n",
       "              ('Lat', 42.33953776),\n",
       "              ('Long', -71.07472432),\n",
       "              ('Location', '(42.33953776, -71.07472432)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070714'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '398'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TALBOT AVE'),\n",
       "              ('Lat', 42.28935481),\n",
       "              ('Long', -71.06767297),\n",
       "              ('Location', '(42.28935481, -71.06767297)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070712'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '366'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 23:59:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DAWSON ST'),\n",
       "              ('Lat', 42.28984188),\n",
       "              ('Long', -71.05843518),\n",
       "              ('Location', '(42.28984188, -71.05843518)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070710'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '352'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 23:59:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DITSON ST'),\n",
       "              ('Lat', 42.30108481),\n",
       "              ('Long', -71.06390782),\n",
       "              ('Location', '(42.30108481, -71.06390782)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070708'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '166'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-03 00:17:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SHAWMUT AVE'),\n",
       "              ('Lat', 42.34107714),\n",
       "              ('Long', -71.0723957),\n",
       "              ('Location', '(42.34107714, -71.07239570)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070707'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '782'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 23:12:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'GORDON ST'),\n",
       "              ('Lat', 42.35293536),\n",
       "              ('Long', -71.14050052),\n",
       "              ('Location', '(42.35293536, -71.14050052)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070706'),\n",
       "              ('OFFENSE_CODE', 520),\n",
       "              ('OFFENSE_CODE_GROUP', 'Residential Burglary'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BURGLARY - RESIDENTIAL - FORCE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '402'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 23:33:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BURT ST'),\n",
       "              ('Lat', 42.28413536),\n",
       "              ('Long', -71.06957385),\n",
       "              ('Location', '(42.28413536, -71.06957385)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070706'),\n",
       "              ('OFFENSE_CODE', 2007),\n",
       "              ('OFFENSE_CODE_GROUP', 'Restraining Order Violations'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'VIOL. OF RESTRAINING ORDER W NO ARREST'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '402'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 23:33:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BURT ST'),\n",
       "              ('Lat', 42.28413536),\n",
       "              ('Long', -71.06957385),\n",
       "              ('Location', '(42.28413536, -71.06957385)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070703'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '128'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 23:18:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COLUMBUS AVE'),\n",
       "              ('Lat', 42.34944475),\n",
       "              ('Long', -71.07072461),\n",
       "              ('Location', '(42.34944475, -71.07072461)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070702'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '624'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 23:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'JERSEY ST'),\n",
       "              ('Lat', 42.34412622),\n",
       "              ('Long', -71.09760878),\n",
       "              ('Location', '(42.34412622, -71.09760878)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070701'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '254'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 23:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.30782846),\n",
       "              ('Long', -71.05837474),\n",
       "              ('Location', '(42.30782846, -71.05837474)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070699'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '186'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'ALLSTATE RD'),\n",
       "              ('Lat', 42.32809966),\n",
       "              ('Long', -71.06321676),\n",
       "              ('Location', '(42.32809966, -71.06321676)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070698'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '244'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 23:13:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'TAFT ST'),\n",
       "              ('Lat', 42.3173029),\n",
       "              ('Long', -71.05793388),\n",
       "              ('Location', '(42.31730290, -71.05793388)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070696'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '623'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'COMMONWEALTH AVE'),\n",
       "              ('Lat', 42.34877575),\n",
       "              ('Long', -71.09606805),\n",
       "              ('Location', '(42.34877575, -71.09606805)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070695'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '519'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:44:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HARVARD AVE'),\n",
       "              ('Lat', 42.25874573),\n",
       "              ('Long', -71.12243682),\n",
       "              ('Location', '(42.25874573, -71.12243682)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070694'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '482'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:37:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MALTA ST'),\n",
       "              ('Lat', 42.26506676),\n",
       "              ('Long', -71.09768522),\n",
       "              ('Location', '(42.26506676, -71.09768522)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070693'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '425'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:36:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.27219089),\n",
       "              ('Long', -71.09351043),\n",
       "              ('Location', '(42.27219089, -71.09351043)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070691'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '20'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:31:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CHELSEA ST'),\n",
       "              ('Lat', 42.37638326),\n",
       "              ('Long', -71.03124103),\n",
       "              ('Location', '(42.37638326, -71.03124103)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070690'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '421'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:34:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'W SELDEN ST'),\n",
       "              ('Lat', 42.27376816),\n",
       "              ('Long', -71.08919673),\n",
       "              ('Location', '(42.27376816, -71.08919673)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070689'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '572'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:27:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'COLUMBUS AVE'),\n",
       "              ('Lat', 42.31501293),\n",
       "              ('Long', -71.0975669),\n",
       "              ('Location', '(42.31501293, -71.09756690)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070688'),\n",
       "              ('OFFENSE_CODE', 2405),\n",
       "              ('OFFENSE_CODE_GROUP', 'Disorderly Conduct'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DISORDERLY CONDUCT'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '117'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:47:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.3523119),\n",
       "              ('Long', -71.0637051),\n",
       "              ('Location', '(42.35231190, -71.06370510)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070688'),\n",
       "              ('OFFENSE_CODE', 2610),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TRESPASSING'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '117'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:47:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.3523119),\n",
       "              ('Long', -71.0637051),\n",
       "              ('Location', '(42.35231190, -71.06370510)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070686'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '586'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:02:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HILLSIDE ST'),\n",
       "              ('Lat', 42.33013124),\n",
       "              ('Long', -71.10138008),\n",
       "              ('Location', '(42.33013124, -71.10138008)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070685'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '348'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.30396336),\n",
       "              ('Long', -71.05924636),\n",
       "              ('Location', '(42.30396336, -71.05924636)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070683'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '639'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:36:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ROBINWOOD AVE'),\n",
       "              ('Lat', 42.31668732),\n",
       "              ('Long', -71.11261214),\n",
       "              ('Location', '(42.31668732, -71.11261214)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070682'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '113'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:47:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SUMMER ST'),\n",
       "              ('Lat', 42.35332464),\n",
       "              ('Long', -71.05727637),\n",
       "              ('Location', '(42.35332464, -71.05727637)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070681'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '304'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:17:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SLAYTON WAY'),\n",
       "              ('Lat', 42.32177032),\n",
       "              ('Long', -71.09779774),\n",
       "              ('Location', '(42.32177032, -71.09779774)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070680'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '232'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:57:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'P ST'),\n",
       "              ('Lat', 42.33292583),\n",
       "              ('Long', -71.02709025),\n",
       "              ('Location', '(42.33292583, -71.02709025)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070680'),\n",
       "              ('OFFENSE_CODE', 2648),\n",
       "              ('OFFENSE_CODE_GROUP', 'Bomb Hoax'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BOMB THREAT'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '232'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:57:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'P ST'),\n",
       "              ('Lat', 42.33292583),\n",
       "              ('Long', -71.02709025),\n",
       "              ('Location', '(42.33292583, -71.02709025)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070679'),\n",
       "              ('OFFENSE_CODE', 3108),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fire Related Reports'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FIRE REPORT - HOUSE, BUILDING, ETC.'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '379'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:46:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ADAMS ST'),\n",
       "              ('Lat', 42.28523455),\n",
       "              ('Long', -71.05509673),\n",
       "              ('Location', '(42.28523455, -71.05509673)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070677'),\n",
       "              ('OFFENSE_CODE', 2905),\n",
       "              ('OFFENSE_CODE_GROUP', 'Violations'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - OPERATING WITHOUT LICENSE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.31138549),\n",
       "              ('Long', -71.08113966),\n",
       "              ('Location', '(42.31138549, -71.08113966)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070677'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.31138549),\n",
       "              ('Long', -71.08113966),\n",
       "              ('Location', '(42.31138549, -71.08113966)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070675'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '138'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 22:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34901954),\n",
       "              ('Long', -71.08130134),\n",
       "              ('Location', '(42.34901954, -71.08130134)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070673'),\n",
       "              ('OFFENSE_CODE', 3803),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PERSONAL INJURY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:51:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.31022711),\n",
       "              ('Long', -71.07233091),\n",
       "              ('Location', '(42.31022711, -71.07233091)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070672'),\n",
       "              ('OFFENSE_CODE', 3501),\n",
       "              ('OFFENSE_CODE_GROUP', 'Missing Person Reported'),\n",
       "              ('OFFENSE_DESCRIPTION', 'MISSING PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '335'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 20:35:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COLEMAN ST'),\n",
       "              ('Lat', 42.30776342),\n",
       "              ('Long', -71.06683062),\n",
       "              ('Location', '(42.30776342, -71.06683062)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070671'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '235'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:27:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CARSON ST'),\n",
       "              ('Lat', 42.3197573),\n",
       "              ('Long', -71.05428941),\n",
       "              ('Location', '(42.31975730, -71.05428941)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070668'),\n",
       "              ('OFFENSE_CODE', 423),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '291'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:12:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CENTRE ST'),\n",
       "              ('Lat', 42.32955354),\n",
       "              ('Long', -71.09357444),\n",
       "              ('Location', '(42.32955354, -71.09357444)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070668'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '291'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:12:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CENTRE ST'),\n",
       "              ('Lat', 42.32955354),\n",
       "              ('Long', -71.09357444),\n",
       "              ('Location', '(42.32955354, -71.09357444)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070667'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '490'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 20:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'AMERICAN LEGION HWY'),\n",
       "              ('Lat', 42.27531312),\n",
       "              ('Long', -71.11587798),\n",
       "              ('Location', '(42.27531312, -71.11587798)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070666'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '222'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:30:22'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'E BROADWAY'),\n",
       "              ('Lat', 42.33561661),\n",
       "              ('Long', -71.03641895),\n",
       "              ('Location', '(42.33561661, -71.03641895)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070665'),\n",
       "              ('OFFENSE_CODE', 3207),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Found'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - FOUND'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '778'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.349056),\n",
       "              ('Long', -71.1504985),\n",
       "              ('Location', '(42.34905600, -71.15049850)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070663'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '428'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 21:20:18'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'MORTON ST'),\n",
       "              ('Lat', 42.28187061),\n",
       "              ('Long', -71.08751152),\n",
       "              ('Location', '(42.28187061, -71.08751152)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070662'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '359'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 20:55:14'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.29417346),\n",
       "              ('Long', -71.07193797),\n",
       "              ('Location', '(42.29417346, -71.07193797)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070659'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '441'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 20:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TALBOT AVE'),\n",
       "              ('Lat', 42.29389648),\n",
       "              ('Long', -71.08451577),\n",
       "              ('Location', '(42.29389648, -71.08451577)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070657'),\n",
       "              ('OFFENSE_CODE', 3803),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PERSONAL INJURY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '311'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 20:32:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MARTIN LUTHER KING JR BLV'),\n",
       "              ('Lat', 42.31791574),\n",
       "              ('Long', -71.0821563),\n",
       "              ('Location', '(42.31791574, -71.08215630)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070656'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '448'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 20:34:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PARK ST'),\n",
       "              ('Lat', 42.29482381),\n",
       "              ('Long', -71.07603424),\n",
       "              ('Location', '(42.29482381, -71.07603424)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070655'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '777'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.34724186),\n",
       "              ('Long', -71.14870339),\n",
       "              ('Location', '(42.34724186, -71.14870339)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070653'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '530'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 20:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'READVILLE ST'),\n",
       "              ('Lat', 42.24077498),\n",
       "              ('Long', -71.13536804),\n",
       "              ('Location', '(42.24077498, -71.13536804)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070652'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '906'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 20:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HORAN WAY'),\n",
       "              ('Lat', 42.32547536),\n",
       "              ('Long', -71.10253482),\n",
       "              ('Location', '(42.32547536, -71.10253482)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070649'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '247'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 19:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.31322413),\n",
       "              ('Long', -71.05715277),\n",
       "              ('Location', '(42.31322413, -71.05715277)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070648'),\n",
       "              ('OFFENSE_CODE', 670),\n",
       "              ('OFFENSE_CODE_GROUP', 'License Plate Related Incidents'),\n",
       "              ('OFFENSE_DESCRIPTION', 'RECOVERED STOLEN PLATE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '127'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 19:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Other'),\n",
       "              ('STREET', 'TREMONT ST'),\n",
       "              ('Lat', 42.34868544),\n",
       "              ('Long', -71.06608848),\n",
       "              ('Location', '(42.34868544, -71.06608848)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070647'),\n",
       "              ('OFFENSE_CODE', 615),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'LARCENY THEFT OF MV PARTS & ACCESSORIES'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '127'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-28 20:53:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Tuesday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'TREMONT ST'),\n",
       "              ('Lat', 42.34868544),\n",
       "              ('Long', -71.06608848),\n",
       "              ('Location', '(42.34868544, -71.06608848)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070646'),\n",
       "              ('OFFENSE_CODE', 3116),\n",
       "              ('OFFENSE_CODE_GROUP', 'Harbor Related Incidents'),\n",
       "              ('OFFENSE_DESCRIPTION', 'HARBOR INCIDENT / VIOLATION'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 19:12:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ROWES'),\n",
       "              ('Lat', -1.0),\n",
       "              ('Long', -1.0),\n",
       "              ('Location', '(-1.00000000, -1.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070645'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '102'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 20:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'TREMONT ST'),\n",
       "              ('Lat', 42.356585),\n",
       "              ('Long', -71.06189505),\n",
       "              ('Location', '(42.35658500, -71.06189505)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070642'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '206'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 20:07:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SEAPORT BLVD'),\n",
       "              ('Lat', 42.35311458),\n",
       "              ('Long', -71.04842121),\n",
       "              ('Location', '(42.35311458, -71.04842121)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070641'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '319'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 19:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NAZING CT'),\n",
       "              ('Lat', 42.3075244),\n",
       "              ('Long', -71.08720471),\n",
       "              ('Location', '(42.30752440, -71.08720471)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070640'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '185'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 19:37:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MASSACHUSETTS AVE'),\n",
       "              ('Lat', 42.32198656),\n",
       "              ('Long', -71.06280666),\n",
       "              ('Location', '(42.32198656, -71.06280666)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070639'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '796'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 22:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LINDEN ST'),\n",
       "              ('Lat', 42.35179211),\n",
       "              ('Long', -71.13023989),\n",
       "              ('Location', '(42.35179211, -71.13023989)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070638'),\n",
       "              ('OFFENSE_CODE', 1504),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'WEAPON - OTHER - OTHER VIOLATION'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '624'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 19:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BROOKLINE AVE'),\n",
       "              ('Lat', 42.34717072),\n",
       "              ('Long', -71.09855075),\n",
       "              ('Location', '(42.34717072, -71.09855075)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070638'),\n",
       "              ('OFFENSE_CODE', 423),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '624'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 19:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BROOKLINE AVE'),\n",
       "              ('Lat', 42.34717072),\n",
       "              ('Long', -71.09855075),\n",
       "              ('Location', '(42.34717072, -71.09855075)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070638'),\n",
       "              ('OFFENSE_CODE', 2405),\n",
       "              ('OFFENSE_CODE_GROUP', 'Disorderly Conduct'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DISORDERLY CONDUCT'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '624'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 19:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BROOKLINE AVE'),\n",
       "              ('Lat', 42.34717072),\n",
       "              ('Long', -71.09855075),\n",
       "              ('Location', '(42.34717072, -71.09855075)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070637'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '335'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 19:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BARRY ST'),\n",
       "              ('Lat', 42.30870401),\n",
       "              ('Long', -71.06844484),\n",
       "              ('Location', '(42.30870401, -71.06844484)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070636'),\n",
       "              ('OFFENSE_CODE', 2629),\n",
       "              ('OFFENSE_CODE_GROUP', 'Harassment'),\n",
       "              ('OFFENSE_DESCRIPTION', 'HARASSMENT'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '223'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 19:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'O ST'),\n",
       "              ('Lat', 42.33783948),\n",
       "              ('Long', -71.02929361),\n",
       "              ('Location', '(42.33783948, -71.02929361)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070634'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '266'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FAIRLAND ST'),\n",
       "              ('Lat', 42.32522448),\n",
       "              ('Long', -71.07821131),\n",
       "              ('Location', '(42.32522448, -71.07821131)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070631'),\n",
       "              ('OFFENSE_CODE', 1830),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - SICK ASSIST - HEROIN'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '27'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:54:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SUMNER ST'),\n",
       "              ('Lat', 42.36967378),\n",
       "              ('Long', -71.04155054),\n",
       "              ('Location', '(42.36967378, -71.04155054)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070630'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 20:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.27882254),\n",
       "              ('Long', -71.06951915),\n",
       "              ('Location', '(42.27882254, -71.06951915)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070629'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '315'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 19:03:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WAUMBECK ST'),\n",
       "              ('Lat', 42.3140129),\n",
       "              ('Long', -71.08635277),\n",
       "              ('Location', '(42.31401290, -71.08635277)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070626'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '794'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'GLENVILLE AVE'),\n",
       "              ('Lat', 42.3502537),\n",
       "              ('Long', -71.13336819),\n",
       "              ('Location', '(42.35025370, -71.13336819)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070625'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '268'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:58:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'ADAMS ST'),\n",
       "              ('Lat', 42.32851529),\n",
       "              ('Long', -71.07653709),\n",
       "              ('Location', '(42.32851529, -71.07653709)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070625'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '268'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:58:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ADAMS ST'),\n",
       "              ('Lat', 42.32851529),\n",
       "              ('Long', -71.07653709),\n",
       "              ('Location', '(42.32851529, -71.07653709)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070624'),\n",
       "              ('OFFENSE_CODE', 2405),\n",
       "              ('OFFENSE_CODE_GROUP', 'Disorderly Conduct'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DISORDERLY CONDUCT'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:38:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.35626508),\n",
       "              ('Long', -71.06226479),\n",
       "              ('Location', '(42.35626508, -71.06226479)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070623'),\n",
       "              ('OFFENSE_CODE', 3108),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fire Related Reports'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FIRE REPORT - HOUSE, BUILDING, ETC.'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '361'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:35:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CENTRE ST'),\n",
       "              ('Lat', 42.29339151),\n",
       "              ('Long', -71.062944),\n",
       "              ('Location', '(42.29339151, -71.06294400)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070622'),\n",
       "              ('OFFENSE_CODE', 3820),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '627'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34442266),\n",
       "              ('Long', -71.09833083),\n",
       "              ('Location', '(42.34442266, -71.09833083)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070621'),\n",
       "              ('OFFENSE_CODE', 361),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - OTHER'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '23'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:09:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'MARION ST'),\n",
       "              ('Lat', 42.37725644),\n",
       "              ('Long', -71.03667354),\n",
       "              ('Location', '(42.37725644, -71.03667354)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070620'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '447'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MILLET ST'),\n",
       "              ('Lat', 42.29528529),\n",
       "              ('Long', -71.07740522),\n",
       "              ('Location', '(42.29528529, -71.07740522)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070619'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '157'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:33:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SAN JUAN ST'),\n",
       "              ('Lat', 42.34070886),\n",
       "              ('Long', -71.07473698),\n",
       "              ('Location', '(42.34070886, -71.07473698)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070619'),\n",
       "              ('OFFENSE_CODE', 2006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Restraining Order Violations'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VIOL. OF RESTRAINING ORDER W ARREST'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '157'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:33:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SAN JUAN ST'),\n",
       "              ('Lat', 42.34070886),\n",
       "              ('Long', -71.07473698),\n",
       "              ('Location', '(42.34070886, -71.07473698)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070618'),\n",
       "              ('OFFENSE_CODE', 801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - SIMPLE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '906'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WALDEN ST'),\n",
       "              ('Lat', 42.32561013),\n",
       "              ('Long', -71.10449956),\n",
       "              ('Location', '(42.32561013, -71.10449956)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070617'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '583'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DAY ST'),\n",
       "              ('Lat', 42.32537833),\n",
       "              ('Long', -71.10765077),\n",
       "              ('Location', '(42.32537833, -71.10765077)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070616'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '437'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:37:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NORFOLK ST'),\n",
       "              ('Lat', 42.2874272),\n",
       "              ('Long', -71.07853773),\n",
       "              ('Location', '(42.28742720, -71.07853773)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070615'),\n",
       "              ('OFFENSE_CODE', 1843),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'DRUGS - POSS CLASS B - INTENT TO MFR DIST DISP'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '519'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SECOND NEW WAY'),\n",
       "              ('Lat', 42.25378838),\n",
       "              ('Long', -71.11950948),\n",
       "              ('Location', '(42.25378838, -71.11950948)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070615'),\n",
       "              ('OFFENSE_CODE', 1849),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS B - COCAINE, ETC.'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '519'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SECOND NEW WAY'),\n",
       "              ('Lat', 42.25378838),\n",
       "              ('Long', -71.11950948),\n",
       "              ('Location', '(42.25378838, -71.11950948)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070615'),\n",
       "              ('OFFENSE_CODE', 1810),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - SALE / MANUFACTURING'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '519'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SECOND NEW WAY'),\n",
       "              ('Lat', 42.25378838),\n",
       "              ('Long', -71.11950948),\n",
       "              ('Location', '(42.25378838, -71.11950948)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070614'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '180'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:35:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GEORGE ST'),\n",
       "              ('Lat', 42.32688327),\n",
       "              ('Long', -71.07390946),\n",
       "              ('Location', '(42.32688327, -71.07390946)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070613'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '297'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:33:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WALNUT AVE'),\n",
       "              ('Lat', 42.32217348),\n",
       "              ('Long', -71.08506711),\n",
       "              ('Location', '(42.32217348, -71.08506711)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070612'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:41:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.30665046),\n",
       "              ('Long', -71.10275907),\n",
       "              ('Location', '(42.30665046, -71.10275907)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070611'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '495'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HYDE PARK AVE'),\n",
       "              ('Lat', 42.26496475),\n",
       "              ('Long', -71.12123167),\n",
       "              ('Location', '(42.26496475, -71.12123167)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070610'),\n",
       "              ('OFFENSE_CODE', 724),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '449'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 18:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'SPENCER ST'),\n",
       "              ('Lat', 42.29293522),\n",
       "              ('Long', -71.07575826),\n",
       "              ('Location', '(42.29293522, -71.07575826)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070609'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '80'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 03:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HULL ST'),\n",
       "              ('Lat', 42.36644912),\n",
       "              ('Long', -71.0548399),\n",
       "              ('Location', '(42.36644912, -71.05483990)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070608'),\n",
       "              ('OFFENSE_CODE', 616),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT OF BICYCLE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.33974218),\n",
       "              ('Long', -71.07960918),\n",
       "              ('Location', '(42.33974218, -71.07960918)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070608'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.33974218),\n",
       "              ('Long', -71.07960918),\n",
       "              ('Location', '(42.33974218, -71.07960918)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070607'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '519'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-24 00:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WALTER ST'),\n",
       "              ('Lat', 42.25667872),\n",
       "              ('Long', -71.11853971),\n",
       "              ('Location', '(42.25667872, -71.11853971)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070606'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '416'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 16:58:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.28164735),\n",
       "              ('Long', -71.07111848),\n",
       "              ('Location', '(42.28164735, -71.07111848)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070605'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '793'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COMMONWEALTH AVE'),\n",
       "              ('Lat', 42.34888872),\n",
       "              ('Long', -71.1335453),\n",
       "              ('Location', '(42.34888872, -71.13354530)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070603'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '351'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.29919694),\n",
       "              ('Long', -71.06046974),\n",
       "              ('Location', '(42.29919694, -71.06046974)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070602'),\n",
       "              ('OFFENSE_CODE', 616),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT OF BICYCLE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '103'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 16:31:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.35680075),\n",
       "              ('Long', -71.05893025),\n",
       "              ('Location', '(42.35680075, -71.05893025)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070601'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '516'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:28:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DANA AVE'),\n",
       "              ('Lat', 42.24725578),\n",
       "              ('Long', -71.11958581),\n",
       "              ('Location', '(42.24725578, -71.11958581)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070600'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '319'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 16:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.30803768),\n",
       "              ('Long', -71.08359213),\n",
       "              ('Location', '(42.30803768, -71.08359213)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070599'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '578'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 16:42:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CENTRE ST'),\n",
       "              ('Lat', 42.32088524),\n",
       "              ('Long', -71.11058918),\n",
       "              ('Location', '(42.32088524, -71.11058918)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070598'),\n",
       "              ('OFFENSE_CODE', 311),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - COMMERCIAL'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '60'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'RUTHERFORD AVE'),\n",
       "              ('Lat', 42.37167264),\n",
       "              ('Long', -71.06326413),\n",
       "              ('Location', '(42.37167264, -71.06326413)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070597'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '282'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.32866284),\n",
       "              ('Long', -71.08563401),\n",
       "              ('Location', '(42.32866284, -71.08563401)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070596'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '216'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:29:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'F ST'),\n",
       "              ('Lat', 42.33382906),\n",
       "              ('Long', -71.05128729),\n",
       "              ('Location', '(42.33382906, -71.05128729)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070595'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '439'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'STRATTON ST'),\n",
       "              ('Lat', 42.29017432),\n",
       "              ('Long', -71.08808525),\n",
       "              ('Location', '(42.29017432, -71.08808525)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070595'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '439'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'STRATTON ST'),\n",
       "              ('Lat', 42.29017432),\n",
       "              ('Long', -71.08808525),\n",
       "              ('Location', '(42.29017432, -71.08808525)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070594'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '364'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 05:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LESLIE ST'),\n",
       "              ('Lat', 42.29514664),\n",
       "              ('Long', -71.05860832),\n",
       "              ('Location', '(42.29514664, -71.05860832)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070593'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '572'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'COLUMBUS AVE'),\n",
       "              ('Lat', 42.31362799),\n",
       "              ('Long', -71.09560307),\n",
       "              ('Location', '(42.31362799, -71.09560307)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070592'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '441'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 17:12:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HARVARD ST'),\n",
       "              ('Lat', 42.29629726),\n",
       "              ('Long', -71.08115283),\n",
       "              ('Location', '(42.29629726, -71.08115283)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070590'),\n",
       "              ('OFFENSE_CODE', 301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - STREET'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 02:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.34863242),\n",
       "              ('Long', -71.06553747),\n",
       "              ('Location', '(42.34863242, -71.06553747)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070589'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '342'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 16:11:38'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TOPLIFF ST'),\n",
       "              ('Lat', 42.30336787),\n",
       "              ('Long', -71.06827221),\n",
       "              ('Location', '(42.30336787, -71.06827221)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070588'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '619'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SYMPHONY RD'),\n",
       "              ('Lat', 42.34295335),\n",
       "              ('Long', -71.08833139),\n",
       "              ('Location', '(42.34295335, -71.08833139)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070587'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '38'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:42:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FIRST AVE'),\n",
       "              ('Lat', 42.37749764),\n",
       "              ('Long', -71.05031219),\n",
       "              ('Location', '(42.37749764, -71.05031219)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070586'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '542'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 16:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'RIVER ST'),\n",
       "              ('Lat', 42.25387435),\n",
       "              ('Long', -71.12912445),\n",
       "              ('Location', '(42.25387435, -71.12912445)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070585'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '318'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 16:43:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ELM HILL AVE'),\n",
       "              ('Lat', 42.30973269),\n",
       "              ('Long', -71.08734852),\n",
       "              ('Location', '(42.30973269, -71.08734852)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070584'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '329'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'STANWOOD ST'),\n",
       "              ('Lat', 42.30994883),\n",
       "              ('Long', -71.08146033),\n",
       "              ('Location', '(42.30994883, -71.08146033)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070583'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '138'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:35:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34862382),\n",
       "              ('Long', -71.08277637),\n",
       "              ('Location', '(42.34862382, -71.08277637)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070581'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '77'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 16:03:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NEW SUDBURY ST'),\n",
       "              ('Lat', 42.36183857),\n",
       "              ('Long', -71.05976489),\n",
       "              ('Location', '(42.36183857, -71.05976489)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070580'),\n",
       "              ('OFFENSE_CODE', 617),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM BUILDING'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '337'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-25 09:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'PURITAN AVE'),\n",
       "              ('Lat', 42.30736306),\n",
       "              ('Long', -71.07165237),\n",
       "              ('Location', '(42.30736306, -71.07165237)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070578'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 15:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.35565209),\n",
       "              ('Long', -71.06289015),\n",
       "              ('Location', '(42.35565209, -71.06289015)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070578'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 15:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.35565209),\n",
       "              ('Long', -71.06289015),\n",
       "              ('Location', '(42.35565209, -71.06289015)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070576'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '469'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 14:33:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MATTAPAN ST'),\n",
       "              ('Lat', 42.27732507),\n",
       "              ('Long', -71.09483139),\n",
       "              ('Location', '(42.27732507, -71.09483139)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070575'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '816'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 14:07:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ROYAL ST'),\n",
       "              ('Lat', 42.3575106),\n",
       "              ('Long', -71.12996479),\n",
       "              ('Location', '(42.35751060, -71.12996479)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070572'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '354'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 14:42:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NEPONSET AVE'),\n",
       "              ('Lat', 42.29668913),\n",
       "              ('Long', -71.05555843),\n",
       "              ('Location', '(42.29668913, -71.05555843)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070571'),\n",
       "              ('OFFENSE_CODE', 520),\n",
       "              ('OFFENSE_CODE_GROUP', 'Residential Burglary'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BURGLARY - RESIDENTIAL - FORCE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '317'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 14:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'HOMESTEAD ST'),\n",
       "              ('Lat', 42.31014403),\n",
       "              ('Long', -71.08759179),\n",
       "              ('Location', '(42.31014403, -71.08759179)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070570'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '394'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 14:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GALLIVAN BLVD'),\n",
       "              ('Lat', 42.28158633),\n",
       "              ('Long', -71.06033424),\n",
       "              ('Location', '(42.28158633, -71.06033424)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070569'),\n",
       "              ('OFFENSE_CODE', 1001),\n",
       "              ('OFFENSE_CODE_GROUP', 'Counterfeiting'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FORGERY / COUNTERFEITING'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '402'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 14:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.28526024),\n",
       "              ('Long', -71.06444063),\n",
       "              ('Location', '(42.28526024, -71.06444063)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070568'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '496'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 15:13:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HYDE PARK AVE'),\n",
       "              ('Lat', 42.26701085),\n",
       "              ('Long', -71.12096171),\n",
       "              ('Location', '(42.26701085, -71.12096171)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070567'),\n",
       "              ('OFFENSE_CODE', 2907),\n",
       "              ('OFFENSE_CODE_GROUP', 'Violations'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - OPERATING AFTER REV/SUSP.'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 14:25:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.34834528),\n",
       "              ('Long', -71.1499187),\n",
       "              ('Location', '(42.34834528, -71.14991870)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070566'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '146'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 14:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'HUNTINGTON AVE'),\n",
       "              ('Lat', 42.3479724),\n",
       "              ('Long', -71.07849582),\n",
       "              ('Location', '(42.34797240, -71.07849582)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070565'),\n",
       "              ('OFFENSE_CODE', 1830),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - SICK ASSIST - HEROIN'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '467'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 14:44:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'GILMER ST'),\n",
       "              ('Lat', 42.28281074),\n",
       "              ('Long', -71.09722321),\n",
       "              ('Location', '(42.28281074, -71.09722321)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070564'),\n",
       "              ('OFFENSE_CODE', 3803),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PERSONAL INJURY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '598'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 14:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HAVILAND ST'),\n",
       "              ('Lat', 42.34662361),\n",
       "              ('Long', -71.08740594),\n",
       "              ('Location', '(42.34662361, -71.08740594)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070563'),\n",
       "              ('OFFENSE_CODE', 706),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT - MOTORCYCLE / SCOOTER'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '135'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 23:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BEACON ST'),\n",
       "              ('Lat', 42.35275712),\n",
       "              ('Long', -71.08240215),\n",
       "              ('Location', '(42.35275712, -71.08240215)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070562'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '200'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 13:42:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'W BROADWAY'),\n",
       "              ('Lat', 42.34274131),\n",
       "              ('Long', -71.05735681),\n",
       "              ('Location', '(42.34274131, -71.05735681)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070561'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '438'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 13:38:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TALBOT AVE'),\n",
       "              ('Lat', 42.29138891),\n",
       "              ('Long', -71.07599527),\n",
       "              ('Location', '(42.29138891, -71.07599527)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070560'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '341'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOWDOIN ST'),\n",
       "              ('Lat', 42.30573977),\n",
       "              ('Long', -71.06762362),\n",
       "              ('Location', '(42.30573977, -71.06762362)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070559'),\n",
       "              ('OFFENSE_CODE', 3810),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'M/V ACCIDENT - INVOLVING \\xa0BICYCLE - INJURY'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '608'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:37:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'S HUNTINGTON AVE'),\n",
       "              ('Lat', 42.33041036),\n",
       "              ('Long', -71.11148382),\n",
       "              ('Location', '(42.33041036, -71.11148382)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070558'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '281'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 13:32:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'GREENVILLE ST'),\n",
       "              ('Lat', 42.32696802),\n",
       "              ('Long', -71.08051941),\n",
       "              ('Location', '(42.32696802, -71.08051941)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070557'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '579'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 13:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CENTRE ST'),\n",
       "              ('Lat', 42.32277007),\n",
       "              ('Long', -71.10445458),\n",
       "              ('Location', '(42.32277007, -71.10445458)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070556'),\n",
       "              ('OFFENSE_CODE', 2401),\n",
       "              ('OFFENSE_CODE_GROUP', 'Disorderly Conduct'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AFFRAY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '101'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 13:09:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MCKINLEY SQ'),\n",
       "              ('Lat', 42.35934139),\n",
       "              ('Long', -71.05333104),\n",
       "              ('Location', '(42.35934139, -71.05333104)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070556'),\n",
       "              ('OFFENSE_CODE', 2405),\n",
       "              ('OFFENSE_CODE_GROUP', 'Disorderly Conduct'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DISORDERLY CONDUCT'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '101'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 13:09:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MCKINLEY SQ'),\n",
       "              ('Lat', 42.35934139),\n",
       "              ('Long', -71.05333104),\n",
       "              ('Location', '(42.35934139, -71.05333104)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070555'),\n",
       "              ('OFFENSE_CODE', 3501),\n",
       "              ('OFFENSE_CODE_GROUP', 'Missing Person Reported'),\n",
       "              ('OFFENSE_DESCRIPTION', 'MISSING PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '348'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 12:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.30420472),\n",
       "              ('Long', -71.05919227),\n",
       "              ('Location', '(42.30420472, -71.05919227)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070554'),\n",
       "              ('OFFENSE_CODE', 2629),\n",
       "              ('OFFENSE_CODE_GROUP', 'Harassment'),\n",
       "              ('OFFENSE_DESCRIPTION', 'HARASSMENT'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '938'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-06-15 00:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 6),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'FIDELIS WAY'),\n",
       "              ('Lat', 42.34600287),\n",
       "              ('Long', -71.14387725),\n",
       "              ('Location', '(42.34600287, -71.14387725)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070553'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '102'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 13:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WINTER ST'),\n",
       "              ('Lat', 42.35554806),\n",
       "              ('Long', -71.0607314),\n",
       "              ('Location', '(42.35554806, -71.06073140)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070552'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '318'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 23:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SEAVER ST'),\n",
       "              ('Lat', 42.30878855),\n",
       "              ('Long', -71.09055618),\n",
       "              ('Location', '(42.30878855, -71.09055618)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070551'),\n",
       "              ('OFFENSE_CODE', 3501),\n",
       "              ('OFFENSE_CODE_GROUP', 'Missing Person Reported'),\n",
       "              ('OFFENSE_DESCRIPTION', 'MISSING PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '345'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 12:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'RIDGEWOOD ST'),\n",
       "              ('Lat', 42.30209443),\n",
       "              ('Long', -71.06575183),\n",
       "              ('Location', '(42.30209443, -71.06575183)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070550'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '358'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 12:41:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GREENBRIER ST'),\n",
       "              ('Lat', 42.29642169),\n",
       "              ('Long', -71.07045327),\n",
       "              ('Location', '(42.29642169, -71.07045327)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070549'),\n",
       "              ('OFFENSE_CODE', 301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - STREET'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '282'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 07:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WARREN ST'),\n",
       "              ('Lat', 42.32823419),\n",
       "              ('Long', -71.08328981),\n",
       "              ('Location', '(42.32823419, -71.08328981)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070549'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '282'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 07:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WARREN ST'),\n",
       "              ('Lat', 42.32823419),\n",
       "              ('Long', -71.08328981),\n",
       "              ('Location', '(42.32823419, -71.08328981)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070548'),\n",
       "              ('OFFENSE_CODE', 2403),\n",
       "              ('OFFENSE_CODE_GROUP', 'Disorderly Conduct'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DISTURBING THE PEACE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '335'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 12:04:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BOWDOIN ST'),\n",
       "              ('Lat', 42.3078312),\n",
       "              ('Long', -71.06529544),\n",
       "              ('Location', '(42.30783120, -71.06529544)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070547'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '12'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 12:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BENNINGTON ST'),\n",
       "              ('Lat', 42.38512136),\n",
       "              ('Long', -71.01150101),\n",
       "              ('Location', '(42.38512136, -71.01150101)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070546'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '347'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 12:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'ADAMS ST'),\n",
       "              ('Lat', 42.30569111),\n",
       "              ('Long', -71.06164783),\n",
       "              ('Location', '(42.30569111, -71.06164783)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070545'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '144'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-29 17:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MASSACHUSETTS AVE'),\n",
       "              ('Lat', 42.34439568),\n",
       "              ('Long', -71.08632016),\n",
       "              ('Location', '(42.34439568, -71.08632016)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070543'),\n",
       "              ('OFFENSE_CODE', 616),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT OF BICYCLE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '398'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WELLES AVE'),\n",
       "              ('Lat', 42.28854881),\n",
       "              ('Long', -71.06894162),\n",
       "              ('Location', '(42.28854881, -71.06894162)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070542'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '796'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 13:02:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COMMONWEALTH AVE'),\n",
       "              ('Lat', 42.35053956),\n",
       "              ('Long', -71.13106722),\n",
       "              ('Location', '(42.35053956, -71.13106722)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070541'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '445'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 12:29:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GLENWAY ST'),\n",
       "              ('Lat', 42.2991897),\n",
       "              ('Long', -71.08150445),\n",
       "              ('Location', '(42.29918970, -71.08150445)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070540'),\n",
       "              ('OFFENSE_CODE', 2646),\n",
       "              ('OFFENSE_CODE_GROUP', 'Liquor Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LIQUOR - DRINKING IN PUBLIC'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '288'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 13:01:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.32866284),\n",
       "              ('Long', -71.08563401),\n",
       "              ('Location', '(42.32866284, -71.08563401)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070539'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '565'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 12:59:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HARVARD ST'),\n",
       "              ('Lat', 42.28968115),\n",
       "              ('Long', -71.09212545),\n",
       "              ('Location', '(42.28968115, -71.09212545)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070538'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '487'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BLAKE ST'),\n",
       "              ('Lat', 42.26448463),\n",
       "              ('Long', -71.10697097),\n",
       "              ('Location', '(42.26448463, -71.10697097)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070537'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '487'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 12:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WINBOROUGH ST'),\n",
       "              ('Lat', 42.26548267),\n",
       "              ('Long', -71.10516125),\n",
       "              ('Location', '(42.26548267, -71.10516125)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070536'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '214'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-07-30 12:51:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 7),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'W FIFTH ST'),\n",
       "              ('Lat', 42.3359851),\n",
       "              ('Long', -71.05008287),\n",
       "              ('Location', '(42.33598510, -71.05008287)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070534'),\n",
       "              ('OFFENSE_CODE', 3001),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DEATH INVESTIGATION'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '366'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 12:07:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TEMPLETON WAY'),\n",
       "              ('Lat', 42.29004265),\n",
       "              ('Long', -71.05725661),\n",
       "              ('Location', '(42.29004265, -71.05725661)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070532'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '727'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:58:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'VFW PKWY'),\n",
       "              ('Lat', 42.2802082),\n",
       "              ('Long', -71.17087959),\n",
       "              ('Location', '(42.28020820, -71.17087959)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070531'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '814'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WESTERN AVE'),\n",
       "              ('Lat', 42.36330598),\n",
       "              ('Long', -71.12841637),\n",
       "              ('Location', '(42.36330598, -71.12841637)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070530'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '378'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 12:13:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PIERCE AVE'),\n",
       "              ('Lat', 42.28743256),\n",
       "              ('Long', -71.0526387),\n",
       "              ('Location', '(42.28743256, -71.05263870)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070529'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '52'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'RUTHERFORD AVE'),\n",
       "              ('Lat', 42.38025398),\n",
       "              ('Long', -71.07113638),\n",
       "              ('Location', '(42.38025398, -71.07113638)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070528'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '162'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:48:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HARRISON AVE'),\n",
       "              ('Lat', 42.34493428),\n",
       "              ('Long', -71.06366374),\n",
       "              ('Location', '(42.34493428, -71.06366374)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070527'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '326'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:31:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LAWRENCE AVE'),\n",
       "              ('Lat', 42.31286677),\n",
       "              ('Long', -71.07841587),\n",
       "              ('Location', '(42.31286677, -71.07841587)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070526'),\n",
       "              ('OFFENSE_CODE', 3821),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'M/V ACCIDENT - INVOLVING PEDESTRIAN - NO INJURY'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '226'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 12:01:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'E BROADWAY'),\n",
       "              ('Lat', 42.33556114),\n",
       "              ('Long', -71.03993118),\n",
       "              ('Location', '(42.33556114, -71.03993118)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070525'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '397'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'TALBOT AVE'),\n",
       "              ('Lat', 42.28863812),\n",
       "              ('Long', -71.06631579),\n",
       "              ('Location', '(42.28863812, -71.06631579)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070524'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '276'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 02:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WILLIAMS ST'),\n",
       "              ('Lat', 42.33237733),\n",
       "              ('Long', -71.08237779),\n",
       "              ('Location', '(42.33237733, -71.08237779)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070522'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '724'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:10:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LAURIE AVE'),\n",
       "              ('Lat', 42.27033908),\n",
       "              ('Long', -71.16975904),\n",
       "              ('Location', '(42.27033908, -71.16975904)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070521'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '525'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 10:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'TRUMAN PKWY'),\n",
       "              ('Lat', 42.24124926),\n",
       "              ('Long', -71.12629908),\n",
       "              ('Location', '(42.24124926, -71.12629908)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070520'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '495'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 10:59:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'HYDE PARK AVE'),\n",
       "              ('Lat', 42.26496475),\n",
       "              ('Long', -71.12123167),\n",
       "              ('Location', '(42.26496475, -71.12123167)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070518'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '138'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 20:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34862382),\n",
       "              ('Long', -71.08277637),\n",
       "              ('Location', '(42.34862382, -71.08277637)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070517'),\n",
       "              ('OFFENSE_CODE', 3811),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'M/V ACCIDENT - INVOLVING BICYCLE - NO INJURY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.3384845),\n",
       "              ('Long', -71.15509795),\n",
       "              ('Location', '(42.33848450, -71.15509795)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070516'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '76'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:19:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CANAL ST'),\n",
       "              ('Lat', 42.36394509),\n",
       "              ('Long', -71.05942841),\n",
       "              ('Location', '(42.36394509, -71.05942841)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070515'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '824'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PUTNAM ST'),\n",
       "              ('Lat', 42.37916578),\n",
       "              ('Long', -71.03258617),\n",
       "              ('Location', '(42.37916578, -71.03258617)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070514'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '796'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 21:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HARVARD AVE'),\n",
       "              ('Lat', 42.35204779),\n",
       "              ('Long', -71.13180684),\n",
       "              ('Location', '(42.35204779, -71.13180684)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070513'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '605'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 22:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HUNTINGTON AVE'),\n",
       "              ('Lat', 42.33332888),\n",
       "              ('Long', -71.10659534),\n",
       "              ('Location', '(42.33332888, -71.10659534)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070512'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '380'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 11:02:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GALLIVAN BLVD'),\n",
       "              ('Lat', 42.28370031),\n",
       "              ('Long', -71.04776143),\n",
       "              ('Location', '(42.28370031, -71.04776143)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070511'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '344'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 10:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CORONA ST'),\n",
       "              ('Lat', 42.30097791),\n",
       "              ('Long', -71.07077333),\n",
       "              ('Location', '(42.30097791, -71.07077333)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070509'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '240'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 09:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ANNABEL ST'),\n",
       "              ('Lat', 42.31828902),\n",
       "              ('Long', -71.06265046),\n",
       "              ('Location', '(42.31828902, -71.06265046)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070508'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '543'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 09:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'RIVER ST'),\n",
       "              ('Lat', 42.25519156),\n",
       "              ('Long', -71.12761721),\n",
       "              ('Location', '(42.25519156, -71.12761721)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070506'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '95'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ATLANTIC AVE'),\n",
       "              ('Lat', 42.36033276),\n",
       "              ('Long', -71.0521729),\n",
       "              ('Location', '(42.36033276, -71.05217290)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070505'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '235'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 09:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CRESCENT AVE'),\n",
       "              ('Lat', 42.31895064),\n",
       "              ('Long', -71.05449231),\n",
       "              ('Location', '(42.31895064, -71.05449231)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070504'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '778'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 09:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.349056),\n",
       "              ('Long', -71.1504985),\n",
       "              ('Location', '(42.34905600, -71.15049850)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070503'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '285'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 07:53:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HAMMOND ST'),\n",
       "              ('Lat', 42.33651082),\n",
       "              ('Long', -71.08339215),\n",
       "              ('Location', '(42.33651082, -71.08339215)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070501'),\n",
       "              ('OFFENSE_CODE', 361),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - OTHER'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '177'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', nan),\n",
       "              ('Long', nan),\n",
       "              ('Location', '(0.00000000, 0.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070500'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '378'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CHICKATAWBUT ST'),\n",
       "              ('Lat', 42.28665631),\n",
       "              ('Long', -71.04640009),\n",
       "              ('Location', '(42.28665631, -71.04640009)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070499'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '186'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 09:17:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'ALLSTATE RD'),\n",
       "              ('Lat', 42.32809966),\n",
       "              ('Long', -71.06321676),\n",
       "              ('Location', '(42.32809966, -71.06321676)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070498'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '83'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 07:33:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HENCHMAN ST'),\n",
       "              ('Lat', 42.36721232),\n",
       "              ('Long', -71.05369636),\n",
       "              ('Location', '(42.36721232, -71.05369636)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070497'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '233'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 04:10:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'E EIGHTH ST'),\n",
       "              ('Lat', 42.33131745),\n",
       "              ('Long', -71.04411164),\n",
       "              ('Location', '(42.33131745, -71.04411164)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070496'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '318'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'SEAVER ST'),\n",
       "              ('Lat', 42.30878855),\n",
       "              ('Long', -71.09055618),\n",
       "              ('Location', '(42.30878855, -71.09055618)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070496'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '318'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SEAVER ST'),\n",
       "              ('Lat', 42.30878855),\n",
       "              ('Long', -71.09055618),\n",
       "              ('Location', '(42.30878855, -71.09055618)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070495'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '420'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 08:47:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'W SELDEN ST'),\n",
       "              ('Lat', 42.27376816),\n",
       "              ('Long', -71.08919673),\n",
       "              ('Location', '(42.27376816, -71.08919673)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070494'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '194'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 08:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.33014012),\n",
       "              ('Long', -71.05695787),\n",
       "              ('Location', '(42.33014012, -71.05695787)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070492'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '801'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 07:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FARRINGTON AVE'),\n",
       "              ('Lat', 42.35429484),\n",
       "              ('Long', -71.13190433),\n",
       "              ('Location', '(42.35429484, -71.13190433)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070491'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '401'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'TALBOT AVE'),\n",
       "              ('Lat', 42.28863812),\n",
       "              ('Long', -71.06631579),\n",
       "              ('Location', '(42.28863812, -71.06631579)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070489'),\n",
       "              ('OFFENSE_CODE', 616),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT OF BICYCLE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '619'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 07:33:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'HUNTINGTON AVE'),\n",
       "              ('Lat', 42.34221544),\n",
       "              ('Long', -71.08577075),\n",
       "              ('Location', '(42.34221544, -71.08577075)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070488'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '790'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 07:19:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ORKNEY RD'),\n",
       "              ('Lat', 42.33691995),\n",
       "              ('Long', -71.14960316),\n",
       "              ('Location', '(42.33691995, -71.14960316)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070487'),\n",
       "              ('OFFENSE_CODE', 3001),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DEATH INVESTIGATION'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '761'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 07:01:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BROCK ST'),\n",
       "              ('Lat', 42.35087795),\n",
       "              ('Long', -71.16036469),\n",
       "              ('Location', '(42.35087795, -71.16036469)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070486'),\n",
       "              ('OFFENSE_CODE', 3007),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SUDDEN DEATH'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '336'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 05:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BLAKEVILLE ST'),\n",
       "              ('Lat', 42.30470597),\n",
       "              ('Long', -71.07091547),\n",
       "              ('Location', '(42.30470597, -71.07091547)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070485'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '451'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 06:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.29417346),\n",
       "              ('Long', -71.07193797),\n",
       "              ('Location', '(42.29417346, -71.07193797)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070484'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '674'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 06:58:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SOUTH ST'),\n",
       "              ('Lat', 42.28878014),\n",
       "              ('Long', -71.13438128),\n",
       "              ('Location', '(42.28878014, -71.13438128)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070483'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 05:41:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.38046025),\n",
       "              ('Long', -71.02436908),\n",
       "              ('Location', '(42.38046025, -71.02436908)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070482'),\n",
       "              ('OFFENSE_CODE', 2660),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'OTHER OFFENSE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '914'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 05:59:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DR. MICHAEL GAVIN WAY'),\n",
       "              ('Lat', 42.32614559),\n",
       "              ('Long', -71.05349144),\n",
       "              ('Location', '(42.32614559, -71.05349144)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070479'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 05:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', nan),\n",
       "              ('Long', nan),\n",
       "              ('Location', '(0.00000000, 0.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070477'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '341'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 04:53:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NORTON ST'),\n",
       "              ('Lat', 42.30460308),\n",
       "              ('Long', -71.06691869),\n",
       "              ('Location', '(42.30460308, -71.06691869)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070476'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '795'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 03:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CAMBRIDGE ST'),\n",
       "              ('Lat', 42.35343384),\n",
       "              ('Long', -71.13786355),\n",
       "              ('Location', '(42.35343384, -71.13786355)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070476'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '795'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 03:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CAMBRIDGE ST'),\n",
       "              ('Lat', 42.35343384),\n",
       "              ('Long', -71.13786355),\n",
       "              ('Location', '(42.35343384, -71.13786355)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070475'),\n",
       "              ('OFFENSE_CODE', 3830),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PERSONAL INJURY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 03:53:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.29819526),\n",
       "              ('Long', -71.0869158),\n",
       "              ('Location', '(42.29819526, -71.08691580)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070474'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '321'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 02:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'INTERVALE ST'),\n",
       "              ('Lat', 42.31226098),\n",
       "              ('Long', -71.08179001),\n",
       "              ('Location', '(42.31226098, -71.08179001)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070473'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '916'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 03:59:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PARKER ST'),\n",
       "              ('Lat', 42.32469443),\n",
       "              ('Long', -71.10087902),\n",
       "              ('Location', '(42.32469443, -71.10087902)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070472'),\n",
       "              ('OFFENSE_CODE', 301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - STREET'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '92'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 03:27:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'COURT ST'),\n",
       "              ('Lat', 42.359254),\n",
       "              ('Long', -71.059477),\n",
       "              ('Location', '(42.35925400, -71.05947700)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070470'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 03:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.30467915),\n",
       "              ('Long', -71.10925951),\n",
       "              ('Location', '(42.30467915, -71.10925951)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070468'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '452'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 03:04:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MERLIN ST'),\n",
       "              ('Lat', 42.29504764),\n",
       "              ('Long', -71.07486557),\n",
       "              ('Location', '(42.29504764, -71.07486557)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070467'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '174'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 23:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.33980295),\n",
       "              ('Long', -71.05718881),\n",
       "              ('Location', '(42.33980295, -71.05718881)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070466'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '463'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 03:10:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HARVARD ST'),\n",
       "              ('Lat', 42.29260629),\n",
       "              ('Long', -71.08989828),\n",
       "              ('Location', '(42.29260629, -71.08989828)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070464'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '243'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 02:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PLEASANT ST'),\n",
       "              ('Lat', 42.31646016),\n",
       "              ('Long', -71.05947087),\n",
       "              ('Location', '(42.31646016, -71.05947087)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070463'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '774'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 03:01:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SOUTH ST'),\n",
       "              ('Lat', 42.3399985),\n",
       "              ('Long', -71.1567633),\n",
       "              ('Location', '(42.33999850, -71.15676330)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070461'),\n",
       "              ('OFFENSE_CODE', 3803),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PERSONAL INJURY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '263'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:46:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DUDLEY ST'),\n",
       "              ('Lat', 42.32375515),\n",
       "              ('Long', -71.07391884),\n",
       "              ('Location', '(42.32375515, -71.07391884)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070459'),\n",
       "              ('OFFENSE_CODE', 3207),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Found'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - FOUND'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '794'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 02:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BRIGHTON AVE'),\n",
       "              ('Lat', 42.35301119),\n",
       "              ('Long', -71.13261451),\n",
       "              ('Location', '(42.35301119, -71.13261451)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070458'),\n",
       "              ('OFFENSE_CODE', 801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - SIMPLE'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '22'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 02:27:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MARION ST'),\n",
       "              ('Lat', 42.37575891),\n",
       "              ('Long', -71.03536688),\n",
       "              ('Location', '(42.37575891, -71.03536688)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070457'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '624'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 02:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34489594),\n",
       "              ('Long', -71.09659186),\n",
       "              ('Location', '(42.34489594, -71.09659186)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070456'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 02:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.31523705),\n",
       "              ('Long', -71.09777089),\n",
       "              ('Location', '(42.31523705, -71.09777089)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070455'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:29:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'KELTON'),\n",
       "              ('Lat', -1.0),\n",
       "              ('Long', -1.0),\n",
       "              ('Location', '(-1.00000000, -1.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070454'),\n",
       "              ('OFFENSE_CODE', 3002),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ANIMAL CONTROL - DOG BITES - ETC.'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '30'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 02:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MAVERICK ST'),\n",
       "              ('Lat', 42.36848841),\n",
       "              ('Long', -71.03513563),\n",
       "              ('Location', '(42.36848841, -71.03513563)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070453'),\n",
       "              ('OFFENSE_CODE', 801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - SIMPLE'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '562'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 02:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.28788933),\n",
       "              ('Long', -71.12658585),\n",
       "              ('Location', '(42.28788933, -71.12658585)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070453'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '562'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 02:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.28788933),\n",
       "              ('Long', -71.12658585),\n",
       "              ('Location', '(42.28788933, -71.12658585)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070452'),\n",
       "              ('OFFENSE_CODE', 3803),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PERSONAL INJURY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '424'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 01:43:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'RIVER ST'),\n",
       "              ('Lat', 42.27014779),\n",
       "              ('Long', -71.08956535),\n",
       "              ('Location', '(42.27014779, -71.08956535)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070450'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '76'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 22:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CAUSEWAY ST'),\n",
       "              ('Lat', 42.3655824),\n",
       "              ('Long', -71.0608703),\n",
       "              ('Location', '(42.36558240, -71.06087030)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070448'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '226'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'L ST'),\n",
       "              ('Lat', 42.334165),\n",
       "              ('Long', -71.03533745),\n",
       "              ('Location', '(42.33416500, -71.03533745)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070447'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '355'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 01:04:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ADAMS ST'),\n",
       "              ('Lat', 42.29636106),\n",
       "              ('Long', -71.05644948),\n",
       "              ('Location', '(42.29636106, -71.05644948)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070446'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '464'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BROOKVIEW ST'),\n",
       "              ('Lat', 42.2887411),\n",
       "              ('Long', -71.09117797),\n",
       "              ('Location', '(42.28874110, -71.09117797)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070445'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '359'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 01:27:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MELVILLE AVE'),\n",
       "              ('Lat', 42.29380964),\n",
       "              ('Long', -71.07001148),\n",
       "              ('Location', '(42.29380964, -71.07001148)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070444'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '794'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 01:04:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BRIGHTON AVE'),\n",
       "              ('Lat', 42.3531512),\n",
       "              ('Long', -71.13385986),\n",
       "              ('Location', '(42.35315120, -71.13385986)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070441'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '214'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'W FIFTH ST'),\n",
       "              ('Lat', 42.3359851),\n",
       "              ('Long', -71.05008287),\n",
       "              ('Location', '(42.33598510, -71.05008287)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070440'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 01:01:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', -1.0),\n",
       "              ('Long', -1.0),\n",
       "              ('Location', '(-1.00000000, -1.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070438'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '72'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:32:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BOWDOIN ST'),\n",
       "              ('Lat', 42.35832299),\n",
       "              ('Long', -71.06278436),\n",
       "              ('Location', '(42.35832299, -71.06278436)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070438'),\n",
       "              ('OFFENSE_CODE', 423),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '72'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:32:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BOWDOIN ST'),\n",
       "              ('Lat', 42.35832299),\n",
       "              ('Long', -71.06278436),\n",
       "              ('Location', '(42.35832299, -71.06278436)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070437'),\n",
       "              ('OFFENSE_CODE', 3125),\n",
       "              ('OFFENSE_CODE_GROUP', 'Warrant Arrests'),\n",
       "              ('OFFENSE_DESCRIPTION', 'WARRANT ARREST'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '822'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:28:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'RIDGECREST TER'),\n",
       "              ('Lat', 42.26235312),\n",
       "              ('Long', -71.15350513),\n",
       "              ('Location', '(42.26235312, -71.15350513)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070436'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '435'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DUNBAR AVE'),\n",
       "              ('Lat', 42.28644823),\n",
       "              ('Long', -71.07117585),\n",
       "              ('Location', '(42.28644823, -71.07117585)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070435'),\n",
       "              ('OFFENSE_CODE', 1831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - SICK ASSIST - OTHER NARCOTIC'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '752'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 23:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.34934252),\n",
       "              ('Long', -71.16386818),\n",
       "              ('Location', '(42.34934252, -71.16386818)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070434'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '358'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:24:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WALDECK ST'),\n",
       "              ('Lat', 42.29786721),\n",
       "              ('Long', -71.06651934),\n",
       "              ('Location', '(42.29786721, -71.06651934)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070433'),\n",
       "              ('OFFENSE_CODE', 3108),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fire Related Reports'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FIRE REPORT - HOUSE, BUILDING, ETC.'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:13:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WESTLAND'),\n",
       "              ('Lat', -1.0),\n",
       "              ('Long', -1.0),\n",
       "              ('Location', '(-1.00000000, -1.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070432'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '508'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 23:57:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HYDE PARK AVE'),\n",
       "              ('Lat', 42.29182835),\n",
       "              ('Long', -71.11780085),\n",
       "              ('Location', '(42.29182835, -71.11780085)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070430'),\n",
       "              ('OFFENSE_CODE', 706),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT - MOTORCYCLE / SCOOTER'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-02 00:17:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.33359095),\n",
       "              ('Long', -71.07342099),\n",
       "              ('Location', '(42.33359095, -71.07342099)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070429'),\n",
       "              ('OFFENSE_CODE', 3803),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PERSONAL INJURY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 23:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.33930344),\n",
       "              ('Long', -71.08032038),\n",
       "              ('Location', '(42.33930344, -71.08032038)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070427'),\n",
       "              ('OFFENSE_CODE', 3119),\n",
       "              ('OFFENSE_CODE_GROUP', 'Firearm Discovery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FIREARM/WEAPON - FOUND OR CONFISCATED'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '410'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 23:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MANCHESTER ST'),\n",
       "              ('Lat', 42.27404039),\n",
       "              ('Long', -71.07630093),\n",
       "              ('Location', '(42.27404039, -71.07630093)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070426'),\n",
       "              ('OFFENSE_CODE', 3820),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 23:12:34'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.34917112),\n",
       "              ('Long', -71.08413075),\n",
       "              ('Location', '(42.34917112, -71.08413075)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070425'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '796'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 23:04:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BRIGHTON AVE'),\n",
       "              ('Lat', 42.35283155),\n",
       "              ('Long', -71.13114273),\n",
       "              ('Location', '(42.35283155, -71.13114273)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070424'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '402'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 22:29:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BURT ST'),\n",
       "              ('Lat', 42.28413536),\n",
       "              ('Long', -71.06957385),\n",
       "              ('Location', '(42.28413536, -71.06957385)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070421'),\n",
       "              ('OFFENSE_CODE', 3108),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fire Related Reports'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FIRE REPORT - HOUSE, BUILDING, ETC.'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '631'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 22:02:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COMMONWEALTH AVE'),\n",
       "              ('Lat', 42.3498137),\n",
       "              ('Long', -71.10581404),\n",
       "              ('Location', '(42.34981370, -71.10581404)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070419'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 22:47:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.34529046),\n",
       "              ('Long', -71.06982967),\n",
       "              ('Location', '(42.34529046, -71.06982967)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070418'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '138'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 22:37:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34932471),\n",
       "              ('Long', -71.08014801),\n",
       "              ('Location', '(42.34932471, -71.08014801)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070417'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '182'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MARSHFIELD ST'),\n",
       "              ('Lat', 42.32263156),\n",
       "              ('Long', -71.06979845),\n",
       "              ('Location', '(42.32263156, -71.06979845)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070416'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '242'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 23:07:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BAKERSFIELD ST'),\n",
       "              ('Lat', 42.31674327),\n",
       "              ('Long', -71.06104741),\n",
       "              ('Location', '(42.31674327, -71.06104741)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070415'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '938'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 22:35:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'FIDELIS WAY'),\n",
       "              ('Lat', 42.34531664),\n",
       "              ('Long', -71.14298078),\n",
       "              ('Location', '(42.34531664, -71.14298078)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070414'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '527'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 22:35:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WOLCOTT SQ'),\n",
       "              ('Lat', 42.23730137),\n",
       "              ('Long', -71.13232346),\n",
       "              ('Location', '(42.23730137, -71.13232346)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070413'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '144'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 21:41:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CLEARWAY ST'),\n",
       "              ('Lat', 42.34522836),\n",
       "              ('Long', -71.08537838),\n",
       "              ('Location', '(42.34522836, -71.08537838)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070412'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '150'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-26 15:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'COLUMBUS AVE'),\n",
       "              ('Lat', 42.343971),\n",
       "              ('Long', -71.077475),\n",
       "              ('Location', '(42.34397100, -71.07747500)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070411'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '142'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 21:48:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'NEWBURY ST'),\n",
       "              ('Lat', 42.34840576),\n",
       "              ('Long', -71.08688339),\n",
       "              ('Location', '(42.34840576, -71.08688339)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070410'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '906'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 21:57:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HORAN WAY'),\n",
       "              ('Lat', 42.32547536),\n",
       "              ('Long', -71.10253482),\n",
       "              ('Location', '(42.32547536, -71.10253482)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070406'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '103'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.35680075),\n",
       "              ('Long', -71.05893025),\n",
       "              ('Location', '(42.35680075, -71.05893025)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070405'),\n",
       "              ('OFFENSE_CODE', 724),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '358'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 22:09:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.2956968),\n",
       "              ('Long', -71.07214055),\n",
       "              ('Location', '(42.29569680, -71.07214055)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070404'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '551'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 21:35:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GLENDOWER RD'),\n",
       "              ('Lat', 42.27562519),\n",
       "              ('Long', -71.13142204),\n",
       "              ('Location', '(42.27562519, -71.13142204)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070402'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '225'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 21:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'E FOURTH ST'),\n",
       "              ('Lat', 42.33464183),\n",
       "              ('Long', -71.04250708),\n",
       "              ('Location', '(42.33464183, -71.04250708)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070400'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '639'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 20:47:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ROBINWOOD AVE'),\n",
       "              ('Lat', 42.31624019),\n",
       "              ('Long', -71.11267011),\n",
       "              ('Location', '(42.31624019, -71.11267011)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070399'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '355'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 21:07:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ADAMS ST'),\n",
       "              ('Lat', 42.29681873),\n",
       "              ('Long', -71.05656121),\n",
       "              ('Location', '(42.29681873, -71.05656121)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070398'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '427'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BABSON ST'),\n",
       "              ('Lat', 42.27595146),\n",
       "              ('Long', -71.09248845),\n",
       "              ('Location', '(42.27595146, -71.09248845)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070397'),\n",
       "              ('OFFENSE_CODE', 2660),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'OTHER OFFENSE'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '515'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:03:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ROBBART LN'),\n",
       "              ('Lat', 42.24635332),\n",
       "              ('Long', -71.1136693),\n",
       "              ('Location', '(42.24635332, -71.11366930)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070397'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '515'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:03:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'ROBBART LN'),\n",
       "              ('Lat', 42.24635332),\n",
       "              ('Long', -71.1136693),\n",
       "              ('Location', '(42.24635332, -71.11366930)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070397'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '515'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:03:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ROBBART LN'),\n",
       "              ('Lat', 42.24635332),\n",
       "              ('Long', -71.1136693),\n",
       "              ('Location', '(42.24635332, -71.11366930)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070397'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '515'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:03:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ROBBART LN'),\n",
       "              ('Lat', 42.24635332),\n",
       "              ('Long', -71.1136693),\n",
       "              ('Location', '(42.24635332, -71.11366930)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070397'),\n",
       "              ('OFFENSE_CODE', 3170),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INTIMIDATING WITNESS'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '515'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:03:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ROBBART LN'),\n",
       "              ('Lat', 42.24635332),\n",
       "              ('Long', -71.1136693),\n",
       "              ('Location', '(42.24635332, -71.11366930)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070396'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '26'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 21:12:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BORDER ST'),\n",
       "              ('Lat', 42.37787573),\n",
       "              ('Long', -71.03995208),\n",
       "              ('Location', '(42.37787573, -71.03995208)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070395'),\n",
       "              ('OFFENSE_CODE', 3207),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Found'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - FOUND'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '78'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 06:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BLACKSTONE ST'),\n",
       "              ('Lat', 42.36165196),\n",
       "              ('Long', -71.05630529),\n",
       "              ('Location', '(42.36165196, -71.05630529)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070393'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '416'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 20:10:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WILMINGTON AVE'),\n",
       "              ('Lat', 42.28029155),\n",
       "              ('Long', -71.07220576),\n",
       "              ('Location', '(42.28029155, -71.07220576)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070392'),\n",
       "              ('OFFENSE_CODE', 2629),\n",
       "              ('OFFENSE_CODE_GROUP', 'Harassment'),\n",
       "              ('OFFENSE_DESCRIPTION', 'HARASSMENT'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '239'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:46:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HAMLET ST'),\n",
       "              ('Lat', 42.31841468),\n",
       "              ('Long', -71.06507314),\n",
       "              ('Location', '(42.31841468, -71.06507314)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070392'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '239'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:46:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HAMLET ST'),\n",
       "              ('Lat', 42.31841468),\n",
       "              ('Long', -71.06507314),\n",
       "              ('Location', '(42.31841468, -71.06507314)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070391'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '234'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 20:36:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'E EIGHTH ST'),\n",
       "              ('Lat', 42.33145284),\n",
       "              ('Long', -71.03686785),\n",
       "              ('Location', '(42.33145284, -71.03686785)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070390'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '226'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 20:25:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'E BROADWAY'),\n",
       "              ('Lat', 42.33561661),\n",
       "              ('Long', -71.03641895),\n",
       "              ('Location', '(42.33561661, -71.03641895)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070389'),\n",
       "              ('OFFENSE_CODE', 615),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'LARCENY THEFT OF MV PARTS & ACCESSORIES'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '520'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 21:10:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'HYDE PARK AVE'),\n",
       "              ('Lat', 42.25621592),\n",
       "              ('Long', -71.12401947),\n",
       "              ('Location', '(42.25621592, -71.12401947)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070388'),\n",
       "              ('OFFENSE_CODE', 1849),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS B - COCAINE, ETC.'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '177'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:29:23'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', nan),\n",
       "              ('Long', nan),\n",
       "              ('Location', '(0.00000000, 0.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070388'),\n",
       "              ('OFFENSE_CODE', 1874),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - OTHER'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '177'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:29:23'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', nan),\n",
       "              ('Long', nan),\n",
       "              ('Location', '(0.00000000, 0.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070387'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '280'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 20:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WARREN ST'),\n",
       "              ('Lat', 42.32978737),\n",
       "              ('Long', -71.08324801),\n",
       "              ('Location', '(42.32978737, -71.08324801)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070386'),\n",
       "              ('OFFENSE_CODE', 2405),\n",
       "              ('OFFENSE_CODE_GROUP', 'Disorderly Conduct'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DISORDERLY CONDUCT'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '469'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 21:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WALK HILL ST'),\n",
       "              ('Lat', 42.2790573),\n",
       "              ('Long', -71.09584789),\n",
       "              ('Location', '(42.27905730, -71.09584789)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070385'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '303'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:25:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'W WALNUT PARK'),\n",
       "              ('Lat', 42.31865822),\n",
       "              ('Long', -71.1006718),\n",
       "              ('Location', '(42.31865822, -71.10067180)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070384'),\n",
       "              ('OFFENSE_CODE', 3112),\n",
       "              ('OFFENSE_CODE_GROUP', 'Landlord/Tenant Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LANDLORD - TENANT SERVICE'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '519'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 20:01:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WALTER ST'),\n",
       "              ('Lat', 42.25667872),\n",
       "              ('Long', -71.11853971),\n",
       "              ('Location', '(42.25667872, -71.11853971)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070383'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.34284919),\n",
       "              ('Long', -71.08502585),\n",
       "              ('Location', '(42.34284919, -71.08502585)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070381'),\n",
       "              ('OFFENSE_CODE', 1842),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS A - HEROIN, ETC. '),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '179'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 20:43:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'GERARD ST'),\n",
       "              ('Lat', 42.33176796),\n",
       "              ('Long', -71.07182739),\n",
       "              ('Location', '(42.33176796, -71.07182739)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070381'),\n",
       "              ('OFFENSE_CODE', 2610),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TRESPASSING'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '179'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 20:43:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'GERARD ST'),\n",
       "              ('Lat', 42.33176796),\n",
       "              ('Long', -71.07182739),\n",
       "              ('Location', '(42.33176796, -71.07182739)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070380'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '119'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 20:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'TREMONT ST'),\n",
       "              ('Lat', 42.35540738),\n",
       "              ('Long', -71.06312433),\n",
       "              ('Location', '(42.35540738, -71.06312433)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070379'),\n",
       "              ('OFFENSE_CODE', 2610),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TRESPASSING'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '179'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'GERARD ST'),\n",
       "              ('Lat', 42.33176796),\n",
       "              ('Long', -71.07182739),\n",
       "              ('Location', '(42.33176796, -71.07182739)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070377'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '915'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:24:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'E EIGHTH ST'),\n",
       "              ('Lat', 42.33255367),\n",
       "              ('Long', -71.05064614),\n",
       "              ('Location', '(42.33255367, -71.05064614)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070376'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '77'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 20:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NEW SUDBURY ST'),\n",
       "              ('Lat', 42.36183857),\n",
       "              ('Long', -71.05976489),\n",
       "              ('Location', '(42.36183857, -71.05976489)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070375'),\n",
       "              ('OFFENSE_CODE', 3501),\n",
       "              ('OFFENSE_CODE_GROUP', 'Missing Person Reported'),\n",
       "              ('OFFENSE_DESCRIPTION', 'MISSING PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '358'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LARCHMONT ST'),\n",
       "              ('Lat', 42.29703368),\n",
       "              ('Long', -71.06860662),\n",
       "              ('Location', '(42.29703368, -71.06860662)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070375'),\n",
       "              ('OFFENSE_CODE', 3502),\n",
       "              ('OFFENSE_CODE_GROUP', 'Missing Person Located'),\n",
       "              ('OFFENSE_DESCRIPTION', 'MISSING PERSON - LOCATED'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '358'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LARCHMONT ST'),\n",
       "              ('Lat', 42.29703368),\n",
       "              ('Long', -71.06860662),\n",
       "              ('Location', '(42.29703368, -71.06860662)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070374'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:33:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.33151013),\n",
       "              ('Long', -71.10958389),\n",
       "              ('Location', '(42.33151013, -71.10958389)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070373'),\n",
       "              ('OFFENSE_CODE', 3112),\n",
       "              ('OFFENSE_CODE_GROUP', 'Landlord/Tenant Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LANDLORD - TENANT SERVICE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '290'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:49:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MALCOLM X BLVD'),\n",
       "              ('Lat', 42.33130111),\n",
       "              ('Long', -71.09333508),\n",
       "              ('Location', '(42.33130111, -71.09333508)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070372'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '344'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'GENEVA AVE'),\n",
       "              ('Lat', 42.30135087),\n",
       "              ('Long', -71.06796465),\n",
       "              ('Location', '(42.30135087, -71.06796465)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070371'),\n",
       "              ('OFFENSE_CODE', 1102),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fraud'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - FALSE PRETENSE / SCHEME'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '112'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.35512339),\n",
       "              ('Long', -71.0608798),\n",
       "              ('Location', '(42.35512339, -71.06087980)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070370'),\n",
       "              ('OFFENSE_CODE', 617),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM BUILDING'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '80'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:58:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'PRINCE ST'),\n",
       "              ('Lat', 42.36531295),\n",
       "              ('Long', -71.05565803),\n",
       "              ('Location', '(42.36531295, -71.05565803)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070368'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '351'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ADAMS ST'),\n",
       "              ('Lat', 42.29963709),\n",
       "              ('Long', -71.05851176),\n",
       "              ('Location', '(42.29963709, -71.05851176)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070367'),\n",
       "              ('OFFENSE_CODE', 3007),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SUDDEN DEATH'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '547'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ASHEVILLE RD'),\n",
       "              ('Lat', 42.26831357),\n",
       "              ('Long', -71.12774478),\n",
       "              ('Location', '(42.26831357, -71.12774478)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070366'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '87'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:18:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'COMMERCIAL ST'),\n",
       "              ('Lat', 42.36628674),\n",
       "              ('Long', -71.05135503),\n",
       "              ('Location', '(42.36628674, -71.05135503)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070365'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '651'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 07:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOYNTON ST'),\n",
       "              ('Lat', 42.30542129),\n",
       "              ('Long', -71.11325289),\n",
       "              ('Location', '(42.30542129, -71.11325289)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070364'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '185'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:41:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MASSACHUSETTS AVE'),\n",
       "              ('Lat', 42.32198656),\n",
       "              ('Long', -71.06280666),\n",
       "              ('Location', '(42.32198656, -71.06280666)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070363'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '611'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:35:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MISSION PARK DR'),\n",
       "              ('Lat', 42.33407624),\n",
       "              ('Long', -71.10842653),\n",
       "              ('Location', '(42.33407624, -71.10842653)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070362'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '455'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:46:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TRINITY TER'),\n",
       "              ('Lat', 42.3013553),\n",
       "              ('Long', -71.07790746),\n",
       "              ('Location', '(42.30135530, -71.07790746)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070361'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '355'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 19:17:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GIBSON ST'),\n",
       "              ('Lat', 42.29755533),\n",
       "              ('Long', -71.0597091),\n",
       "              ('Location', '(42.29755533, -71.05970910)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070360'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '112'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.35512339),\n",
       "              ('Long', -71.0608798),\n",
       "              ('Location', '(42.35512339, -71.06087980)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070359'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '406'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:32:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'RIVER ST'),\n",
       "              ('Lat', 42.27136131),\n",
       "              ('Long', -71.0810083),\n",
       "              ('Location', '(42.27136131, -71.08100830)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070358'),\n",
       "              ('OFFENSE_CODE', 735),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft Recovery'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'RECOVERED - MV RECOVERED IN BOSTON (STOLEN OUTSIDE BOSTON)'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '520'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Other'),\n",
       "              ('STREET', 'HYDE PARK AVE'),\n",
       "              ('Lat', 42.25621592),\n",
       "              ('Long', -71.12401947),\n",
       "              ('Location', '(42.25621592, -71.12401947)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070357'),\n",
       "              ('OFFENSE_CODE', 2905),\n",
       "              ('OFFENSE_CODE_GROUP', 'Violations'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - OPERATING WITHOUT LICENSE'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '682'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:54:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DURNELL AVE'),\n",
       "              ('Lat', 42.28585449),\n",
       "              ('Long', -71.13761496),\n",
       "              ('Location', '(42.28585449, -71.13761496)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070357'),\n",
       "              ('OFFENSE_CODE', 2900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - VIOLATION OF AUTO LAW - OTHER'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '682'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:54:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DURNELL AVE'),\n",
       "              ('Lat', 42.28585449),\n",
       "              ('Long', -71.13761496),\n",
       "              ('Location', '(42.28585449, -71.13761496)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070356'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '641'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:24:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CENTRE ST'),\n",
       "              ('Lat', 42.31674811),\n",
       "              ('Long', -71.11356249),\n",
       "              ('Location', '(42.31674811, -71.11356249)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070355'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '938'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 18:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'JETTE CT'),\n",
       "              ('Lat', 42.3468275),\n",
       "              ('Long', -71.14319087),\n",
       "              ('Location', '(42.34682750, -71.14319087)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070354'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '462'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-29 22:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BOWDOIN AVE'),\n",
       "              ('Lat', 42.30090969),\n",
       "              ('Long', -71.07425843),\n",
       "              ('Location', '(42.30090969, -71.07425843)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070353'),\n",
       "              ('OFFENSE_CODE', 612),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY PURSE SNATCH - NO FORCE '),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '117'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.3523411),\n",
       "              ('Long', -71.06432465),\n",
       "              ('Location', '(42.35234110, -71.06432465)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070352'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '138'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:03:35'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NEWBURY ST'),\n",
       "              ('Lat', 42.3494205),\n",
       "              ('Long', -71.083158),\n",
       "              ('Location', '(42.34942050, -71.08315800)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070350'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '212'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DORCHESTER ST'),\n",
       "              ('Lat', 42.33686889),\n",
       "              ('Long', -71.04379437),\n",
       "              ('Location', '(42.33686889, -71.04379437)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070349'),\n",
       "              ('OFFENSE_CODE', 560),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other Burglary'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BURGLARY - OTHER - FORCE'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '519'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-27 19:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'FAIRMOUNT AVE'),\n",
       "              ('Lat', 42.2539599),\n",
       "              ('Long', -71.11962283),\n",
       "              ('Location', '(42.25395990, -71.11962283)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070348'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '786'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COMMONWEALTH AVE'),\n",
       "              ('Lat', 42.34251263),\n",
       "              ('Long', -71.14363495),\n",
       "              ('Location', '(42.34251263, -71.14363495)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070347'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '332'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:42:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GLEN ST'),\n",
       "              ('Lat', 42.31282319),\n",
       "              ('Long', -71.06746355),\n",
       "              ('Location', '(42.31282319, -71.06746355)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070346'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '587'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BURNEY ST'),\n",
       "              ('Lat', 42.33188687),\n",
       "              ('Long', -71.0995439),\n",
       "              ('Location', '(42.33188687, -71.09954390)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070344'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '563'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:34:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FAWNDALE RD'),\n",
       "              ('Lat', 42.29011783),\n",
       "              ('Long', -71.12187904),\n",
       "              ('Location', '(42.29011783, -71.12187904)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070343'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '406'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-29 11:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SOUTHMERE RD'),\n",
       "              ('Lat', 42.27038654),\n",
       "              ('Long', -71.08451378),\n",
       "              ('Location', '(42.27038654, -71.08451378)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070342'),\n",
       "              ('OFFENSE_CODE', 381),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - CAR JACKING'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '490'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CUMMINS HWY'),\n",
       "              ('Lat', 42.27645319),\n",
       "              ('Long', -71.11297971),\n",
       "              ('Location', '(42.27645319, -71.11297971)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070342'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '490'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CUMMINS HWY'),\n",
       "              ('Lat', 42.27645319),\n",
       "              ('Long', -71.11297971),\n",
       "              ('Location', '(42.27645319, -71.11297971)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070341'),\n",
       "              ('OFFENSE_CODE', 1849),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS B - COCAINE, ETC.'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:32:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.29013465),\n",
       "              ('Long', -71.08624927),\n",
       "              ('Location', '(42.29013465, -71.08624927)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070340'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '311'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.3160569),\n",
       "              ('Long', -71.07820017),\n",
       "              ('Location', '(42.31605690, -71.07820017)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070339'),\n",
       "              ('OFFENSE_CODE', 3402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Service'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ANIMAL INCIDENTS'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '795'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ALLSTON ST'),\n",
       "              ('Lat', 42.35042346),\n",
       "              ('Long', -71.13638086),\n",
       "              ('Location', '(42.35042346, -71.13638086)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070338'),\n",
       "              ('OFFENSE_CODE', 735),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft Recovery'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'RECOVERED - MV RECOVERED IN BOSTON (STOLEN OUTSIDE BOSTON)'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '939'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:18:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Other'),\n",
       "              ('STREET', 'FANEUIL ST'),\n",
       "              ('Lat', 42.35555336),\n",
       "              ('Long', -71.15274721),\n",
       "              ('Location', '(42.35555336, -71.15274721)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070337'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '282'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:48:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.32866284),\n",
       "              ('Long', -71.08563401),\n",
       "              ('Location', '(42.32866284, -71.08563401)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070335'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '206'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:02:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SLEEPER ST'),\n",
       "              ('Lat', 42.35217524),\n",
       "              ('Long', -71.04913425),\n",
       "              ('Location', '(42.35217524, -71.04913425)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070334'),\n",
       "              ('OFFENSE_CODE', 724),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '326'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:24:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.31162834),\n",
       "              ('Long', -71.08094294),\n",
       "              ('Location', '(42.31162834, -71.08094294)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070333'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.31190268),\n",
       "              ('Long', -71.08073292),\n",
       "              ('Location', '(42.31190268, -71.08073292)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070332'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '908'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SHANDON RD'),\n",
       "              ('Lat', 42.29505434),\n",
       "              ('Long', -71.08904077),\n",
       "              ('Location', '(42.29505434, -71.08904077)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070331'),\n",
       "              ('OFFENSE_CODE', 724),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '235'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CARSON ST'),\n",
       "              ('Lat', 42.3197573),\n",
       "              ('Long', -71.05428941),\n",
       "              ('Location', '(42.31975730, -71.05428941)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070330'),\n",
       "              ('OFFENSE_CODE', 3119),\n",
       "              ('OFFENSE_CODE_GROUP', 'Firearm Discovery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FIREARM/WEAPON - FOUND OR CONFISCATED'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '558'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 15:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HEATHCOTE ST'),\n",
       "              ('Lat', 42.28166155),\n",
       "              ('Long', -71.12591039),\n",
       "              ('Location', '(42.28166155, -71.12591039)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070329'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '257'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 17:13:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HANCOCK ST'),\n",
       "              ('Lat', 42.310434),\n",
       "              ('Long', -71.0613401),\n",
       "              ('Location', '(42.31043400, -71.06134010)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070328'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '822'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-20 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'EDGEMERE RD'),\n",
       "              ('Lat', 42.25867638),\n",
       "              ('Long', -71.15116479),\n",
       "              ('Location', '(42.25867638, -71.15116479)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070327'),\n",
       "              ('OFFENSE_CODE', 1810),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - SALE / MANUFACTURING'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '680'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.28537376),\n",
       "              ('Long', -71.12928626),\n",
       "              ('Location', '(42.28537376, -71.12928626)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070327'),\n",
       "              ('OFFENSE_CODE', 1843),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'DRUGS - POSS CLASS B - INTENT TO MFR DIST DISP'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '680'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.28537376),\n",
       "              ('Long', -71.12928626),\n",
       "              ('Location', '(42.28537376, -71.12928626)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070327'),\n",
       "              ('OFFENSE_CODE', 1815),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSSESSION'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '680'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.28537376),\n",
       "              ('Long', -71.12928626),\n",
       "              ('Location', '(42.28537376, -71.12928626)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070326'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '682'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WALWORTH ST'),\n",
       "              ('Lat', 42.2821665),\n",
       "              ('Long', -71.13732337),\n",
       "              ('Location', '(42.28216650, -71.13732337)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070325'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '434'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:41:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'THETFORD AVE'),\n",
       "              ('Lat', 42.28465991),\n",
       "              ('Long', -71.07839997),\n",
       "              ('Location', '(42.28465991, -71.07839997)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070325'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '434'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:41:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'THETFORD AVE'),\n",
       "              ('Lat', 42.28465991),\n",
       "              ('Long', -71.07839997),\n",
       "              ('Location', '(42.28465991, -71.07839997)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070324'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '192'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 15:59:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'MOHAWK ST'),\n",
       "              ('Lat', 42.3289371),\n",
       "              ('Long', -71.05571742),\n",
       "              ('Location', '(42.32893710, -71.05571742)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070323'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '129'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 15:53:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.35095909),\n",
       "              ('Long', -71.0741278),\n",
       "              ('Location', '(42.35095909, -71.07412780)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070322'),\n",
       "              ('OFFENSE_CODE', 3125),\n",
       "              ('OFFENSE_CODE_GROUP', 'Warrant Arrests'),\n",
       "              ('OFFENSE_DESCRIPTION', 'WARRANT ARREST'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '280'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:04:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WARREN ST'),\n",
       "              ('Lat', 42.32902469),\n",
       "              ('Long', -71.08341505),\n",
       "              ('Location', '(42.32902469, -71.08341505)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070321'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '231'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:18:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SWALLOW ST'),\n",
       "              ('Lat', 42.33362325),\n",
       "              ('Long', -71.0301924),\n",
       "              ('Location', '(42.33362325, -71.03019240)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070319'),\n",
       "              ('OFFENSE_CODE', 3125),\n",
       "              ('OFFENSE_CODE_GROUP', 'Warrant Arrests'),\n",
       "              ('OFFENSE_DESCRIPTION', 'WARRANT ARREST'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '238'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 16:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'QUINCEFIELD ST'),\n",
       "              ('Lat', 42.31873011),\n",
       "              ('Long', -71.06660708),\n",
       "              ('Location', '(42.31873011, -71.06660708)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070318'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '144'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 13:57:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SAINT GERMAIN ST'),\n",
       "              ('Lat', 42.34571916),\n",
       "              ('Long', -71.08562464),\n",
       "              ('Location', '(42.34571916, -71.08562464)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070317'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '456'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:43:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'GREENWOOD ST'),\n",
       "              ('Lat', 42.3008484),\n",
       "              ('Long', -71.07982055),\n",
       "              ('Location', '(42.30084840, -71.07982055)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070316'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 15:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.35491419),\n",
       "              ('Long', -71.14414913),\n",
       "              ('Location', '(42.35491419, -71.14414913)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070315'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '288'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ROXBURY ST'),\n",
       "              ('Lat', 42.32952036),\n",
       "              ('Long', -71.08530641),\n",
       "              ('Location', '(42.32952036, -71.08530641)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070314'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '317'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 15:07:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HUMBOLDT AVE'),\n",
       "              ('Lat', 42.31262432),\n",
       "              ('Long', -71.08991596),\n",
       "              ('Location', '(42.31262432, -71.08991596)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070313'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '783'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 13:18:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GORDON ST'),\n",
       "              ('Lat', 42.34966796),\n",
       "              ('Long', -71.13995527),\n",
       "              ('Location', '(42.34966796, -71.13995527)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070312'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '29'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 15:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MAVERICK SQ'),\n",
       "              ('Lat', 42.36943145),\n",
       "              ('Long', -71.03917179),\n",
       "              ('Location', '(42.36943145, -71.03917179)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070311'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '116'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'OXFORD ST'),\n",
       "              ('Lat', 42.35193461),\n",
       "              ('Long', -71.06048592),\n",
       "              ('Location', '(42.35193461, -71.06048592)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070310'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '442'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 13:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BROWNING AVE'),\n",
       "              ('Lat', 42.29415023),\n",
       "              ('Long', -71.08175047),\n",
       "              ('Location', '(42.29415023, -71.08175047)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070309'),\n",
       "              ('OFFENSE_CODE', 361),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - OTHER'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '151'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 15:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BERKELEY ST'),\n",
       "              ('Lat', 42.3460551),\n",
       "              ('Long', -71.07050669),\n",
       "              ('Location', '(42.34605510, -71.07050669)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070309'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '151'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 15:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BERKELEY ST'),\n",
       "              ('Lat', 42.3460551),\n",
       "              ('Long', -71.07050669),\n",
       "              ('Location', '(42.34605510, -71.07050669)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070308'),\n",
       "              ('OFFENSE_CODE', 3810),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'M/V ACCIDENT - INVOLVING \\xa0BICYCLE - INJURY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:32:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.33291214),\n",
       "              ('Long', -71.09235717),\n",
       "              ('Location', '(42.33291214, -71.09235717)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070307'),\n",
       "              ('OFFENSE_CODE', 2900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - VIOLATION OF AUTO LAW - OTHER'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '510'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 15:01:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.30055518),\n",
       "              ('Long', -71.11312439),\n",
       "              ('Location', '(42.30055518, -71.11312439)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070306'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '400'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MELLEN ST'),\n",
       "              ('Lat', 42.28584895),\n",
       "              ('Long', -71.06935381),\n",
       "              ('Location', '(42.28584895, -71.06935381)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070305'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '569'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:48:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.30307413),\n",
       "              ('Long', -71.11081856),\n",
       "              ('Location', '(42.30307413, -71.11081856)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070305'),\n",
       "              ('OFFENSE_CODE', 2905),\n",
       "              ('OFFENSE_CODE_GROUP', 'Violations'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - OPERATING WITHOUT LICENSE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '569'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:48:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.30307413),\n",
       "              ('Long', -71.11081856),\n",
       "              ('Location', '(42.30307413, -71.11081856)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070304'),\n",
       "              ('OFFENSE_CODE', 1107),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fraud'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - IMPERSONATION'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '905'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2017-11-01 00:00:00'),\n",
       "              ('YEAR', 2017),\n",
       "              ('MONTH', 11),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'E BROOKLINE ST'),\n",
       "              ('Lat', 42.33926764),\n",
       "              ('Long', -71.07208833),\n",
       "              ('Location', '(42.33926764, -71.07208833)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070302'),\n",
       "              ('OFFENSE_CODE', 423),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '238'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'QUINCEFIELD ST'),\n",
       "              ('Lat', 42.31873011),\n",
       "              ('Long', -71.06660708),\n",
       "              ('Location', '(42.31873011, -71.06660708)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070301'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '304'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MARCELLA ST'),\n",
       "              ('Lat', 42.32102023),\n",
       "              ('Long', -71.09352344),\n",
       "              ('Location', '(42.32102023, -71.09352344)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070300'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '453'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 10:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.2969072),\n",
       "              ('Long', -71.07233558),\n",
       "              ('Location', '(42.29690720, -71.07233558)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070298'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '337'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 14:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'OLNEY ST'),\n",
       "              ('Lat', 42.30512773),\n",
       "              ('Long', -71.07370747),\n",
       "              ('Location', '(42.30512773, -71.07370747)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070297'),\n",
       "              ('OFFENSE_CODE', 3207),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Found'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - FOUND'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '86'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 13:25:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SALEM ST'),\n",
       "              ('Lat', 42.36423881),\n",
       "              ('Long', -71.05556016),\n",
       "              ('Location', '(42.36423881, -71.05556016)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070296'),\n",
       "              ('OFFENSE_CODE', 3207),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Found'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - FOUND'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '335'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:44:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'QUINCY ST'),\n",
       "              ('Lat', 42.30947016),\n",
       "              ('Long', -71.06664424),\n",
       "              ('Location', '(42.30947016, -71.06664424)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070294'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '522'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HYDE PARK AVE'),\n",
       "              ('Lat', 42.2518944),\n",
       "              ('Long', -71.1253531),\n",
       "              ('Location', '(42.25189440, -71.12535310)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070292'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '734'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 13:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'POTOMAC ST'),\n",
       "              ('Lat', 42.28678471),\n",
       "              ('Long', -71.16356912),\n",
       "              ('Location', '(42.28678471, -71.16356912)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070291'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '17'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 13:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CHELSEA ST'),\n",
       "              ('Lat', 42.38064028),\n",
       "              ('Long', -71.02628915),\n",
       "              ('Location', '(42.38064028, -71.02628915)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070290'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '261'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BROOK AVE'),\n",
       "              ('Lat', 42.32047753),\n",
       "              ('Long', -71.07273673),\n",
       "              ('Location', '(42.32047753, -71.07273673)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070290'),\n",
       "              ('OFFENSE_CODE', 522),\n",
       "              ('OFFENSE_CODE_GROUP', 'Residential Burglary'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BURGLARY - RESIDENTIAL - NO FORCE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '261'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BROOK AVE'),\n",
       "              ('Lat', 42.32047753),\n",
       "              ('Long', -71.07273673),\n",
       "              ('Location', '(42.32047753, -71.07273673)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070289'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '187'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HOWELL ST'),\n",
       "              ('Lat', 42.32491951),\n",
       "              ('Long', -71.05726305),\n",
       "              ('Location', '(42.32491951, -71.05726305)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070288'),\n",
       "              ('OFFENSE_CODE', 2101),\n",
       "              ('OFFENSE_CODE_GROUP', 'Operating Under the Influence'),\n",
       "              ('OFFENSE_DESCRIPTION', 'OPERATING UNDER THE INFLUENCE ALCOHOL'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '288'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 13:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ROXBURY ST'),\n",
       "              ('Lat', 42.3296087),\n",
       "              ('Long', -71.08462109),\n",
       "              ('Location', '(42.32960870, -71.08462109)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070288'),\n",
       "              ('OFFENSE_CODE', 2900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - VIOLATION OF AUTO LAW - OTHER'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '288'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 13:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ROXBURY ST'),\n",
       "              ('Lat', 42.3296087),\n",
       "              ('Long', -71.08462109),\n",
       "              ('Location', '(42.32960870, -71.08462109)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070287'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '793'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:09:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ROYCE RD'),\n",
       "              ('Lat', 42.34914832),\n",
       "              ('Long', -71.131573),\n",
       "              ('Location', '(42.34914832, -71.13157300)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070287'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '793'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:09:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ROYCE RD'),\n",
       "              ('Lat', 42.34914832),\n",
       "              ('Long', -71.131573),\n",
       "              ('Location', '(42.34914832, -71.13157300)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070286'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '360'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 13:14:28'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PARK ST'),\n",
       "              ('Lat', 42.29753608),\n",
       "              ('Long', -71.0644598),\n",
       "              ('Location', '(42.29753608, -71.06445980)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070284'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '452'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 13:37:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'KENBERMA RD'),\n",
       "              ('Lat', 42.29574022),\n",
       "              ('Long', -71.07322638),\n",
       "              ('Location', '(42.29574022, -71.07322638)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070283'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:42:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.30151745),\n",
       "              ('Long', -71.05979924),\n",
       "              ('Location', '(42.30151745, -71.05979924)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070282'),\n",
       "              ('OFFENSE_CODE', 2610),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TRESPASSING'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '808'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ANTWERP ST'),\n",
       "              ('Lat', 42.35939228),\n",
       "              ('Long', -71.14002093),\n",
       "              ('Location', '(42.35939228, -71.14002093)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070281'),\n",
       "              ('OFFENSE_CODE', 612),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY PURSE SNATCH - NO FORCE '),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '143'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 11:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34862382),\n",
       "              ('Long', -71.08277637),\n",
       "              ('Location', '(42.34862382, -71.08277637)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070280'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '483'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:03:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MONPONSET ST'),\n",
       "              ('Lat', 42.26368029),\n",
       "              ('Long', -71.09968298),\n",
       "              ('Location', '(42.26368029, -71.09968298)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070279'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '92'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COURT ST'),\n",
       "              ('Lat', 42.35892279),\n",
       "              ('Long', -71.05835354),\n",
       "              ('Location', '(42.35892279, -71.05835354)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070277'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '429'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:42:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'THEODORE ST'),\n",
       "              ('Lat', 42.28406985),\n",
       "              ('Long', -71.0882492),\n",
       "              ('Location', '(42.28406985, -71.08824920)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070276'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '194'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DORCHESTER ST'),\n",
       "              ('Lat', 42.3301111),\n",
       "              ('Long', -71.05611033),\n",
       "              ('Location', '(42.33011110, -71.05611033)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070275'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '680'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 12:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CORINTH ST'),\n",
       "              ('Lat', 42.28593201),\n",
       "              ('Long', -71.12933705),\n",
       "              ('Location', '(42.28593201, -71.12933705)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070274'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '509'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 11:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WOODLAWN ST'),\n",
       "              ('Lat', 42.29860932),\n",
       "              ('Long', -71.11223703),\n",
       "              ('Location', '(42.29860932, -71.11223703)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070273'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '576'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:41:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'AMORY ST'),\n",
       "              ('Lat', 42.31532445),\n",
       "              ('Long', -71.10427615),\n",
       "              ('Location', '(42.31532445, -71.10427615)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070272'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '501'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HYDE PARK AVE'),\n",
       "              ('Lat', 42.27930648),\n",
       "              ('Long', -71.1190981),\n",
       "              ('Location', '(42.27930648, -71.11909810)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070270'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '458'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 11:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.30238881),\n",
       "              ('Long', -71.08539388),\n",
       "              ('Location', '(42.30238881, -71.08539388)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070270'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '458'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 11:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.30238881),\n",
       "              ('Long', -71.08539388),\n",
       "              ('Location', '(42.30238881, -71.08539388)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070269'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '420'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LORNA RD'),\n",
       "              ('Lat', 42.27974378),\n",
       "              ('Long', -71.08248818),\n",
       "              ('Location', '(42.27974378, -71.08248818)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070268'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '333'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:04:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COLUMBIA RD'),\n",
       "              ('Lat', 42.31069804),\n",
       "              ('Long', -71.07119068),\n",
       "              ('Location', '(42.31069804, -71.07119068)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070267'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '206'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 11:48:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CONGRESS ST'),\n",
       "              ('Lat', 42.35096784),\n",
       "              ('Long', -71.0494023),\n",
       "              ('Location', '(42.35096784, -71.04940230)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070266'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '697'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 11:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ANAWAN AVE'),\n",
       "              ('Lat', 42.28469218),\n",
       "              ('Long', -71.14804192),\n",
       "              ('Location', '(42.28469218, -71.14804192)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070264'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '186'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-27 21:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ALLSTATE RD'),\n",
       "              ('Lat', 42.32809966),\n",
       "              ('Long', -71.06321676),\n",
       "              ('Location', '(42.32809966, -71.06321676)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070263'),\n",
       "              ('OFFENSE_CODE', 1106),\n",
       "              ('OFFENSE_CODE_GROUP', 'Confidence Games'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - CREDIT CARD / ATM FRAUD'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '291'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 12:24:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CENTRE ST'),\n",
       "              ('Lat', 42.32955354),\n",
       "              ('Long', -71.09357444),\n",
       "              ('Location', '(42.32955354, -71.09357444)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070262'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '778'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 09:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.349056),\n",
       "              ('Long', -71.1504985),\n",
       "              ('Location', '(42.34905600, -71.15049850)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070261'),\n",
       "              ('OFFENSE_CODE', 1849),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS B - COCAINE, ETC.'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 11:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.35238395),\n",
       "              ('Long', -71.06453754),\n",
       "              ('Location', '(42.35238395, -71.06453754)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070258'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '757'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 04:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GERRISH ST'),\n",
       "              ('Lat', 42.35603003),\n",
       "              ('Long', -71.16390698),\n",
       "              ('Location', '(42.35603003, -71.16390698)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070257'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '757'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 04:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GERRISH ST'),\n",
       "              ('Lat', 42.35603003),\n",
       "              ('Long', -71.16390698),\n",
       "              ('Location', '(42.35603003, -71.16390698)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070256'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '809'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 11:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'ADAMSON ST'),\n",
       "              ('Lat', 42.35858441),\n",
       "              ('Long', -71.13726609),\n",
       "              ('Location', '(42.35858441, -71.13726609)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070256'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '809'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 11:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ADAMSON ST'),\n",
       "              ('Lat', 42.35858441),\n",
       "              ('Long', -71.13726609),\n",
       "              ('Location', '(42.35858441, -71.13726609)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070255'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '251'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CASTLE ROCK ST'),\n",
       "              ('Lat', 42.31086085),\n",
       "              ('Long', -71.05163543),\n",
       "              ('Location', '(42.31086085, -71.05163543)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070254'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '791'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 11:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MELVIN AVE'),\n",
       "              ('Lat', 42.34446622),\n",
       "              ('Long', -71.14136327),\n",
       "              ('Location', '(42.34446622, -71.14136327)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070253'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '187'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 10:38:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOSTON ST'),\n",
       "              ('Lat', 42.32502384),\n",
       "              ('Long', -71.0592516),\n",
       "              ('Location', '(42.32502384, -71.05925160)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070252'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '503'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 10:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'AMERICAN LEGION HWY'),\n",
       "              ('Lat', 42.28446743),\n",
       "              ('Long', -71.11183089),\n",
       "              ('Location', '(42.28446743, -71.11183089)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070251'),\n",
       "              ('OFFENSE_CODE', 617),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM BUILDING'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '575'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 11:04:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.31330008),\n",
       "              ('Long', -71.10075998),\n",
       "              ('Location', '(42.31330008, -71.10075998)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070250'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '119'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.35241815),\n",
       "              ('Long', -71.06525499),\n",
       "              ('Location', '(42.35241815, -71.06525499)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070249'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '455'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 10:17:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NORWELL ST'),\n",
       "              ('Lat', 42.30132851),\n",
       "              ('Long', -71.07870873),\n",
       "              ('Location', '(42.30132851, -71.07870873)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070248'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '111'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 09:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.35397632),\n",
       "              ('Long', -71.06207046),\n",
       "              ('Location', '(42.35397632, -71.06207046)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070247'),\n",
       "              ('OFFENSE_CODE', 3112),\n",
       "              ('OFFENSE_CODE_GROUP', 'Landlord/Tenant Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LANDLORD - TENANT SERVICE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '814'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 09:57:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SEATTLE ST'),\n",
       "              ('Lat', 42.3601566),\n",
       "              ('Long', -71.1249469),\n",
       "              ('Location', '(42.36015660, -71.12494690)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070247'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '814'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 09:57:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SEATTLE ST'),\n",
       "              ('Lat', 42.3601566),\n",
       "              ('Long', -71.1249469),\n",
       "              ('Location', '(42.36015660, -71.12494690)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070246'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '563'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 10:13:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'STELLMAN RD'),\n",
       "              ('Lat', 42.28919902),\n",
       "              ('Long', -71.12309195),\n",
       "              ('Location', '(42.28919902, -71.12309195)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070245'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '70'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 10:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CHARLES ST'),\n",
       "              ('Lat', 42.35739591),\n",
       "              ('Long', -71.07008873),\n",
       "              ('Location', '(42.35739591, -71.07008873)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070244'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '180'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 09:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GERARD ST'),\n",
       "              ('Lat', 42.3276156),\n",
       "              ('Long', -71.07285692),\n",
       "              ('Location', '(42.32761560, -71.07285692)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070243'),\n",
       "              ('OFFENSE_CODE', 724),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '231'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 10:35:29'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'E SEVENTH ST'),\n",
       "              ('Lat', 42.33235328),\n",
       "              ('Long', -71.03222702),\n",
       "              ('Location', '(42.33235328, -71.03222702)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070242'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '208'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'E FIRST ST'),\n",
       "              ('Lat', 42.33818216),\n",
       "              ('Long', -71.03341955),\n",
       "              ('Location', '(42.33818216, -71.03341955)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070242'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '208'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'E FIRST ST'),\n",
       "              ('Lat', 42.33818216),\n",
       "              ('Long', -71.03341955),\n",
       "              ('Location', '(42.33818216, -71.03341955)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070240'),\n",
       "              ('OFFENSE_CODE', 2914),\n",
       "              ('OFFENSE_CODE_GROUP', 'Violations'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'VAL - OPERATING W/O AUTHORIZATION LAWFUL'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '435'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 03:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ARMANDINE ST'),\n",
       "              ('Lat', 42.28431486),\n",
       "              ('Long', -71.07410838),\n",
       "              ('Location', '(42.28431486, -71.07410838)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070239'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '147'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CLAREMONT PARK'),\n",
       "              ('Lat', 42.34210486),\n",
       "              ('Long', -71.08118057),\n",
       "              ('Location', '(42.34210486, -71.08118057)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070238'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '154'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 08:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'RUTLAND SQ'),\n",
       "              ('Lat', 42.34173737),\n",
       "              ('Long', -71.07818565),\n",
       "              ('Location', '(42.34173737, -71.07818565)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070237'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '900'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'POLK ST'),\n",
       "              ('Lat', 42.37994025),\n",
       "              ('Long', -71.06060665),\n",
       "              ('Location', '(42.37994025, -71.06060665)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070236'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '311'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 10:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WARREN ST'),\n",
       "              ('Lat', 42.3169665),\n",
       "              ('Long', -71.08254058),\n",
       "              ('Location', '(42.31696650, -71.08254058)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070235'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '542'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 08:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BUSINESS ST'),\n",
       "              ('Lat', 42.25442915),\n",
       "              ('Long', -71.1263254),\n",
       "              ('Location', '(42.25442915, -71.12632540)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070234'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '276'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 09:43:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'MELNEA CASS BLVD'),\n",
       "              ('Lat', 42.33330171),\n",
       "              ('Long', -71.08181675),\n",
       "              ('Location', '(42.33330171, -71.08181675)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070233'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '416'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 21:38:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'FAIRMOUNT ST'),\n",
       "              ('Lat', 42.28104853),\n",
       "              ('Long', -71.0720644),\n",
       "              ('Location', '(42.28104853, -71.07206440)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070232'),\n",
       "              ('OFFENSE_CODE', 615),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'LARCENY THEFT OF MV PARTS & ACCESSORIES'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '201'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'C ST'),\n",
       "              ('Lat', 42.34039076),\n",
       "              ('Long', -71.05168188),\n",
       "              ('Location', '(42.34039076, -71.05168188)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070230'),\n",
       "              ('OFFENSE_CODE', 3001),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DEATH INVESTIGATION'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '900'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 05:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'POLK ST'),\n",
       "              ('Lat', 42.37994025),\n",
       "              ('Long', -71.06060665),\n",
       "              ('Location', '(42.37994025, -71.06060665)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070229'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '214'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 09:36:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'W FOURTH ST'),\n",
       "              ('Lat', 42.33553188),\n",
       "              ('Long', -71.04769502),\n",
       "              ('Location', '(42.33553188, -71.04769502)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070228'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '587'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 08:42:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TREMONT ST'),\n",
       "              ('Lat', 42.33153509),\n",
       "              ('Long', -71.09534648),\n",
       "              ('Location', '(42.33153509, -71.09534648)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070228'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '587'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 08:42:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TREMONT ST'),\n",
       "              ('Lat', 42.33153509),\n",
       "              ('Long', -71.09534648),\n",
       "              ('Location', '(42.33153509, -71.09534648)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070227'),\n",
       "              ('OFFENSE_CODE', 3202),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Found'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST THEN LOCATED'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '214'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SILVER ST'),\n",
       "              ('Lat', 42.33582335),\n",
       "              ('Long', -71.0472246),\n",
       "              ('Location', '(42.33582335, -71.04722460)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070226'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '95'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 09:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'STATE ST'),\n",
       "              ('Lat', 42.35961316),\n",
       "              ('Long', -71.05195809),\n",
       "              ('Location', '(42.35961316, -71.05195809)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070225'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '67'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 09:02:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CAMBRIDGE ST'),\n",
       "              ('Lat', 42.36112829),\n",
       "              ('Long', -71.06618796),\n",
       "              ('Location', '(42.36112829, -71.06618796)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070224'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '909'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 09:42:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WHITTIER ST'),\n",
       "              ('Lat', 42.33380238),\n",
       "              ('Long', -71.08880867),\n",
       "              ('Location', '(42.33380238, -71.08880867)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070222'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '795'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-29 16:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ALLSTON ST'),\n",
       "              ('Lat', 42.34926256),\n",
       "              ('Long', -71.13720324),\n",
       "              ('Location', '(42.34926256, -71.13720324)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070221'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '288'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 09:01:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.32925905),\n",
       "              ('Long', -71.08482402),\n",
       "              ('Location', '(42.32925905, -71.08482402)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070220'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '707'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 08:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.26866684),\n",
       "              ('Long', -71.14904534),\n",
       "              ('Location', '(42.26866684, -71.14904534)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070219'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '246'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 08:53:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ROMSEY ST'),\n",
       "              ('Lat', 42.31619008),\n",
       "              ('Long', -71.05587937),\n",
       "              ('Location', '(42.31619008, -71.05587937)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070218'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '576'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 07:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.31631666),\n",
       "              ('Long', -71.1029721),\n",
       "              ('Location', '(42.31631666, -71.10297210)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070217'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '794'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 07:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LONG AVE'),\n",
       "              ('Lat', 42.34950022),\n",
       "              ('Long', -71.13585122),\n",
       "              ('Location', '(42.34950022, -71.13585122)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070215'),\n",
       "              ('OFFENSE_CODE', 724),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '364'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'ADAMS ST'),\n",
       "              ('Lat', 42.2944367),\n",
       "              ('Long', -71.05661774),\n",
       "              ('Location', '(42.29443670, -71.05661774)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070214'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '495'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 08:27:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GREENWOOD AVE'),\n",
       "              ('Lat', 42.26546031),\n",
       "              ('Long', -71.12023924),\n",
       "              ('Location', '(42.26546031, -71.12023924)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070213'),\n",
       "              ('OFFENSE_CODE', 2007),\n",
       "              ('OFFENSE_CODE_GROUP', 'Restraining Order Violations'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'VIOL. OF RESTRAINING ORDER W NO ARREST'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '456'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 07:49:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ERIE ST'),\n",
       "              ('Lat', 42.30272114),\n",
       "              ('Long', -71.07976167),\n",
       "              ('Location', '(42.30272114, -71.07976167)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070212'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '357'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 08:12:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BLOOMFIELD ST'),\n",
       "              ('Lat', 42.29910777),\n",
       "              ('Long', -71.06829572),\n",
       "              ('Location', '(42.29910777, -71.06829572)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070211'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '759'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'FANEUIL ST'),\n",
       "              ('Lat', 42.35174138),\n",
       "              ('Long', -71.16591844),\n",
       "              ('Location', '(42.35174138, -71.16591844)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070210'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '794'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 07:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GLENVILLE AVE'),\n",
       "              ('Lat', 42.35048627),\n",
       "              ('Long', -71.13288438),\n",
       "              ('Location', '(42.35048627, -71.13288438)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070209'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '437'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 08:17:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WHITFIELD ST'),\n",
       "              ('Lat', 42.2900467),\n",
       "              ('Long', -71.07330004),\n",
       "              ('Location', '(42.29004670, -71.07330004)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070208'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '779'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 05:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'MONTCALM AVE'),\n",
       "              ('Lat', 42.35321122),\n",
       "              ('Long', -71.14841124),\n",
       "              ('Location', '(42.35321122, -71.14841124)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070207'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '794'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 07:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PRICE RD'),\n",
       "              ('Lat', 42.34980866),\n",
       "              ('Long', -71.13513832),\n",
       "              ('Location', '(42.34980866, -71.13513832)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070206'),\n",
       "              ('OFFENSE_CODE', 724),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '463'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 01:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'AMERICAN LEGION HWY'),\n",
       "              ('Lat', 42.29708829),\n",
       "              ('Long', -71.09095546),\n",
       "              ('Location', '(42.29708829, -71.09095546)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070205'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '224'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 07:41:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'P ST'),\n",
       "              ('Lat', 42.33620256),\n",
       "              ('Long', -71.0271896),\n",
       "              ('Location', '(42.33620256, -71.02718960)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070204'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '749'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 08:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BEACON ST'),\n",
       "              ('Lat', 42.333582),\n",
       "              ('Long', -71.166091),\n",
       "              ('Location', '(42.33358200, -71.16609100)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070203'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '619'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 07:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SAINT STEPHEN ST'),\n",
       "              ('Lat', 42.34231311),\n",
       "              ('Long', -71.0869637),\n",
       "              ('Location', '(42.34231311, -71.08696370)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070201'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '793'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 07:03:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COMMONWEALTH AVE'),\n",
       "              ('Lat', 42.34888872),\n",
       "              ('Long', -71.1335453),\n",
       "              ('Location', '(42.34888872, -71.13354530)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070200'),\n",
       "              ('OFFENSE_CODE', 3001),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DEATH INVESTIGATION'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '148'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 05:47:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COLUMBUS AVE'),\n",
       "              ('Lat', 42.34242808),\n",
       "              ('Long', -71.07952412),\n",
       "              ('Location', '(42.34242808, -71.07952412)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070197'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '236'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 05:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'POND ST'),\n",
       "              ('Lat', 42.31961996),\n",
       "              ('Long', -71.05951046),\n",
       "              ('Location', '(42.31961996, -71.05951046)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070195'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '219'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 06:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'OLD HARBOR ST'),\n",
       "              ('Lat', 42.33084376),\n",
       "              ('Long', -71.04740908),\n",
       "              ('Location', '(42.33084376, -71.04740908)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070194'),\n",
       "              ('OFFENSE_CODE', 2610),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TRESPASSING'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '356'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 04:46:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'FAULKNER ST'),\n",
       "              ('Lat', 42.29960791),\n",
       "              ('Long', -71.06094616),\n",
       "              ('Location', '(42.29960791, -71.06094616)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070192'),\n",
       "              ('OFFENSE_CODE', 724),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '182'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 06:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'NORFOLK AVE'),\n",
       "              ('Lat', 42.32503262),\n",
       "              ('Long', -71.06915744),\n",
       "              ('Location', '(42.32503262, -71.06915744)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070190'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '67'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 05:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'S RUSSELL ST'),\n",
       "              ('Lat', 42.36022674),\n",
       "              ('Long', -71.0659773),\n",
       "              ('Location', '(42.36022674, -71.06597730)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070189'),\n",
       "              ('OFFENSE_CODE', 522),\n",
       "              ('OFFENSE_CODE_GROUP', 'Residential Burglary'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BURGLARY - RESIDENTIAL - NO FORCE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '397'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 04:47:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CENTRE ST'),\n",
       "              ('Lat', 42.29126463),\n",
       "              ('Long', -71.06811401),\n",
       "              ('Location', '(42.29126463, -71.06811401)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070188'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '951'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 05:19:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'RIVER ST'),\n",
       "              ('Lat', 42.26361745),\n",
       "              ('Long', -71.10237387),\n",
       "              ('Location', '(42.26361745, -71.10237387)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070187'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '933'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 04:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.2841954),\n",
       "              ('Long', -71.07157967),\n",
       "              ('Location', '(42.28419540, -71.07157967)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070186'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '417'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 05:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'STOCKTON ST'),\n",
       "              ('Lat', 42.28265604),\n",
       "              ('Long', -71.07374541),\n",
       "              ('Location', '(42.28265604, -71.07374541)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070186'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '417'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 05:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'STOCKTON ST'),\n",
       "              ('Lat', 42.28265604),\n",
       "              ('Long', -71.07374541),\n",
       "              ('Location', '(42.28265604, -71.07374541)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070183'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '358'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 04:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'VINSON ST'),\n",
       "              ('Lat', 42.29876701),\n",
       "              ('Long', -71.06403634),\n",
       "              ('Location', '(42.29876701, -71.06403634)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070182'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '520'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 04:10:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HYDE PARK AVE'),\n",
       "              ('Lat', 42.25843909),\n",
       "              ('Long', -71.12348834),\n",
       "              ('Location', '(42.25843909, -71.12348834)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070181'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '796'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 03:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'COMMONWEALTH AVE'),\n",
       "              ('Lat', 42.35067088),\n",
       "              ('Long', -71.12808866),\n",
       "              ('Location', '(42.35067088, -71.12808866)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070179'),\n",
       "              ('OFFENSE_CODE', 2629),\n",
       "              ('OFFENSE_CODE_GROUP', 'Harassment'),\n",
       "              ('OFFENSE_DESCRIPTION', 'HARASSMENT'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '181'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 02:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WOODWARD AVE'),\n",
       "              ('Lat', 42.3250287),\n",
       "              ('Long', -71.07341448),\n",
       "              ('Location', '(42.32502870, -71.07341448)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070178'),\n",
       "              ('OFFENSE_CODE', 2900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - VIOLATION OF AUTO LAW - OTHER'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '182'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 01:54:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CLIFTON ST'),\n",
       "              ('Lat', 42.32396791),\n",
       "              ('Long', -71.07117658),\n",
       "              ('Location', '(42.32396791, -71.07117658)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070177'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '257'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 03:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'STOUGHTON ST'),\n",
       "              ('Lat', 42.3166175),\n",
       "              ('Long', -71.06407827),\n",
       "              ('Location', '(42.31661750, -71.06407827)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070176'),\n",
       "              ('OFFENSE_CODE', 1503),\n",
       "              ('OFFENSE_CODE_GROUP', 'Firearm Violations'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'WEAPON - OTHER - CARRYING / POSSESSING, ETC'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '101'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 03:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MCKINLEY SQ'),\n",
       "              ('Lat', 42.35909289),\n",
       "              ('Long', -71.05327197),\n",
       "              ('Location', '(42.35909289, -71.05327197)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070173'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '308'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 03:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CRESTWOOD PARK'),\n",
       "              ('Lat', 42.31794835),\n",
       "              ('Long', -71.08774652),\n",
       "              ('Location', '(42.31794835, -71.08774652)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070172'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '117'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 01:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.3523119),\n",
       "              ('Long', -71.0637051),\n",
       "              ('Location', '(42.35231190, -71.06370510)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070171'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '157'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 03:37:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SHAWMUT AVE'),\n",
       "              ('Lat', 42.34020839),\n",
       "              ('Long', -71.07371512),\n",
       "              ('Location', '(42.34020839, -71.07371512)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070170'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '428'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 02:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'VERRILL ST'),\n",
       "              ('Lat', 42.28164146),\n",
       "              ('Long', -71.08851499),\n",
       "              ('Location', '(42.28164146, -71.08851499)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070169'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '441'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 02:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NIGHTINGALE ST'),\n",
       "              ('Lat', 42.29474312),\n",
       "              ('Long', -71.08503786),\n",
       "              ('Location', '(42.29474312, -71.08503786)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070168'),\n",
       "              ('OFFENSE_CODE', 301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - STREET'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '119'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 01:16:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'PARK ST'),\n",
       "              ('Lat', 42.35650174),\n",
       "              ('Long', -71.0619996),\n",
       "              ('Location', '(42.35650174, -71.06199960)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070168'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '119'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 01:16:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'PARK ST'),\n",
       "              ('Lat', 42.35650174),\n",
       "              ('Long', -71.0619996),\n",
       "              ('Location', '(42.35650174, -71.06199960)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070167'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '619'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 03:03:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WESTLAND AVE'),\n",
       "              ('Lat', 42.34355868),\n",
       "              ('Long', -71.08734146),\n",
       "              ('Location', '(42.34355868, -71.08734146)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070166'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '123'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 02:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.34997256),\n",
       "              ('Long', -71.06348817),\n",
       "              ('Location', '(42.34997256, -71.06348817)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070165'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '687'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 02:34:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BELGRADE AVE'),\n",
       "              ('Lat', 42.2862305),\n",
       "              ('Long', -71.13785361),\n",
       "              ('Location', '(42.28623050, -71.13785361)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070164'),\n",
       "              ('OFFENSE_CODE', 361),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - OTHER'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 02:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.36366522),\n",
       "              ('Long', -71.05838615),\n",
       "              ('Location', '(42.36366522, -71.05838615)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070164'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 02:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.36366522),\n",
       "              ('Long', -71.05838615),\n",
       "              ('Location', '(42.36366522, -71.05838615)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070163'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '309'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 02:24:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MARTIN LUTHER KING JR BLV'),\n",
       "              ('Lat', 42.31860134),\n",
       "              ('Long', -71.08405792),\n",
       "              ('Location', '(42.31860134, -71.08405792)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070162'),\n",
       "              ('OFFENSE_CODE', 2403),\n",
       "              ('OFFENSE_CODE_GROUP', 'Disorderly Conduct'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DISTURBING THE PEACE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '441'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 02:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'NIGHTINGALE ST'),\n",
       "              ('Lat', 42.29474312),\n",
       "              ('Long', -71.08503786),\n",
       "              ('Location', '(42.29474312, -71.08503786)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070161'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '796'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 01:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BRIGHTON AVE'),\n",
       "              ('Lat', 42.35245899),\n",
       "              ('Long', -71.12805084),\n",
       "              ('Location', '(42.35245899, -71.12805084)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070160'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 02:24:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COMMONWEALTH AVE'),\n",
       "              ('Lat', 42.35063798),\n",
       "              ('Long', -71.11265909),\n",
       "              ('Location', '(42.35063798, -71.11265909)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070159'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '352'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 01:33:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GENEVA AVE'),\n",
       "              ('Lat', 42.2997969),\n",
       "              ('Long', -71.06533457),\n",
       "              ('Location', '(42.29979690, -71.06533457)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070157'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '378'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 00:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COFFEY ST'),\n",
       "              ('Lat', 42.28888647),\n",
       "              ('Long', -71.04944044),\n",
       "              ('Location', '(42.28888647, -71.04944044)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070156'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '381'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 01:49:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HALLET ST'),\n",
       "              ('Lat', 42.28520026),\n",
       "              ('Long', -71.04674098),\n",
       "              ('Location', '(42.28520026, -71.04674098)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070155'),\n",
       "              ('OFFENSE_CODE', 2900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - VIOLATION OF AUTO LAW - OTHER'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '121'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 02:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'STUART ST'),\n",
       "              ('Lat', 42.35106637),\n",
       "              ('Long', -71.06549569),\n",
       "              ('Location', '(42.35106637, -71.06549569)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070154'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '138'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 00:51:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34932471),\n",
       "              ('Long', -71.08014801),\n",
       "              ('Location', '(42.34932471, -71.08014801)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070153'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '606'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 01:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'S HUNTINGTON AVE'),\n",
       "              ('Lat', 42.32955246),\n",
       "              ('Long', -71.11112429),\n",
       "              ('Location', '(42.32955246, -71.11112429)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070153'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '606'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 01:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'S HUNTINGTON AVE'),\n",
       "              ('Lat', 42.32955246),\n",
       "              ('Long', -71.11112429),\n",
       "              ('Location', '(42.32955246, -71.11112429)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070152'),\n",
       "              ('OFFENSE_CODE', 2662),\n",
       "              ('OFFENSE_CODE_GROUP', 'Ballistics'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BALLISTICS EVIDENCE/FOUND'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '901'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 01:32:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'TURQUOISE WAY'),\n",
       "              ('Lat', 42.33426744),\n",
       "              ('Long', -71.09713457),\n",
       "              ('Location', '(42.33426744, -71.09713457)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070151'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '752'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 01:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LAKE ST'),\n",
       "              ('Lat', 42.3467305),\n",
       "              ('Long', -71.16186432),\n",
       "              ('Location', '(42.34673050, -71.16186432)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070149'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '496'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 00:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HYDE PARK AVE'),\n",
       "              ('Lat', 42.26701085),\n",
       "              ('Long', -71.12096171),\n",
       "              ('Location', '(42.26701085, -71.12096171)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070148'),\n",
       "              ('OFFENSE_CODE', 1846),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS E'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 00:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.32492305),\n",
       "              ('Long', -71.09825252),\n",
       "              ('Location', '(42.32492305, -71.09825252)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070148'),\n",
       "              ('OFFENSE_CODE', 1849),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS B - COCAINE, ETC.'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 00:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.32492305),\n",
       "              ('Long', -71.09825252),\n",
       "              ('Location', '(42.32492305, -71.09825252)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070148'),\n",
       "              ('OFFENSE_CODE', 1841),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'DRUGS - POSS CLASS A - INTENT TO MFR DIST DISP'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 00:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.32492305),\n",
       "              ('Long', -71.09825252),\n",
       "              ('Location', '(42.32492305, -71.09825252)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070147'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '458'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 00:10:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WOLCOTT ST'),\n",
       "              ('Lat', 42.30273607),\n",
       "              ('Long', -71.08248544),\n",
       "              ('Location', '(42.30273607, -71.08248544)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070146'),\n",
       "              ('OFFENSE_CODE', 3001),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DEATH INVESTIGATION'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '605'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 00:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PARKER HILL AVE'),\n",
       "              ('Lat', 42.33267994),\n",
       "              ('Long', -71.109579),\n",
       "              ('Location', '(42.33267994, -71.10957900)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070144'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '339'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 00:16:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GLOVER PL'),\n",
       "              ('Lat', 42.30862267),\n",
       "              ('Long', -71.05993172),\n",
       "              ('Location', '(42.30862267, -71.05993172)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070143'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '23'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 00:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'PRINCETON ST'),\n",
       "              ('Lat', 42.37766),\n",
       "              ('Long', -71.03560198),\n",
       "              ('Location', '(42.37766000, -71.03560198)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070143'),\n",
       "              ('OFFENSE_CODE', 2629),\n",
       "              ('OFFENSE_CODE_GROUP', 'Harassment'),\n",
       "              ('OFFENSE_DESCRIPTION', 'HARASSMENT'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '23'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-09-01 00:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 9),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'PRINCETON ST'),\n",
       "              ('Lat', 42.37766),\n",
       "              ('Long', -71.03560198),\n",
       "              ('Location', '(42.37766000, -71.03560198)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070142'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '103'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 00:54:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'SCHOOL ST'),\n",
       "              ('Lat', 42.3575462),\n",
       "              ('Long', -71.05881953),\n",
       "              ('Location', '(42.35754620, -71.05881953)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070141'),\n",
       "              ('OFFENSE_CODE', 522),\n",
       "              ('OFFENSE_CODE_GROUP', 'Residential Burglary'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BURGLARY - RESIDENTIAL - NO FORCE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '597'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'COLUMBUS AVE'),\n",
       "              ('Lat', 42.33961848),\n",
       "              ('Long', -71.0828558),\n",
       "              ('Location', '(42.33961848, -71.08285580)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070140'),\n",
       "              ('OFFENSE_CODE', 520),\n",
       "              ('OFFENSE_CODE_GROUP', 'Residential Burglary'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BURGLARY - RESIDENTIAL - FORCE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '352'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'ARCADIA ST'),\n",
       "              ('Lat', 42.30170996),\n",
       "              ('Long', -71.06174506),\n",
       "              ('Location', '(42.30170996, -71.06174506)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070139'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '912'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PARKER ST'),\n",
       "              ('Lat', 42.32469443),\n",
       "              ('Long', -71.10087902),\n",
       "              ('Location', '(42.32469443, -71.10087902)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070138'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '900'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 22:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'COREY ST'),\n",
       "              ('Lat', 42.3787592),\n",
       "              ('Long', -71.05598086),\n",
       "              ('Location', '(42.37875920, -71.05598086)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070137'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '796'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'FORDHAM RD'),\n",
       "              ('Lat', 42.35154653),\n",
       "              ('Long', -71.12789558),\n",
       "              ('Location', '(42.35154653, -71.12789558)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070136'),\n",
       "              ('OFFENSE_CODE', 3502),\n",
       "              ('OFFENSE_CODE_GROUP', 'Missing Person Located'),\n",
       "              ('OFFENSE_DESCRIPTION', 'MISSING PERSON - LOCATED'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '611'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MISSION PARK DR'),\n",
       "              ('Lat', 42.33407624),\n",
       "              ('Long', -71.10842653),\n",
       "              ('Location', '(42.33407624, -71.10842653)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070135'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '624'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:16:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'LANSDOWNE ST'),\n",
       "              ('Lat', 42.34717363),\n",
       "              ('Long', -71.0964439),\n",
       "              ('Location', '(42.34717363, -71.09644390)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070134'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'FANEUIL HALL MARKETPLACE'),\n",
       "              ('Lat', 42.35997967),\n",
       "              ('Long', -71.05474135),\n",
       "              ('Location', '(42.35997967, -71.05474135)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070134'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'FANEUIL HALL MARKETPLACE'),\n",
       "              ('Lat', 42.35997967),\n",
       "              ('Long', -71.05474135),\n",
       "              ('Location', '(42.35997967, -71.05474135)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070132'),\n",
       "              ('OFFENSE_CODE', 3119),\n",
       "              ('OFFENSE_CODE_GROUP', 'Firearm Discovery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FIREARM/WEAPON - FOUND OR CONFISCATED'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '297'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:34:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FENNO ST'),\n",
       "              ('Lat', 42.32262111),\n",
       "              ('Long', -71.08431097),\n",
       "              ('Location', '(42.32262111, -71.08431097)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070131'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '320'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:18:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GEORGIA ST'),\n",
       "              ('Lat', 42.31068153),\n",
       "              ('Long', -71.08619442),\n",
       "              ('Location', '(42.31068153, -71.08619442)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070130'),\n",
       "              ('OFFENSE_CODE', 3202),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Found'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST THEN LOCATED'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '172'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 21:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MASSACHUSETTS AVE'),\n",
       "              ('Lat', 42.33311189),\n",
       "              ('Long', -71.0727637),\n",
       "              ('Location', '(42.33311189, -71.07276370)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070128'),\n",
       "              ('OFFENSE_CODE', 2629),\n",
       "              ('OFFENSE_CODE_GROUP', 'Harassment'),\n",
       "              ('OFFENSE_DESCRIPTION', 'HARASSMENT'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '22'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:06:38'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HAVRE ST'),\n",
       "              ('Lat', 42.37622688),\n",
       "              ('Long', -71.03439728),\n",
       "              ('Location', '(42.37622688, -71.03439728)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070127'),\n",
       "              ('OFFENSE_CODE', 2905),\n",
       "              ('OFFENSE_CODE_GROUP', 'Violations'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - OPERATING WITHOUT LICENSE'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '29'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 23:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SUMNER ST'),\n",
       "              ('Lat', 42.36884343),\n",
       "              ('Long', -71.03967544),\n",
       "              ('Location', '(42.36884343, -71.03967544)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070126'),\n",
       "              ('OFFENSE_CODE', 3002),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ANIMAL CONTROL - DOG BITES - ETC.'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '216'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 22:24:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'W NINTH ST'),\n",
       "              ('Lat', 42.33450412),\n",
       "              ('Long', -71.05411735),\n",
       "              ('Location', '(42.33450412, -71.05411735)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070125'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '435'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 22:35:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PEACEVALE RD'),\n",
       "              ('Lat', 42.28716674),\n",
       "              ('Long', -71.07633479),\n",
       "              ('Location', '(42.28716674, -71.07633479)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070124'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '691'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 22:49:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CENTRE ST'),\n",
       "              ('Lat', 42.28747035),\n",
       "              ('Long', -71.1515984),\n",
       "              ('Location', '(42.28747035, -71.15159840)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070123'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '94'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 21:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'FANEUIL HALL MARKETPLACE'),\n",
       "              ('Lat', 42.35997967),\n",
       "              ('Long', -71.05474135),\n",
       "              ('Location', '(42.35997967, -71.05474135)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070122'),\n",
       "              ('OFFENSE_CODE', 3016),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'FIREARM/WEAPON - ACCIDENTAL INJURY / DEATH'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '657'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 22:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CENTRE ST'),\n",
       "              ('Lat', 42.30098889),\n",
       "              ('Long', -71.12708146),\n",
       "              ('Location', '(42.30098889, -71.12708146)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070121'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '346'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 22:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BENTHAM RD'),\n",
       "              ('Lat', 42.30342529),\n",
       "              ('Long', -71.06311874),\n",
       "              ('Location', '(42.30342529, -71.06311874)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070120'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '135'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 15:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BEACON ST'),\n",
       "              ('Lat', 42.35275712),\n",
       "              ('Long', -71.08240215),\n",
       "              ('Location', '(42.35275712, -71.08240215)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070119'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '777'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 22:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.34781895),\n",
       "              ('Long', -71.14941056),\n",
       "              ('Location', '(42.34781895, -71.14941056)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070118'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 21:27:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.35565209),\n",
       "              ('Long', -71.06289015),\n",
       "              ('Location', '(42.35565209, -71.06289015)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070117'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '549'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GROVE ST'),\n",
       "              ('Lat', 42.26022909),\n",
       "              ('Long', -71.15680185),\n",
       "              ('Location', '(42.26022909, -71.15680185)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070116'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '309'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-25 00:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Saturday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'S CHARLAME CT'),\n",
       "              ('Lat', 42.31939136),\n",
       "              ('Long', -71.08544157),\n",
       "              ('Location', '(42.31939136, -71.08544157)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070115'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '793'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2017-10-11 17:43:00'),\n",
       "              ('YEAR', 2017),\n",
       "              ('MONTH', 10),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'KELTON ST'),\n",
       "              ('Lat', 42.34650102),\n",
       "              ('Long', -71.13612792),\n",
       "              ('Location', '(42.34650102, -71.13612792)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070114'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.36694113),\n",
       "              ('Long', -71.06056262),\n",
       "              ('Location', '(42.36694113, -71.06056262)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070112'),\n",
       "              ('OFFENSE_CODE', 3304),\n",
       "              ('OFFENSE_CODE_GROUP', 'Assembly or Gathering Violations'),\n",
       "              ('OFFENSE_DESCRIPTION', 'NOISY PARTY/RADIO-NO ARREST'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '694'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WESTOVER ST'),\n",
       "              ('Lat', 42.29299514),\n",
       "              ('Long', -71.15769172),\n",
       "              ('Location', '(42.29299514, -71.15769172)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070110'),\n",
       "              ('OFFENSE_CODE', 611),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY PICK-POCKET'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '356'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.29919694),\n",
       "              ('Long', -71.06046974),\n",
       "              ('Location', '(42.29919694, -71.06046974)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070109'),\n",
       "              ('OFFENSE_CODE', 3803),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PERSONAL INJURY'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '652'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 21:19:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.29941062),\n",
       "              ('Long', -71.11517471),\n",
       "              ('Location', '(42.29941062, -71.11517471)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070108'),\n",
       "              ('OFFENSE_CODE', 2629),\n",
       "              ('OFFENSE_CODE_GROUP', 'Harassment'),\n",
       "              ('OFFENSE_DESCRIPTION', 'HARASSMENT'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '157'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:28:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'W NEWTON ST'),\n",
       "              ('Lat', 42.34063708),\n",
       "              ('Long', -71.07572281),\n",
       "              ('Location', '(42.34063708, -71.07572281)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070107'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '938'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'FIDELIS WAY'),\n",
       "              ('Lat', 42.3458376),\n",
       "              ('Long', -71.14492138),\n",
       "              ('Location', '(42.34583760, -71.14492138)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070106'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '422'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 21:13:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'RIVER ST'),\n",
       "              ('Lat', 42.27133005),\n",
       "              ('Long', -71.08299865),\n",
       "              ('Location', '(42.27133005, -71.08299865)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070105'),\n",
       "              ('OFFENSE_CODE', 2900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - VIOLATION OF AUTO LAW - OTHER'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '795'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:48:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CAMBRIDGE ST'),\n",
       "              ('Lat', 42.35343384),\n",
       "              ('Long', -71.13786355),\n",
       "              ('Location', '(42.35343384, -71.13786355)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070104'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '77'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 21:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BOWKER ST'),\n",
       "              ('Lat', 42.36242887),\n",
       "              ('Long', -71.06054873),\n",
       "              ('Location', '(42.36242887, -71.06054873)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070102'),\n",
       "              ('OFFENSE_CODE', 2914),\n",
       "              ('OFFENSE_CODE_GROUP', 'Violations'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'VAL - OPERATING W/O AUTHORIZATION LAWFUL'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '415'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 21:36:09'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CODMAN HILL AVE'),\n",
       "              ('Lat', 42.27969129),\n",
       "              ('Long', -71.07144322),\n",
       "              ('Location', '(42.27969129, -71.07144322)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070101'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '171'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HARRISON AVE'),\n",
       "              ('Lat', 42.33555954),\n",
       "              ('Long', -71.07436364),\n",
       "              ('Location', '(42.33555954, -71.07436364)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070100'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '481'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CUMMINS HWY'),\n",
       "              ('Lat', 42.26857609),\n",
       "              ('Long', -71.09574826),\n",
       "              ('Location', '(42.26857609, -71.09574826)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070099'),\n",
       "              ('OFFENSE_CODE', 560),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other Burglary'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BURGLARY - OTHER - FORCE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '427'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'NORFOLK ST'),\n",
       "              ('Lat', 42.27759869),\n",
       "              ('Long', -71.09136804),\n",
       "              ('Location', '(42.27759869, -71.09136804)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070097'),\n",
       "              ('OFFENSE_CODE', 3501),\n",
       "              ('OFFENSE_CODE_GROUP', 'Missing Person Reported'),\n",
       "              ('OFFENSE_DESCRIPTION', 'MISSING PERSON'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '746'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LAGRANGE ST'),\n",
       "              ('Lat', 42.29848031),\n",
       "              ('Long', -71.1717622),\n",
       "              ('Location', '(42.29848031, -71.17176220)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070095'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '297'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DALE ST'),\n",
       "              ('Lat', 42.32074773),\n",
       "              ('Long', -71.08179833),\n",
       "              ('Location', '(42.32074773, -71.08179833)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070095'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '297'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'DALE ST'),\n",
       "              ('Lat', 42.32074773),\n",
       "              ('Long', -71.08179833),\n",
       "              ('Location', '(42.32074773, -71.08179833)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070094'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '817'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:01:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.28831574),\n",
       "              ('Long', -71.0635873),\n",
       "              ('Location', '(42.28831574, -71.06358730)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070093'),\n",
       "              ('OFFENSE_CODE', 1849),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS B - COCAINE, ETC.'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '186'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:10:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BOSTON ST'),\n",
       "              ('Lat', 42.32219952),\n",
       "              ('Long', -71.06110712),\n",
       "              ('Location', '(42.32219952, -71.06110712)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070091'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '290'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MALCOLM X BLVD'),\n",
       "              ('Lat', 42.33130111),\n",
       "              ('Long', -71.09333508),\n",
       "              ('Location', '(42.33130111, -71.09333508)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070090'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '134'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:17:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.3503787),\n",
       "              ('Long', -71.07626098),\n",
       "              ('Location', '(42.35037870, -71.07626098)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070089'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '919'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ASHMONT ST'),\n",
       "              ('Lat', 42.28741228),\n",
       "              ('Long', -71.05793993),\n",
       "              ('Location', '(42.28741228, -71.05793993)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070088'),\n",
       "              ('OFFENSE_CODE', 423),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '378'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'ASHMONT ST'),\n",
       "              ('Lat', 42.28864774),\n",
       "              ('Long', -71.05397944),\n",
       "              ('Location', '(42.28864774, -71.05397944)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070087'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '802'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BRIGHTON AVE'),\n",
       "              ('Lat', 42.35342608),\n",
       "              ('Long', -71.13508383),\n",
       "              ('Location', '(42.35342608, -71.13508383)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070086'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '407'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:16:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'OLD MORTON ST'),\n",
       "              ('Lat', 42.27294749),\n",
       "              ('Long', -71.07154272),\n",
       "              ('Location', '(42.27294749, -71.07154272)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070085'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.35451684),\n",
       "              ('Long', -71.13881966),\n",
       "              ('Location', '(42.35451684, -71.13881966)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070084'),\n",
       "              ('OFFENSE_CODE', 361),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - OTHER'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '318'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'HUMBOLDT AVE'),\n",
       "              ('Lat', 42.31024899),\n",
       "              ('Long', -71.0918393),\n",
       "              ('Location', '(42.31024899, -71.09183930)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070084'),\n",
       "              ('OFFENSE_CODE', 2622),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'KIDNAPPING/CUSTODIAL KIDNAPPING'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '318'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HUMBOLDT AVE'),\n",
       "              ('Lat', 42.31024899),\n",
       "              ('Long', -71.0918393),\n",
       "              ('Location', '(42.31024899, -71.09183930)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070084'),\n",
       "              ('OFFENSE_CODE', 423),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '318'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'HUMBOLDT AVE'),\n",
       "              ('Lat', 42.31024899),\n",
       "              ('Long', -71.0918393),\n",
       "              ('Location', '(42.31024899, -71.09183930)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070082'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '900'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'STARR KING CT'),\n",
       "              ('Lat', 42.37809471),\n",
       "              ('Long', -71.05570177),\n",
       "              ('Location', '(42.37809471, -71.05570177)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070081'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '345'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:49:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TOPLIFF ST'),\n",
       "              ('Lat', 42.30284782),\n",
       "              ('Long', -71.06808985),\n",
       "              ('Location', '(42.30284782, -71.06808985)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070080'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '78'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BLACKSTONE ST'),\n",
       "              ('Lat', 42.36165196),\n",
       "              ('Long', -71.05630529),\n",
       "              ('Location', '(42.36165196, -71.05630529)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070079'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '736'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HASTINGS ST'),\n",
       "              ('Lat', 42.28678123),\n",
       "              ('Long', -71.15741315),\n",
       "              ('Location', '(42.28678123, -71.15741315)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070078'),\n",
       "              ('OFFENSE_CODE', 2662),\n",
       "              ('OFFENSE_CODE_GROUP', 'Ballistics'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BALLISTICS EVIDENCE/FOUND'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '339'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:57:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CHURCH ST'),\n",
       "              ('Lat', 42.30866634),\n",
       "              ('Long', -71.06198089),\n",
       "              ('Location', '(42.30866634, -71.06198089)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070076'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '758'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.35042609),\n",
       "              ('Long', -71.16637332),\n",
       "              ('Location', '(42.35042609, -71.16637332)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070075'),\n",
       "              ('OFFENSE_CODE', 2610),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TRESPASSING'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '149'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 20:13:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DARTMOUTH ST'),\n",
       "              ('Lat', 42.34767067),\n",
       "              ('Long', -71.07620742),\n",
       "              ('Location', '(42.34767067, -71.07620742)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070074'),\n",
       "              ('OFFENSE_CODE', 1102),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fraud'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - FALSE PRETENSE / SCHEME'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '85'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ENDICOTT ST'),\n",
       "              ('Lat', 42.36517799),\n",
       "              ('Long', -71.05739255),\n",
       "              ('Location', '(42.36517799, -71.05739255)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070073'),\n",
       "              ('OFFENSE_CODE', 2646),\n",
       "              ('OFFENSE_CODE_GROUP', 'Liquor Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LIQUOR - DRINKING IN PUBLIC'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '181'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:02:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'NORFOLK AVE'),\n",
       "              ('Lat', 42.32587659),\n",
       "              ('Long', -71.07024947),\n",
       "              ('Location', '(42.32587659, -71.07024947)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070072'),\n",
       "              ('OFFENSE_CODE', 1849),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS B - COCAINE, ETC.'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '958'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:54:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BELLFLOWER ST'),\n",
       "              ('Lat', 42.32445145),\n",
       "              ('Long', -71.0581068),\n",
       "              ('Location', '(42.32445145, -71.05810680)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070072'),\n",
       "              ('OFFENSE_CODE', 3130),\n",
       "              ('OFFENSE_CODE_GROUP', 'Search Warrants'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SEARCH WARRANT'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '958'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:54:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BELLFLOWER ST'),\n",
       "              ('Lat', 42.32445145),\n",
       "              ('Long', -71.0581068),\n",
       "              ('Location', '(42.32445145, -71.05810680)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070070'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '716'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GLENHAVEN RD'),\n",
       "              ('Lat', 42.27147462),\n",
       "              ('Long', -71.16472873),\n",
       "              ('Location', '(42.27147462, -71.16472873)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070068'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '608'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'S HUNTINGTON AVE'),\n",
       "              ('Lat', 42.32639844),\n",
       "              ('Long', -71.11152626),\n",
       "              ('Location', '(42.32639844, -71.11152626)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070067'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '4'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:25:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BAYSWATER ST'),\n",
       "              ('Lat', 42.38248472),\n",
       "              ('Long', -70.99982811),\n",
       "              ('Location', '(42.38248472, -70.99982811)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070066'),\n",
       "              ('OFFENSE_CODE', 801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - SIMPLE'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '23'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BENNINGTON ST'),\n",
       "              ('Lat', 42.3764438),\n",
       "              ('Long', -71.03474021),\n",
       "              ('Location', '(42.37644380, -71.03474021)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070066'),\n",
       "              ('OFFENSE_CODE', 1503),\n",
       "              ('OFFENSE_CODE_GROUP', 'Firearm Violations'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'WEAPON - OTHER - CARRYING / POSSESSING, ETC'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '23'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BENNINGTON ST'),\n",
       "              ('Lat', 42.3764438),\n",
       "              ('Long', -71.03474021),\n",
       "              ('Location', '(42.37644380, -71.03474021)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070066'),\n",
       "              ('OFFENSE_CODE', 2407),\n",
       "              ('OFFENSE_CODE_GROUP', 'Disorderly Conduct'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ANNOYING AND ACCOSTING'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '23'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BENNINGTON ST'),\n",
       "              ('Lat', 42.3764438),\n",
       "              ('Long', -71.03474021),\n",
       "              ('Location', '(42.37644380, -71.03474021)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070066'),\n",
       "              ('OFFENSE_CODE', 2657),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VIOLATION - CITY ORDINANCE'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '23'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BENNINGTON ST'),\n",
       "              ('Lat', 42.3764438),\n",
       "              ('Long', -71.03474021),\n",
       "              ('Location', '(42.37644380, -71.03474021)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070065'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '755'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:42:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TREMONT ST'),\n",
       "              ('Lat', 42.35115368),\n",
       "              ('Long', -71.17291563),\n",
       "              ('Location', '(42.35115368, -71.17291563)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070064'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '771'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WINSHIP ST'),\n",
       "              ('Lat', 42.34666037),\n",
       "              ('Long', -71.15209532),\n",
       "              ('Location', '(42.34666037, -71.15209532)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070063'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '60'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ARROW ST'),\n",
       "              ('Lat', 42.37270654),\n",
       "              ('Long', -71.06412658),\n",
       "              ('Location', '(42.37270654, -71.06412658)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070062'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '230'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'L ST'),\n",
       "              ('Lat', 42.3335379),\n",
       "              ('Long', -71.03531827),\n",
       "              ('Location', '(42.33353790, -71.03531827)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070061'),\n",
       "              ('OFFENSE_CODE', 1849),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS B - COCAINE, ETC.'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '559'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DURNELL AVE'),\n",
       "              ('Lat', 42.28219943),\n",
       "              ('Long', -71.13269192),\n",
       "              ('Location', '(42.28219943, -71.13269192)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070060'),\n",
       "              ('OFFENSE_CODE', 3112),\n",
       "              ('OFFENSE_CODE_GROUP', 'Landlord/Tenant Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LANDLORD - TENANT SERVICE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '229'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 19:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'E FIFTH ST'),\n",
       "              ('Lat', 42.33381437),\n",
       "              ('Long', -71.04284935),\n",
       "              ('Location', '(42.33381437, -71.04284935)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070059'),\n",
       "              ('OFFENSE_CODE', 2610),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TRESPASSING'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '179'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'GERARD ST'),\n",
       "              ('Lat', 42.33176796),\n",
       "              ('Long', -71.07182739),\n",
       "              ('Location', '(42.33176796, -71.07182739)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070058'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '545'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-07 19:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Tuesday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GORDON AVE'),\n",
       "              ('Lat', 42.25866047),\n",
       "              ('Long', -71.12986111),\n",
       "              ('Location', '(42.25866047, -71.12986111)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070057'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '336'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:49:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'RICHFIELD ST'),\n",
       "              ('Lat', 42.30597541),\n",
       "              ('Long', -71.07011898),\n",
       "              ('Location', '(42.30597541, -71.07011898)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070056'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '540'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:18:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SUNNYSIDE ST'),\n",
       "              ('Lat', 42.25137716),\n",
       "              ('Long', -71.13295048),\n",
       "              ('Location', '(42.25137716, -71.13295048)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070054'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '304'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MARCELLA ST'),\n",
       "              ('Lat', 42.32102023),\n",
       "              ('Long', -71.09352344),\n",
       "              ('Location', '(42.32102023, -71.09352344)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070053'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '345'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HOMES AVE'),\n",
       "              ('Lat', 42.30344073),\n",
       "              ('Long', -71.06674608),\n",
       "              ('Location', '(42.30344073, -71.06674608)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070052'),\n",
       "              ('OFFENSE_CODE', 617),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM BUILDING'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '800'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BRIGHTON AVE'),\n",
       "              ('Lat', 42.35272466),\n",
       "              ('Long', -71.12927406),\n",
       "              ('Location', '(42.35272466, -71.12927406)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070051'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '961'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'SUMMER ST'),\n",
       "              ('Lat', 42.25716913),\n",
       "              ('Long', -71.12530617),\n",
       "              ('Location', '(42.25716913, -71.12530617)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070050'),\n",
       "              ('OFFENSE_CODE', 1849),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS B - COCAINE, ETC.'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '385'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:04:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HALLET ST'),\n",
       "              ('Lat', 42.28076737),\n",
       "              ('Long', -71.04736497),\n",
       "              ('Location', '(42.28076737, -71.04736497)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070049'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '446'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:02:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NORWELL ST'),\n",
       "              ('Lat', 42.29828416),\n",
       "              ('Long', -71.07869447),\n",
       "              ('Location', '(42.29828416, -71.07869447)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070048'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '620'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34710196),\n",
       "              ('Long', -71.08841746),\n",
       "              ('Location', '(42.34710196, -71.08841746)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070047'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '521'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HYDE PARK AVE'),\n",
       "              ('Lat', 42.25582051),\n",
       "              ('Long', -71.12411928),\n",
       "              ('Location', '(42.25582051, -71.12411928)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070046'),\n",
       "              ('OFFENSE_CODE', 3810),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'M/V ACCIDENT - INVOLVING \\xa0BICYCLE - INJURY'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '760'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:48:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.34934252),\n",
       "              ('Long', -71.16386818),\n",
       "              ('Location', '(42.34934252, -71.16386818)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070045'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '303'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-26 18:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'COLUMBUS AVE'),\n",
       "              ('Lat', 42.3189886),\n",
       "              ('Long', -71.0983998),\n",
       "              ('Location', '(42.31898860, -71.09839980)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070044'),\n",
       "              ('OFFENSE_CODE', 1831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - SICK ASSIST - OTHER NARCOTIC'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '177'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MASSACHUSETTS AVE'),\n",
       "              ('Lat', 42.33152148),\n",
       "              ('Long', -71.07085307),\n",
       "              ('Location', '(42.33152148, -71.07085307)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070043'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '444'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.29663584),\n",
       "              ('Long', -71.08729385),\n",
       "              ('Location', '(42.29663584, -71.08729385)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070042'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '345'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-16 05:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'RIDGEWOOD ST'),\n",
       "              ('Lat', 42.30209443),\n",
       "              ('Long', -71.06575183),\n",
       "              ('Location', '(42.30209443, -71.06575183)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070041'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '266'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 20:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WINTHROP ST'),\n",
       "              ('Lat', 42.32506222),\n",
       "              ('Long', -71.0789508),\n",
       "              ('Location', '(42.32506222, -71.07895080)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070040'),\n",
       "              ('OFFENSE_CODE', 3111),\n",
       "              ('OFFENSE_CODE_GROUP', 'License Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LICENSE PREMISE VIOLATION'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '206'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SLEEPER ST'),\n",
       "              ('Lat', 42.35348229),\n",
       "              ('Long', -71.04814061),\n",
       "              ('Location', '(42.35348229, -71.04814061)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070039'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '28'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 18:23:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PARIS ST'),\n",
       "              ('Lat', 42.37081805),\n",
       "              ('Long', -71.03929078),\n",
       "              ('Location', '(42.37081805, -71.03929078)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070038'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '72'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 18:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CAMBRIDGE ST'),\n",
       "              ('Lat', 42.36109742),\n",
       "              ('Long', -71.06206081),\n",
       "              ('Location', '(42.36109742, -71.06206081)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070037'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '680'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CORINTH ST'),\n",
       "              ('Lat', 42.28593201),\n",
       "              ('Long', -71.12933705),\n",
       "              ('Location', '(42.28593201, -71.12933705)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070036'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '111'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:58:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MASON ST'),\n",
       "              ('Lat', 42.35483584),\n",
       "              ('Long', -71.06267377),\n",
       "              ('Location', '(42.35483584, -71.06267377)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070035'),\n",
       "              ('OFFENSE_CODE', 1810),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - SALE / MANUFACTURING'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '904'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ZEIGLER ST'),\n",
       "              ('Lat', 42.32924494),\n",
       "              ('Long', -71.08200715),\n",
       "              ('Location', '(42.32924494, -71.08200715)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070035'),\n",
       "              ('OFFENSE_CODE', 1849),\n",
       "              ('OFFENSE_CODE_GROUP', 'Drug Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DRUGS - POSS CLASS B - COCAINE, ETC.'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '904'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ZEIGLER ST'),\n",
       "              ('Lat', 42.32924494),\n",
       "              ('Long', -71.08200715),\n",
       "              ('Location', '(42.32924494, -71.08200715)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070034'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '796'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 15:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CHESTER ST'),\n",
       "              ('Lat', 42.35159398),\n",
       "              ('Long', -71.12865659),\n",
       "              ('Location', '(42.35159398, -71.12865659)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070033'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '329'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'OLDFIELDS RD'),\n",
       "              ('Lat', 42.30821604),\n",
       "              ('Long', -71.07997835),\n",
       "              ('Location', '(42.30821604, -71.07997835)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070032'),\n",
       "              ('OFFENSE_CODE', 617),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM BUILDING'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '583'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'DAY ST'),\n",
       "              ('Lat', 42.32512297),\n",
       "              ('Long', -71.10777974),\n",
       "              ('Location', '(42.32512297, -71.10777974)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070031'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '318'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SEAVER ST'),\n",
       "              ('Lat', 42.30878855),\n",
       "              ('Long', -71.09055618),\n",
       "              ('Location', '(42.30878855, -71.09055618)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070030'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '162'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:44:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.34617634),\n",
       "              ('Long', -71.06471061),\n",
       "              ('Location', '(42.34617634, -71.06471061)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070029'),\n",
       "              ('OFFENSE_CODE', 2900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - VIOLATION OF AUTO LAW - OTHER'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '172'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:19:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MASSACHUSETTS AVE'),\n",
       "              ('Lat', 42.332604),\n",
       "              ('Long', -71.072024),\n",
       "              ('Location', '(42.33260400, -71.07202400)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070027'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '579'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:11:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PRIESING ST'),\n",
       "              ('Lat', 42.32188259),\n",
       "              ('Long', -71.10378919),\n",
       "              ('Location', '(42.32188259, -71.10378919)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070026'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '258'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:27:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MONADNOCK ST'),\n",
       "              ('Lat', 42.31633855),\n",
       "              ('Long', -71.06879992),\n",
       "              ('Location', '(42.31633855, -71.06879992)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070025'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '329'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:05:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.30896999),\n",
       "              ('Long', -71.08284839),\n",
       "              ('Location', '(42.30896999, -71.08284839)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070024'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '760'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:18:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FAIRBANKS ST'),\n",
       "              ('Lat', 42.35071344),\n",
       "              ('Long', -71.16296497),\n",
       "              ('Location', '(42.35071344, -71.16296497)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070023'),\n",
       "              ('OFFENSE_CODE', 706),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT - MOTORCYCLE / SCOOTER'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '604'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 00:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'OSWALD ST'),\n",
       "              ('Lat', 42.3312567),\n",
       "              ('Long', -71.10418684),\n",
       "              ('Location', '(42.33125670, -71.10418684)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070022'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '254'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 17:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.30756404),\n",
       "              ('Long', -71.05843368),\n",
       "              ('Location', '(42.30756404, -71.05843368)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070021'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '778'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:28:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.34901546),\n",
       "              ('Long', -71.15160335),\n",
       "              ('Location', '(42.34901546, -71.15160335)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070020'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '349'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:44:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ADAMS ST'),\n",
       "              ('Lat', 42.30263978),\n",
       "              ('Long', -71.06038376),\n",
       "              ('Location', '(42.30263978, -71.06038376)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070019'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '550'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 21:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'POPLAR ST'),\n",
       "              ('Lat', 42.26988893),\n",
       "              ('Long', -71.1321351),\n",
       "              ('Location', '(42.26988893, -71.13213510)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070017'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '503'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:36:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'AMERICAN LEGION HWY'),\n",
       "              ('Lat', 42.28671034),\n",
       "              ('Long', -71.10822888),\n",
       "              ('Location', '(42.28671034, -71.10822888)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070016'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '607'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 15:49:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GROTTO GLEN RD'),\n",
       "              ('Lat', 42.32563183),\n",
       "              ('Long', -71.10845359),\n",
       "              ('Location', '(42.32563183, -71.10845359)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070015'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '92'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-29 15:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CITY HALL PLZ'),\n",
       "              ('Lat', 42.35972137),\n",
       "              ('Long', -71.0585236),\n",
       "              ('Location', '(42.35972137, -71.05852360)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070014'),\n",
       "              ('OFFENSE_CODE', 3503),\n",
       "              ('OFFENSE_CODE_GROUP', 'Missing Person Located'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'MISSING PERSON - NOT REPORTED - LOCATED'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '281'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:04:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GREENVILLE ST'),\n",
       "              ('Lat', 42.32696802),\n",
       "              ('Long', -71.08051941),\n",
       "              ('Location', '(42.32696802, -71.08051941)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070013'),\n",
       "              ('OFFENSE_CODE', 2900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - VIOLATION OF AUTO LAW - OTHER'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '618'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:52:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34601613),\n",
       "              ('Long', -71.0938121),\n",
       "              ('Location', '(42.34601613, -71.09381210)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070012'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '283'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:51:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HUNTINGTON AVE'),\n",
       "              ('Lat', 42.34044966),\n",
       "              ('Long', -71.08845935),\n",
       "              ('Location', '(42.34044966, -71.08845935)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070011'),\n",
       "              ('OFFENSE_CODE', 616),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT OF BICYCLE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '130'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34980175),\n",
       "              ('Long', -71.07840978),\n",
       "              ('Location', '(42.34980175, -71.07840978)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070010'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '469'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 17:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.27567917),\n",
       "              ('Long', -71.09363988),\n",
       "              ('Location', '(42.27567917, -71.09363988)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070009'),\n",
       "              ('OFFENSE_CODE', 1106),\n",
       "              ('OFFENSE_CODE_GROUP', 'Confidence Games'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - CREDIT CARD / ATM FRAUD'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '356'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-19 00:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'GENEVA AVE'),\n",
       "              ('Lat', 42.29848866),\n",
       "              ('Long', -71.06313294),\n",
       "              ('Location', '(42.29848866, -71.06313294)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070008'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '58'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 17:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'MAIN ST'),\n",
       "              ('Lat', 42.3772126),\n",
       "              ('Long', -71.06669262),\n",
       "              ('Location', '(42.37721260, -71.06669262)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070006'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '790'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:17:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ORKNEY RD'),\n",
       "              ('Lat', 42.33735844),\n",
       "              ('Long', -71.14815254),\n",
       "              ('Location', '(42.33735844, -71.14815254)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070005'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '496'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 15:47:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'METROPOLITAN AVE'),\n",
       "              ('Lat', 42.26847209),\n",
       "              ('Long', -71.11941323),\n",
       "              ('Location', '(42.26847209, -71.11941323)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070003'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '130'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34980175),\n",
       "              ('Long', -71.07840978),\n",
       "              ('Location', '(42.34980175, -71.07840978)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070002'),\n",
       "              ('OFFENSE_CODE', 1102),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fraud'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - FALSE PRETENSE / SCHEME'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '236'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 16:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'COLUMBIA RD'),\n",
       "              ('Lat', 42.32030801),\n",
       "              ('Long', -71.05765038),\n",
       "              ('Location', '(42.32030801, -71.05765038)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182070000'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '587'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TREMONT ST'),\n",
       "              ('Lat', 42.33153509),\n",
       "              ('Long', -71.09534648),\n",
       "              ('Location', '(42.33153509, -71.09534648)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069999'),\n",
       "              ('OFFENSE_CODE', 617),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM BUILDING'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '311'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-21 10:43:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Tuesday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'SAVIN ST'),\n",
       "              ('Lat', 42.31719004),\n",
       "              ('Long', -71.08167267),\n",
       "              ('Location', '(42.31719004, -71.08167267)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069998'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '579'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 15:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CHESTNUT AVE'),\n",
       "              ('Lat', 42.32055391),\n",
       "              ('Long', -71.1032743),\n",
       "              ('Location', '(42.32055391, -71.10327430)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069997'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '605'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FRAWLEY ST'),\n",
       "              ('Lat', 42.33279607),\n",
       "              ('Long', -71.10793327),\n",
       "              ('Location', '(42.33279607, -71.10793327)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069996'),\n",
       "              ('OFFENSE_CODE', 1106),\n",
       "              ('OFFENSE_CODE_GROUP', 'Confidence Games'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - CREDIT CARD / ATM FRAUD'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '337'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'OLNEY ST'),\n",
       "              ('Lat', 42.30512773),\n",
       "              ('Long', -71.07370747),\n",
       "              ('Location', '(42.30512773, -71.07370747)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069995'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '329'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 15:27:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.30938437),\n",
       "              ('Long', -71.08262277),\n",
       "              ('Location', '(42.30938437, -71.08262277)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069994'),\n",
       "              ('OFFENSE_CODE', 3119),\n",
       "              ('OFFENSE_CODE_GROUP', 'Firearm Discovery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FIREARM/WEAPON - FOUND OR CONFISCATED'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '219'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:44:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'THOMAS PARK'),\n",
       "              ('Lat', 42.33219302),\n",
       "              ('Long', -71.04505385),\n",
       "              ('Location', '(42.33219302, -71.04505385)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069993'),\n",
       "              ('OFFENSE_CODE', 3207),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Found'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - FOUND'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 15:38:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 15),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.35547514),\n",
       "              ('Long', -71.06051814),\n",
       "              ('Location', '(42.35547514, -71.06051814)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069992'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '727'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:32:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GARDNER ST'),\n",
       "              ('Lat', 42.27724055),\n",
       "              ('Long', -71.16780065),\n",
       "              ('Location', '(42.27724055, -71.16780065)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069991'),\n",
       "              ('OFFENSE_CODE', 706),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT - MOTORCYCLE / SCOOTER'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '397'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'TALBOT AVE'),\n",
       "              ('Lat', 42.29004971),\n",
       "              ('Long', -71.07021576),\n",
       "              ('Location', '(42.29004971, -71.07021576)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069990'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '529'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:43:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'W MILTON ST'),\n",
       "              ('Lat', 42.23951493),\n",
       "              ('Long', -71.13964409),\n",
       "              ('Location', '(42.23951493, -71.13964409)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069989'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '490'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'AMERICAN LEGION HWY'),\n",
       "              ('Lat', 42.27531312),\n",
       "              ('Long', -71.11587798),\n",
       "              ('Location', '(42.27531312, -71.11587798)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069988'),\n",
       "              ('OFFENSE_CODE', 311),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - COMMERCIAL'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '341'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 23:45:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BOWDOIN ST'),\n",
       "              ('Lat', 42.30609356),\n",
       "              ('Long', -71.0671857),\n",
       "              ('Location', '(42.30609356, -71.06718570)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069987'),\n",
       "              ('OFFENSE_CODE', 1106),\n",
       "              ('OFFENSE_CODE_GROUP', 'Confidence Games'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - CREDIT CARD / ATM FRAUD'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '478'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-08 08:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'TAUNTON AVE'),\n",
       "              ('Lat', 42.26893455),\n",
       "              ('Long', -71.10941865),\n",
       "              ('Location', '(42.26893455, -71.10941865)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069986'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '788'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:27:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COMMONWEALTH AVE'),\n",
       "              ('Lat', 42.34136871),\n",
       "              ('Long', -71.14864682),\n",
       "              ('Location', '(42.34136871, -71.14864682)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069985'),\n",
       "              ('OFFENSE_CODE', 2906),\n",
       "              ('OFFENSE_CODE_GROUP', 'Violations'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - OPERATING UNREG/UNINS \\xa0CAR'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '288'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:58:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'MARVIN ST'),\n",
       "              ('Lat', 42.32988771),\n",
       "              ('Long', -71.08445915),\n",
       "              ('Location', '(42.32988771, -71.08445915)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069984'),\n",
       "              ('OFFENSE_CODE', 2629),\n",
       "              ('OFFENSE_CODE_GROUP', 'Harassment'),\n",
       "              ('OFFENSE_DESCRIPTION', 'HARASSMENT'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '516'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'TRUMAN PKWY'),\n",
       "              ('Lat', 42.25188297),\n",
       "              ('Long', -71.11915243),\n",
       "              ('Location', '(42.25188297, -71.11915243)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069983'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '64'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'FRUIT ST'),\n",
       "              ('Lat', 42.36240281),\n",
       "              ('Long', -71.06954652),\n",
       "              ('Location', '(42.36240281, -71.06954652)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069982'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.33257073),\n",
       "              ('Long', -71.11115837),\n",
       "              ('Location', '(42.33257073, -71.11115837)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069981'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '519'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:27:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DAVISON ST'),\n",
       "              ('Lat', 42.25559206),\n",
       "              ('Long', -71.119909),\n",
       "              ('Location', '(42.25559206, -71.11990900)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069979'),\n",
       "              ('OFFENSE_CODE', 2905),\n",
       "              ('OFFENSE_CODE_GROUP', 'Violations'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - OPERATING WITHOUT LICENSE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '574'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:24:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.30999747),\n",
       "              ('Long', -71.10401136),\n",
       "              ('Location', '(42.30999747, -71.10401136)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069978'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '362'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:01:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.29131613),\n",
       "              ('Long', -71.07170293),\n",
       "              ('Location', '(42.29131613, -71.07170293)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069977'),\n",
       "              ('OFFENSE_CODE', 1109),\n",
       "              ('OFFENSE_CODE_GROUP', 'Fraud'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - WIRE'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '704'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-28 00:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Tuesday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'TENNYSON ST'),\n",
       "              ('Lat', 42.27722463),\n",
       "              ('Long', -71.14924044),\n",
       "              ('Location', '(42.27722463, -71.14924044)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069976'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '355'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 19:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.29919694),\n",
       "              ('Long', -71.06046974),\n",
       "              ('Location', '(42.29919694, -71.06046974)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069976'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '355'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 19:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.29919694),\n",
       "              ('Long', -71.06046974),\n",
       "              ('Location', '(42.29919694, -71.06046974)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069975'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CAMDEN'),\n",
       "              ('Lat', -1.0),\n",
       "              ('Long', -1.0),\n",
       "              ('Location', '(-1.00000000, -1.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069974'),\n",
       "              ('OFFENSE_CODE', 724),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '604'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-29 11:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'SACHEM ST'),\n",
       "              ('Lat', 42.33151289),\n",
       "              ('Long', -71.10494901),\n",
       "              ('Location', '(42.33151289, -71.10494901)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069973'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '444'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 12:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'VESTA RD'),\n",
       "              ('Lat', 42.2960628),\n",
       "              ('Long', -71.08664795),\n",
       "              ('Location', '(42.29606280, -71.08664795)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069972'),\n",
       "              ('OFFENSE_CODE', 3002),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ANIMAL CONTROL - DOG BITES - ETC.'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '936'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:36:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ORTON-MAROTTA WAY'),\n",
       "              ('Lat', 42.33731824),\n",
       "              ('Long', -71.0538321),\n",
       "              ('Location', '(42.33731824, -71.05383210)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069971'),\n",
       "              ('OFFENSE_CODE', 3112),\n",
       "              ('OFFENSE_CODE_GROUP', 'Landlord/Tenant Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LANDLORD - TENANT SERVICE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '794'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-29 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COMMONWEALTH AVE'),\n",
       "              ('Lat', 42.34835708),\n",
       "              ('Long', -71.13645291),\n",
       "              ('Location', '(42.34835708, -71.13645291)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069970'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '242'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-12 16:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 16),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BAKERSFIELD ST'),\n",
       "              ('Lat', 42.31567062),\n",
       "              ('Long', -71.0613961),\n",
       "              ('Location', '(42.31567062, -71.06139610)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069969'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '50'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-29 20:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CAMBRIDGE ST'),\n",
       "              ('Lat', 42.38233296),\n",
       "              ('Long', -71.07923596),\n",
       "              ('Location', '(42.38233296, -71.07923596)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069966'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 14:28:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WARREN'),\n",
       "              ('Lat', nan),\n",
       "              ('Long', nan),\n",
       "              ('Location', '(0.00000000, 0.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069965'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '219'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 10:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'OLD HARBOR ST'),\n",
       "              ('Lat', 42.33149655),\n",
       "              ('Long', -71.04742314),\n",
       "              ('Location', '(42.33149655, -71.04742314)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069964'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '560'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:44:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.28625875),\n",
       "              ('Long', -71.12833143),\n",
       "              ('Location', '(42.28625875, -71.12833143)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069963'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '177'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SOUTHAMPTON ST'),\n",
       "              ('Lat', 42.3318188),\n",
       "              ('Long', -71.06868237),\n",
       "              ('Location', '(42.33181880, -71.06868237)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069962'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '50'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:02:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ROLAND ST'),\n",
       "              ('Lat', 42.38189643),\n",
       "              ('Long', -71.07821902),\n",
       "              ('Location', '(42.38189643, -71.07821902)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069960'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '143'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:22:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.34862382),\n",
       "              ('Long', -71.08277637),\n",
       "              ('Location', '(42.34862382, -71.08277637)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069959'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '752'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 14:15:27'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'GREYMERE RD'),\n",
       "              ('Lat', 42.34854976),\n",
       "              ('Long', -71.16260923),\n",
       "              ('Location', '(42.34854976, -71.16260923)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069958'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '914'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-10 21:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 21),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', \"MONSIGNOR DENNIS F O'CALL\"),\n",
       "              ('Lat', 42.32752693),\n",
       "              ('Long', -71.05541255),\n",
       "              ('Location', '(42.32752693, -71.05541255)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069957'),\n",
       "              ('OFFENSE_CODE', 3112),\n",
       "              ('OFFENSE_CODE_GROUP', 'Landlord/Tenant Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LANDLORD - TENANT SERVICE'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '20'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:29:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CHELSEA ST'),\n",
       "              ('Lat', 42.37638326),\n",
       "              ('Long', -71.03124103),\n",
       "              ('Location', '(42.37638326, -71.03124103)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069956'),\n",
       "              ('OFFENSE_CODE', 423),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '427'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 11:53:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'FESSENDEN ST'),\n",
       "              ('Lat', 42.27855984),\n",
       "              ('Long', -71.09199697),\n",
       "              ('Location', '(42.27855984, -71.09199697)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069955'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '457'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:32:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BRADSHAW ST'),\n",
       "              ('Lat', 42.29855717),\n",
       "              ('Long', -71.08348265),\n",
       "              ('Location', '(42.29855717, -71.08348265)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069954'),\n",
       "              ('OFFENSE_CODE', 3820),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '170'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:31:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'E SPRINGFIELD ST'),\n",
       "              ('Lat', 42.3360292),\n",
       "              ('Long', -71.07517847),\n",
       "              ('Location', '(42.33602920, -71.07517847)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069953'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '461'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:43:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ROSSETER ST'),\n",
       "              ('Lat', 42.30417845),\n",
       "              ('Long', -71.07600129),\n",
       "              ('Location', '(42.30417845, -71.07600129)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069952'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '555'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 12:41:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'METROPOLITAN AVE'),\n",
       "              ('Lat', 42.27435819),\n",
       "              ('Long', -71.12403732),\n",
       "              ('Location', '(42.27435819, -71.12403732)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069951'),\n",
       "              ('OFFENSE_CODE', 616),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT OF BICYCLE'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '138'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'NEWBURY ST'),\n",
       "              ('Lat', 42.35059717),\n",
       "              ('Long', -71.07881031),\n",
       "              ('Location', '(42.35059717, -71.07881031)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069950'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '796'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:16:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'COMMONWEALTH AVE'),\n",
       "              ('Lat', 42.35107111),\n",
       "              ('Long', -71.12570166),\n",
       "              ('Location', '(42.35107111, -71.12570166)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069949'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '941'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:48:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ARCHDALE RD'),\n",
       "              ('Lat', 42.2917221),\n",
       "              ('Long', -71.1196546),\n",
       "              ('Location', '(42.29172210, -71.11965460)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069948'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '311'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 12:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WARREN ST'),\n",
       "              ('Lat', 42.3169665),\n",
       "              ('Long', -71.08254058),\n",
       "              ('Location', '(42.31696650, -71.08254058)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069946'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '614'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-21 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Tuesday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BROOKLINE AVE'),\n",
       "              ('Lat', 42.33962338),\n",
       "              ('Long', -71.10649737),\n",
       "              ('Location', '(42.33962338, -71.10649737)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069945'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '362'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 12:44:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ALLSTON ST'),\n",
       "              ('Lat', 42.29358236),\n",
       "              ('Long', -71.06735449),\n",
       "              ('Location', '(42.29358236, -71.06735449)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069944'),\n",
       "              ('OFFENSE_CODE', 3207),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Found'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - FOUND'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '179'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GERARD ST'),\n",
       "              ('Lat', 42.33130578),\n",
       "              ('Long', -71.07194742),\n",
       "              ('Location', '(42.33130578, -71.07194742)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069943'),\n",
       "              ('OFFENSE_CODE', 3801),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - OTHER'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '731'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 12:10:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TEMPLE ST'),\n",
       "              ('Lat', 42.27980181),\n",
       "              ('Long', -71.16196326),\n",
       "              ('Location', '(42.27980181, -71.16196326)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069942'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '22'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HAVRE ST'),\n",
       "              ('Lat', 42.37622688),\n",
       "              ('Long', -71.03439728),\n",
       "              ('Location', '(42.37622688, -71.03439728)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069941'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '938'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 12:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'JETTE CT'),\n",
       "              ('Lat', 42.3468275),\n",
       "              ('Long', -71.14319087),\n",
       "              ('Location', '(42.34682750, -71.14319087)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069940'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '679'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 11:50:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BIRCH ST'),\n",
       "              ('Lat', 42.28656686),\n",
       "              ('Long', -71.13038048),\n",
       "              ('Location', '(42.28656686, -71.13038048)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069938'),\n",
       "              ('OFFENSE_CODE', 3803),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PERSONAL INJURY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '450'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 13:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WHITFIELD ST'),\n",
       "              ('Lat', 42.291106),\n",
       "              ('Long', -71.07424442),\n",
       "              ('Location', '(42.29110600, -71.07424442)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069937'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '525'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 10:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'NEPONSET VALLEY PKWY'),\n",
       "              ('Lat', 42.23603929),\n",
       "              ('Long', -71.12718154),\n",
       "              ('Location', '(42.23603929, -71.12718154)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069936'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '912'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 12:47:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HEATH ST'),\n",
       "              ('Lat', 42.32513051),\n",
       "              ('Long', -71.09940815),\n",
       "              ('Location', '(42.32513051, -71.09940815)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069935'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '115'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-22 13:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'SOUTH ST'),\n",
       "              ('Lat', 42.3518674),\n",
       "              ('Long', -71.05720373),\n",
       "              ('Location', '(42.35186740, -71.05720373)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069934'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '577'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 12:29:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ARCADIA ST'),\n",
       "              ('Lat', 42.31650656),\n",
       "              ('Long', -71.09988227),\n",
       "              ('Location', '(42.31650656, -71.09988227)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069933'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '571'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 23:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 23),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FOREST HILLS ST'),\n",
       "              ('Lat', 42.31078949),\n",
       "              ('Long', -71.10224589),\n",
       "              ('Location', '(42.31078949, -71.10224589)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069932'),\n",
       "              ('OFFENSE_CODE', 1106),\n",
       "              ('OFFENSE_CODE_GROUP', 'Confidence Games'),\n",
       "              ('OFFENSE_DESCRIPTION', 'FRAUD - CREDIT CARD / ATM FRAUD'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '450'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-13 13:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 13),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.29131613),\n",
       "              ('Long', -71.07170293),\n",
       "              ('Location', '(42.29131613, -71.07170293)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069930'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 05:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'LONG'),\n",
       "              ('Lat', -1.0),\n",
       "              ('Long', -1.0),\n",
       "              ('Location', '(-1.00000000, -1.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069929'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '429'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 11:49:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MARDEN AVE'),\n",
       "              ('Lat', 42.28479807),\n",
       "              ('Long', -71.08685632),\n",
       "              ('Location', '(42.28479807, -71.08685632)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069928'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '193'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 05:16:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'PREBLE ST'),\n",
       "              ('Lat', 42.32935284),\n",
       "              ('Long', -71.05601628),\n",
       "              ('Location', '(42.32935284, -71.05601628)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069927'),\n",
       "              ('OFFENSE_CODE', 724),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '646'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 10:54:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CENTRE ST'),\n",
       "              ('Lat', 42.31069447),\n",
       "              ('Long', -71.11468072),\n",
       "              ('Location', '(42.31069447, -71.11468072)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069925'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '282'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 12:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.32866284),\n",
       "              ('Long', -71.08563401),\n",
       "              ('Location', '(42.32866284, -71.08563401)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069924'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '59'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-29 19:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 19),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'UNION ST'),\n",
       "              ('Lat', 42.37435896),\n",
       "              ('Long', -71.06429459),\n",
       "              ('Location', '(42.37435896, -71.06429459)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069923'),\n",
       "              ('OFFENSE_CODE', 706),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT - MOTORCYCLE / SCOOTER'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '220'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 10:25:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'E BROADWAY'),\n",
       "              ('Lat', 42.33546813),\n",
       "              ('Long', -71.04489149),\n",
       "              ('Location', '(42.33546813, -71.04489149)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069921'),\n",
       "              ('OFFENSE_CODE', 616),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT OF BICYCLE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '83'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 20:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'HENCHMAN ST'),\n",
       "              ('Lat', 42.36721232),\n",
       "              ('Long', -71.05369636),\n",
       "              ('Location', '(42.36721232, -71.05369636)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069920'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '287'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2017-08-31 12:08:00'),\n",
       "              ('YEAR', 2017),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 12),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SHAWMUT AVE'),\n",
       "              ('Lat', 42.33192532),\n",
       "              ('Long', -71.08411222),\n",
       "              ('Location', '(42.33192532, -71.08411222)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069919'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '516'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 11:36:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'TRUMAN PKWY'),\n",
       "              ('Lat', 42.25188297),\n",
       "              ('Long', -71.11915243),\n",
       "              ('Location', '(42.25188297, -71.11915243)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069918'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '245'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 10:40:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SYDNEY ST'),\n",
       "              ('Lat', 42.31810467),\n",
       "              ('Long', -71.05258004),\n",
       "              ('Location', '(42.31810467, -71.05258004)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069917'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '814'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 22:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SORRENTO ST'),\n",
       "              ('Lat', 42.35888826),\n",
       "              ('Long', -71.12490257),\n",
       "              ('Location', '(42.35888826, -71.12490257)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069916'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '222'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 10:20:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'K ST'),\n",
       "              ('Lat', 42.33586762),\n",
       "              ('Long', -71.03742275),\n",
       "              ('Location', '(42.33586762, -71.03742275)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069914'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '793'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 08:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'SCOTTFIELD RD'),\n",
       "              ('Lat', 42.34751259),\n",
       "              ('Long', -71.13689285),\n",
       "              ('Location', '(42.34751259, -71.13689285)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069913'),\n",
       "              ('OFFENSE_CODE', 3125),\n",
       "              ('OFFENSE_CODE_GROUP', 'Warrant Arrests'),\n",
       "              ('OFFENSE_DESCRIPTION', 'WARRANT ARREST'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '906'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 11:28:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HEATH ST'),\n",
       "              ('Lat', 42.32624204),\n",
       "              ('Long', -71.10317575),\n",
       "              ('Location', '(42.32624204, -71.10317575)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069913'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '906'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 11:28:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HEATH ST'),\n",
       "              ('Lat', 42.32624204),\n",
       "              ('Long', -71.10317575),\n",
       "              ('Location', '(42.32624204, -71.10317575)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069913'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '906'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 11:28:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HEATH ST'),\n",
       "              ('Lat', 42.32624204),\n",
       "              ('Long', -71.10317575),\n",
       "              ('Location', '(42.32624204, -71.10317575)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069912'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '362'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 11:10:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.29057504),\n",
       "              ('Long', -71.07165726),\n",
       "              ('Location', '(42.29057504, -71.07165726)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069911'),\n",
       "              ('OFFENSE_CODE', 3125),\n",
       "              ('OFFENSE_CODE_GROUP', 'Warrant Arrests'),\n",
       "              ('OFFENSE_DESCRIPTION', 'WARRANT ARREST'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '572'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 11:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ATHERTON ST'),\n",
       "              ('Lat', 42.31565205),\n",
       "              ('Long', -71.09843506),\n",
       "              ('Location', '(42.31565205, -71.09843506)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069909'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '318'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 17:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SEAVER ST'),\n",
       "              ('Lat', 42.30878855),\n",
       "              ('Long', -71.09055618),\n",
       "              ('Location', '(42.30878855, -71.09055618)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069908'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '822'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 14:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WILLERS ST'),\n",
       "              ('Lat', 42.25947104),\n",
       "              ('Long', -71.15077874),\n",
       "              ('Location', '(42.25947104, -71.15077874)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069907'),\n",
       "              ('OFFENSE_CODE', 2900),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - VIOLATION OF AUTO LAW - OTHER'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '571'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 11:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'ROBESON ST'),\n",
       "              ('Lat', 42.30999157),\n",
       "              ('Long', -71.10048419),\n",
       "              ('Location', '(42.30999157, -71.10048419)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069906'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '313'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:48:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WYOMING ST'),\n",
       "              ('Lat', 42.31508518),\n",
       "              ('Long', -71.08508813),\n",
       "              ('Location', '(42.31508518, -71.08508813)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069905'),\n",
       "              ('OFFENSE_CODE', 724),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '497'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 22:53:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BRADLEE CT'),\n",
       "              ('Lat', 42.26982567),\n",
       "              ('Long', -71.11699322),\n",
       "              ('Location', '(42.26982567, -71.11699322)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069904'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 10:53:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.36124069),\n",
       "              ('Long', -71.06631987),\n",
       "              ('Location', '(42.36124069, -71.06631987)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069903'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '66'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'W CEDAR ST'),\n",
       "              ('Lat', 42.36063386),\n",
       "              ('Long', -71.07005247),\n",
       "              ('Location', '(42.36063386, -71.07005247)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069902'),\n",
       "              ('OFFENSE_CODE', 2646),\n",
       "              ('OFFENSE_CODE_GROUP', 'Liquor Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LIQUOR - DRINKING IN PUBLIC'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '444'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 11:16:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BLUE HILL AVE'),\n",
       "              ('Lat', 42.29840112),\n",
       "              ('Long', -71.08674834),\n",
       "              ('Location', '(42.29840112, -71.08674834)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069901'),\n",
       "              ('OFFENSE_CODE', 2646),\n",
       "              ('OFFENSE_CODE_GROUP', 'Liquor Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LIQUOR - DRINKING IN PUBLIC'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 11:03:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 11),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.29869822),\n",
       "              ('Long', -71.08676023),\n",
       "              ('Location', '(42.29869822, -71.08676023)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069900'),\n",
       "              ('OFFENSE_CODE', 3125),\n",
       "              ('OFFENSE_CODE_GROUP', 'Warrant Arrests'),\n",
       "              ('OFFENSE_DESCRIPTION', 'WARRANT ARREST'),\n",
       "              ('DISTRICT', 'A7'),\n",
       "              ('REPORTING_AREA', '24'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 10:21:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'EUTAW ST'),\n",
       "              ('Lat', 42.37949215),\n",
       "              ('Long', -71.03685008),\n",
       "              ('Location', '(42.37949215, -71.03685008)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069899'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '335'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-26 14:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Sunday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BARRY ST'),\n",
       "              ('Lat', 42.30870401),\n",
       "              ('Long', -71.06844484),\n",
       "              ('Location', '(42.30870401, -71.06844484)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069898'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '444'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 10:07:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'VESTA RD'),\n",
       "              ('Lat', 42.2960628),\n",
       "              ('Long', -71.08664795),\n",
       "              ('Location', '(42.29606280, -71.08664795)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069897'),\n",
       "              ('OFFENSE_CODE', 3125),\n",
       "              ('OFFENSE_CODE_GROUP', 'Warrant Arrests'),\n",
       "              ('OFFENSE_DESCRIPTION', 'WARRANT ARREST'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '179'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 10:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GERARD ST'),\n",
       "              ('Lat', 42.33130578),\n",
       "              ('Long', -71.07194742),\n",
       "              ('Location', '(42.33130578, -71.07194742)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069896'),\n",
       "              ('OFFENSE_CODE', 3114),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Property'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PROPERTY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '112'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.35512339),\n",
       "              ('Long', -71.0608798),\n",
       "              ('Location', '(42.35512339, -71.06087980)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069895'),\n",
       "              ('OFFENSE_CODE', 2405),\n",
       "              ('OFFENSE_CODE_GROUP', 'Disorderly Conduct'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DISORDERLY CONDUCT'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '112'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.35512339),\n",
       "              ('Long', -71.0608798),\n",
       "              ('Location', '(42.35512339, -71.06087980)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069894'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '352'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 10:25:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.30114533),\n",
       "              ('Long', -71.05991447),\n",
       "              ('Location', '(42.30114533, -71.05991447)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069893'),\n",
       "              ('OFFENSE_CODE', 2647),\n",
       "              ('OFFENSE_CODE_GROUP', 'Other'),\n",
       "              ('OFFENSE_DESCRIPTION', 'THREATS TO DO BODILY HARM'),\n",
       "              ('DISTRICT', 'E18'),\n",
       "              ('REPORTING_AREA', '496'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 10:12:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'HYDE PARK AVE'),\n",
       "              ('Lat', 42.26701085),\n",
       "              ('Long', -71.12096171),\n",
       "              ('Location', '(42.26701085, -71.12096171)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069892'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '299'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 20:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 20),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'FENWICK PL'),\n",
       "              ('Lat', 42.32416015),\n",
       "              ('Long', -71.08732873),\n",
       "              ('Location', '(42.32416015, -71.08732873)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069890'),\n",
       "              ('OFFENSE_CODE', 3201),\n",
       "              ('OFFENSE_CODE_GROUP', 'Property Lost'),\n",
       "              ('OFFENSE_DESCRIPTION', 'PROPERTY - LOST'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '550'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-29 14:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WASHINGTON ST'),\n",
       "              ('Lat', 42.27581799),\n",
       "              ('Long', -71.13991259),\n",
       "              ('Location', '(42.27581799, -71.13991259)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069889'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '206'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-22 14:39:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Wednesday'),\n",
       "              ('HOUR', 14),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CONGRESS ST'),\n",
       "              ('Lat', 42.35019184),\n",
       "              ('Long', -71.0482087),\n",
       "              ('Location', '(42.35019184, -71.04820870)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069888'),\n",
       "              ('OFFENSE_CODE', 706),\n",
       "              ('OFFENSE_CODE_GROUP', 'Auto Theft'),\n",
       "              ('OFFENSE_DESCRIPTION', 'AUTO THEFT - MOTORCYCLE / SCOOTER'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '404'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 17:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 17),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'DORCHESTER AVE'),\n",
       "              ('Lat', 42.27673598),\n",
       "              ('Long', -71.06683537),\n",
       "              ('Location', '(42.27673598, -71.06683537)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069887'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '219'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 18:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'GATES ST'),\n",
       "              ('Lat', 42.33208391),\n",
       "              ('Long', -71.04823023),\n",
       "              ('Location', '(42.33208391, -71.04823023)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069885'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '944'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 10:19:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 10),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'AMES ST'),\n",
       "              ('Lat', 42.28956988),\n",
       "              ('Long', -71.08510501),\n",
       "              ('Location', '(42.28956988, -71.08510501)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069884'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '219'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-05-31 18:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 5),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'OLD HARBOR ST'),\n",
       "              ('Lat', 42.33149655),\n",
       "              ('Long', -71.04742314),\n",
       "              ('Location', '(42.33149655, -71.04742314)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069883'),\n",
       "              ('OFFENSE_CODE', 2646),\n",
       "              ('OFFENSE_CODE_GROUP', 'Liquor Violation'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LIQUOR - DRINKING IN PUBLIC'),\n",
       "              ('DISTRICT', nan),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:59:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', 42.32940724),\n",
       "              ('Long', -71.08333422),\n",
       "              ('Location', '(42.32940724, -71.08333422)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069882'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '792'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:31:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'KELTON ST'),\n",
       "              ('Lat', 42.34819899),\n",
       "              ('Long', -71.13941863),\n",
       "              ('Location', '(42.34819899, -71.13941863)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069880'),\n",
       "              ('OFFENSE_CODE', 619),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY ALL OTHERS'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '66'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 18:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 18),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'CHARLES ST'),\n",
       "              ('Lat', 42.35979038),\n",
       "              ('Long', -71.07078234),\n",
       "              ('Location', '(42.35979038, -71.07078234)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069879'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', ' '),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:48:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', nan),\n",
       "              ('Lat', nan),\n",
       "              ('Long', nan),\n",
       "              ('Location', '(0.00000000, 0.00000000)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069878'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '465'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HAVELOCK ST'),\n",
       "              ('Lat', 42.28631299),\n",
       "              ('Long', -71.09218412),\n",
       "              ('Location', '(42.28631299, -71.09218412)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069877'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '348'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:51:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'KIMBALL ST'),\n",
       "              ('Lat', 42.30465964),\n",
       "              ('Long', -71.0580552),\n",
       "              ('Location', '(42.30465964, -71.05805520)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069876'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '253'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 09:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 9),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BEACH ST'),\n",
       "              ('Lat', 42.30178949),\n",
       "              ('Long', -71.05514183),\n",
       "              ('Location', '(42.30178949, -71.05514183)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069875'),\n",
       "              ('OFFENSE_CODE', 3301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Verbal Disputes'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VERBAL DISPUTE'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '418'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 08:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'EVANS ST'),\n",
       "              ('Lat', 42.28252537),\n",
       "              ('Long', -71.07977256),\n",
       "              ('Location', '(42.28252537, -71.07977256)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069874'),\n",
       "              ('OFFENSE_CODE', 3820),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION',\n",
       "               'M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '587'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 08:38:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DELLE AVE'),\n",
       "              ('Lat', 42.33082052),\n",
       "              ('Long', -71.09800691),\n",
       "              ('Location', '(42.33082052, -71.09800691)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069872'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '793'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 08:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'WALBRIDGE ST'),\n",
       "              ('Lat', 42.34740588),\n",
       "              ('Long', -71.13532566),\n",
       "              ('Location', '(42.34740588, -71.13532566)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069871'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '319'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 08:22:06'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SEAVER ST'),\n",
       "              ('Lat', 42.30603974),\n",
       "              ('Long', -71.0862124),\n",
       "              ('Location', '(42.30603974, -71.08621240)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069871'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '319'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 08:22:06'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 8),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'SEAVER ST'),\n",
       "              ('Lat', 42.30603974),\n",
       "              ('Long', -71.0862124),\n",
       "              ('Location', '(42.30603974, -71.08621240)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069870'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '334'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 07:46:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOWDOIN ST'),\n",
       "              ('Lat', 42.31016764),\n",
       "              ('Long', -71.0629118),\n",
       "              ('Location', '(42.31016764, -71.06291180)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069869'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '214'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-27 22:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Monday'),\n",
       "              ('HOUR', 22),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'E ST'),\n",
       "              ('Lat', 42.33762749),\n",
       "              ('Long', -71.04950865),\n",
       "              ('Location', '(42.33762749, -71.04950865)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069868'),\n",
       "              ('OFFENSE_CODE', 3001),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'DEATH INVESTIGATION'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '345'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 05:18:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 5),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DRAPER ST'),\n",
       "              ('Lat', 42.30246937),\n",
       "              ('Long', -71.06376578),\n",
       "              ('Location', '(42.30246937, -71.06376578)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069867'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '788'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 07:55:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'COMMONWEALTH AVE'),\n",
       "              ('Lat', 42.34136871),\n",
       "              ('Long', -71.14864682),\n",
       "              ('Location', '(42.34136871, -71.14864682)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069865'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '149'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 07:12:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 7),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'COLUMBUS AVE'),\n",
       "              ('Lat', 42.34657497),\n",
       "              ('Long', -71.0743865),\n",
       "              ('Location', '(42.34657497, -71.07438650)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069864'),\n",
       "              ('OFFENSE_CODE', 3803),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PERSONAL INJURY'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '778'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 06:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MURDOCK ST'),\n",
       "              ('Lat', 42.35034255),\n",
       "              ('Long', -71.14785832),\n",
       "              ('Location', '(42.35034255, -71.14785832)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069863'),\n",
       "              ('OFFENSE_CODE', 3802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V ACCIDENT - PROPERTY \\xa0DAMAGE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '347'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 06:16:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ADAMS ST'),\n",
       "              ('Lat', 42.30680944),\n",
       "              ('Long', -71.0622079),\n",
       "              ('Location', '(42.30680944, -71.06220790)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069862'),\n",
       "              ('OFFENSE_CODE', 3109),\n",
       "              ('OFFENSE_CODE_GROUP', 'Police Service Incidents'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SERVICE TO OTHER PD INSIDE OF MA.'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '41'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-30 04:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Thursday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'VINE ST'),\n",
       "              ('Lat', 42.37663167),\n",
       "              ('Long', -71.05593196),\n",
       "              ('Location', '(42.37663167, -71.05593196)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069861'),\n",
       "              ('OFFENSE_CODE', 614),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny From Motor Vehicle'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY THEFT FROM MV - NON-ACCESSORY'),\n",
       "              ('DISTRICT', 'B3'),\n",
       "              ('REPORTING_AREA', '427'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 06:18:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WILMORE ST'),\n",
       "              ('Lat', 42.2779637),\n",
       "              ('Long', -71.09246318),\n",
       "              ('Location', '(42.27796370, -71.09246318)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069860'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '613'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 06:08:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'PILGRIM RD'),\n",
       "              ('Lat', 42.33889293),\n",
       "              ('Long', -71.10893598),\n",
       "              ('Location', '(42.33889293, -71.10893598)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069859'),\n",
       "              ('OFFENSE_CODE', 540),\n",
       "              ('OFFENSE_CODE_GROUP', 'Commercial Burglary'),\n",
       "              ('OFFENSE_DESCRIPTION', 'BURGLARY - COMMERICAL - FORCE'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '186'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 04:28:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BOSTON ST'),\n",
       "              ('Lat', 42.32692112),\n",
       "              ('Long', -71.05841861),\n",
       "              ('Location', '(42.32692112, -71.05841861)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069859'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '186'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 04:28:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BOSTON ST'),\n",
       "              ('Lat', 42.32692112),\n",
       "              ('Long', -71.05841861),\n",
       "              ('Location', '(42.32692112, -71.05841861)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069858'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '172'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 06:01:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 6),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MASSACHUSETTS AVE'),\n",
       "              ('Lat', 42.33311189),\n",
       "              ('Long', -71.0727637),\n",
       "              ('Location', '(42.33311189, -71.07276370)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069857'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'A15'),\n",
       "              ('REPORTING_AREA', '900'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 04:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BUNKER HILL ST'),\n",
       "              ('Lat', 42.37858217),\n",
       "              ('Long', -71.06142422),\n",
       "              ('Location', '(42.37858217, -71.06142422)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069855'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '285'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 00:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 0),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'COLUMBUS AVE'),\n",
       "              ('Lat', 42.336868),\n",
       "              ('Long', -71.086888),\n",
       "              ('Location', '(42.33686800, -71.08688800)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069854'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'D14'),\n",
       "              ('REPORTING_AREA', '938'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 04:06:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 4),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'FIDELIS WAY'),\n",
       "              ('Lat', 42.34531664),\n",
       "              ('Long', -71.14298078),\n",
       "              ('Location', '(42.34531664, -71.14298078)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069853'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'B2'),\n",
       "              ('REPORTING_AREA', '304'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 03:25:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 3),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'DIMOCK ST'),\n",
       "              ('Lat', 42.31909398),\n",
       "              ('Long', -71.09556647),\n",
       "              ('Location', '(42.31909398, -71.09556647)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069852'),\n",
       "              ('OFFENSE_CODE', 3501),\n",
       "              ('OFFENSE_CODE_GROUP', 'Missing Person Reported'),\n",
       "              ('OFFENSE_DESCRIPTION', 'MISSING PERSON'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '369'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 02:56:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'HOUGHTON ST'),\n",
       "              ('Lat', 42.29548607),\n",
       "              ('Long', -71.05227549),\n",
       "              ('Location', '(42.29548607, -71.05227549)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069851'),\n",
       "              ('OFFENSE_CODE', 613),\n",
       "              ('OFFENSE_CODE_GROUP', 'Larceny'),\n",
       "              ('OFFENSE_DESCRIPTION', 'LARCENY SHOPLIFTING'),\n",
       "              ('DISTRICT', 'D4'),\n",
       "              ('REPORTING_AREA', '134'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 02:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.3503787),\n",
       "              ('Long', -71.07626098),\n",
       "              ('Location', '(42.35037870, -71.07626098)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069850'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '351'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 01:24:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'CLAYTON ST'),\n",
       "              ('Lat', 42.30181052),\n",
       "              ('Long', -71.05622804),\n",
       "              ('Location', '(42.30181052, -71.05622804)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069850'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'C11'),\n",
       "              ('REPORTING_AREA', '351'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 01:24:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'CLAYTON ST'),\n",
       "              ('Lat', 42.30181052),\n",
       "              ('Long', -71.05622804),\n",
       "              ('Location', '(42.30181052, -71.05622804)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069849'),\n",
       "              ('OFFENSE_CODE', 3006),\n",
       "              ('OFFENSE_CODE_GROUP', 'Medical Assistance'),\n",
       "              ('OFFENSE_DESCRIPTION', 'SICK/INJURED/MEDICAL - PERSON'),\n",
       "              ('DISTRICT', 'E5'),\n",
       "              ('REPORTING_AREA', '821'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 02:29:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'MESHAKA ST'),\n",
       "              ('Lat', 42.25764997),\n",
       "              ('Long', -71.1602938),\n",
       "              ('Location', '(42.25764997, -71.16029380)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069848'),\n",
       "              ('OFFENSE_CODE', 802),\n",
       "              ('OFFENSE_CODE_GROUP', 'Simple Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT SIMPLE - BATTERY'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '914'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 02:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DR. MICHAEL GAVIN WAY'),\n",
       "              ('Lat', 42.32614559),\n",
       "              ('Long', -71.05349144),\n",
       "              ('Location', '(42.32614559, -71.05349144)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069848'),\n",
       "              ('OFFENSE_CODE', 1402),\n",
       "              ('OFFENSE_CODE_GROUP', 'Vandalism'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VANDALISM'),\n",
       "              ('DISTRICT', 'C6'),\n",
       "              ('REPORTING_AREA', '914'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 02:26:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'DR. MICHAEL GAVIN WAY'),\n",
       "              ('Lat', 42.32614559),\n",
       "              ('Long', -71.05349144),\n",
       "              ('Location', '(42.32614559, -71.05349144)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069846'),\n",
       "              ('OFFENSE_CODE', 301),\n",
       "              ('OFFENSE_CODE_GROUP', 'Robbery'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ROBBERY - STREET'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '111'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 02:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WEST ST'),\n",
       "              ('Lat', 42.35459106),\n",
       "              ('Long', -71.0621901),\n",
       "              ('Location', '(42.35459106, -71.06219010)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069846'),\n",
       "              ('OFFENSE_CODE', 413),\n",
       "              ('OFFENSE_CODE_GROUP', 'Aggravated Assault'),\n",
       "              ('OFFENSE_DESCRIPTION', 'ASSAULT - AGGRAVATED - BATTERY'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '111'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 02:15:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part One'),\n",
       "              ('STREET', 'WEST ST'),\n",
       "              ('Lat', 42.35459106),\n",
       "              ('Long', -71.0621901),\n",
       "              ('Location', '(42.35459106, -71.06219010)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069844'),\n",
       "              ('OFFENSE_CODE', 3115),\n",
       "              ('OFFENSE_CODE_GROUP', 'Investigate Person'),\n",
       "              ('OFFENSE_DESCRIPTION', 'INVESTIGATE PERSON'),\n",
       "              ('DISTRICT', 'E13'),\n",
       "              ('REPORTING_AREA', '577'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 01:30:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 1),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'ARCADIA ST'),\n",
       "              ('Lat', 42.31617241),\n",
       "              ('Long', -71.1004835),\n",
       "              ('Location', '(42.31617241, -71.10048350)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069842'),\n",
       "              ('OFFENSE_CODE', 3410),\n",
       "              ('OFFENSE_CODE_GROUP', 'Towed'),\n",
       "              ('OFFENSE_DESCRIPTION', 'TOWED MOTOR VEHICLE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '118'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 02:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.35241815),\n",
       "              ('Long', -71.06525499),\n",
       "              ('Location', '(42.35241815, -71.06525499)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069842'),\n",
       "              ('OFFENSE_CODE', 2906),\n",
       "              ('OFFENSE_CODE_GROUP', 'Violations'),\n",
       "              ('OFFENSE_DESCRIPTION', 'VAL - OPERATING UNREG/UNINS \\xa0CAR'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '118'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 02:14:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Two'),\n",
       "              ('STREET', 'BOYLSTON ST'),\n",
       "              ('Lat', 42.35241815),\n",
       "              ('Long', -71.06525499),\n",
       "              ('Location', '(42.35241815, -71.06525499)')]),\n",
       " OrderedDict([('INCIDENT_NUMBER', 'I182069841'),\n",
       "              ('OFFENSE_CODE', 3831),\n",
       "              ('OFFENSE_CODE_GROUP', 'Motor Vehicle Accident Response'),\n",
       "              ('OFFENSE_DESCRIPTION', 'M/V - LEAVING SCENE - PROPERTY DAMAGE'),\n",
       "              ('DISTRICT', 'A1'),\n",
       "              ('REPORTING_AREA', '93'),\n",
       "              ('SHOOTING', nan),\n",
       "              ('OCCURRED_ON_DATE', '2018-08-31 02:00:00'),\n",
       "              ('YEAR', 2018),\n",
       "              ('MONTH', 8),\n",
       "              ('DAY_OF_WEEK', 'Friday'),\n",
       "              ('HOUR', 2),\n",
       "              ('UCR_PART', 'Part Three'),\n",
       "              ('STREET', 'BLACKSTONE ST'),\n",
       "              ('Lat', 42.36165196),\n",
       "              ('Long', -71.05630529),\n",
       "              ('Location', '(42.36165196, -71.05630529)')]),\n",
       " ...]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EXPRS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Worker is at 80% memory usage. Pausing worker.  Process memory: 1.32 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Worker is at 53% memory usage. Resuming worker. Process memory: 1.08 GB -- Worker memory limit: 2.00 GB\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RESULT1 {'INCIDENT_NUMBER': {'max': 'I182070945', 'count_na': 0, 'count_uniques': 282194, 'min': '142052550'}, 'OFFENSE_CODE': {'max': 3831, 'count_na': 0, 'count_uniques': 222, 'min': 111}, 'OFFENSE_CODE_GROUP': {'max': 'Warrant Arrests', 'count_na': 0, 'count_uniques': 67, 'min': 'Aggravated Assault'}, 'OFFENSE_DESCRIPTION': {'max': 'WEAPON - OTHER - OTHER VIOLATION', 'count_na': 0, 'count_uniques': 243, 'min': 'A&B HANDS, FEET, ETC.  - MED. ATTENTION REQ.'}, 'REPORTING_AREA': {'max': '99', 'count_na': 0, 'count_uniques': 879, 'min': ' '}, 'OCCURRED_ON_DATE': {'max': '2018-09-03 21:25:00', 'count_na': 0, 'count_uniques': 232588, 'min': '2015-06-15 00:00:00'}, 'YEAR': {'max': 2018, 'count_na': 0, 'count_uniques': 4, 'min': 2015}, 'MONTH': {'max': 12, 'count_na': 0, 'count_uniques': 12, 'min': 1}, 'DAY_OF_WEEK': {'max': 'Wednesday', 'count_na': 0, 'count_uniques': 7, 'min': 'Friday'}, 'HOUR': {'max': 23, 'count_na': 0, 'count_uniques': 24, 'min': 0}, 'Lat': {'max': 42.39504158, 'count_na': 19999, 'count_uniques': 18182, 'min': -1.0}, 'Long': {'max': -1.0, 'count_na': 19999, 'count_uniques': 18192, 'min': -71.17867378}, 'Location': {'max': '(42.39504158, -71.01017732)', 'count_na': 0, 'count_uniques': 18166, 'min': '(-1.00000000, -1.00000000)'}, 'DISTRICT': {'count_na': 1765, 'count_uniques': 13}, 'SHOOTING': {'count_na': 318054, 'count_uniques': 2}, 'UCR_PART': {'count_na': 90, 'count_uniques': 5}, 'STREET': {'count_na': 10871, 'count_uniques': 4645}}\n",
      "EXPROS 222 [('count_uniques', {'INCIDENT_NUMBER': dd.Scalar<estimat..., dtype=float64>, 'OFFENSE_CODE': dd.Scalar<estimat..., dtype=float64>, 'OFFENSE_CODE_GROUP': dd.Scalar<estimat..., dtype=float64>, 'OFFENSE_DESCRIPTION': dd.Scalar<estimat..., dtype=float64>, 'DISTRICT': dd.Scalar<estimat..., dtype=float64>, 'REPORTING_AREA': dd.Scalar<estimat..., dtype=float64>, 'SHOOTING': dd.Scalar<estimat..., dtype=float64>, 'OCCURRED_ON_DATE': dd.Scalar<estimat..., dtype=float64>, 'YEAR': dd.Scalar<estimat..., dtype=float64>, 'MONTH': dd.Scalar<estimat..., dtype=float64>, 'DAY_OF_WEEK': dd.Scalar<estimat..., dtype=float64>, 'HOUR': dd.Scalar<estimat..., dtype=float64>, 'UCR_PART': dd.Scalar<estimat..., dtype=float64>, 'STREET': dd.Scalar<estimat..., dtype=float64>, 'Lat': dd.Scalar<estimat..., dtype=float64>, 'Long': dd.Scalar<estimat..., dtype=float64>, 'Location': dd.Scalar<estimat..., dtype=float64>}), ('min', Dask Series Structure:\n",
      "npartitions=1\n",
      "DAY_OF_WEEK    object\n",
      "YEAR              ...\n",
      "dtype: object\n",
      "Dask Name: dataframe-min-agg, 4 tasks), ('max', Dask Series Structure:\n",
      "npartitions=1\n",
      "DAY_OF_WEEK    object\n",
      "YEAR              ...\n",
      "dtype: object\n",
      "Dask Name: dataframe-max-agg, 4 tasks), ('count_na', Dask Series Structure:\n",
      "npartitions=1\n",
      "DAY_OF_WEEK    int64\n",
      "YEAR             ...\n",
      "dtype: int64\n",
      "Dask Name: dataframe-sum-agg, 5 tasks), ('hist', {'OFFENSE_CODE': {'count': [169, 3613, 8818, 7235, 37020, 5902, 15920, 1454, 8976, 296, 1455, 15415, 1924, 216, 0, 16536, 2185, 574, 256, 0, 2611, 44, 20908, 0, 8989, 23563, 47999, 15013, 14054, 11599, 8724, 473, 37132], 'bins': [111.0, 223.72727272727275, 336.4545454545455, 449.1818181818182, 561.909090909091, 674.6363636363636, 787.3636363636364, 900.0909090909091, 1012.8181818181819, 1125.5454545454545, 1238.2727272727273, 1351.0, 1463.7272727272727, 1576.4545454545455, 1689.1818181818182, 1801.909090909091, 1914.6363636363637, 2027.3636363636365, 2140.090909090909, 2252.818181818182, 2365.5454545454545, 2478.2727272727275, 2591.0, 2703.727272727273, 2816.4545454545455, 2929.1818181818185, 3041.909090909091, 3154.636363636364, 3267.3636363636365, 3380.0909090909095, 3492.818181818182, 3605.545454545455, 3718.2727272727275, 3831.0]}}), ('hist', {'YEAR': {'count': [53388, 99114, 166571], 'bins': [2015.0, 2016.0, 2017.0, 2018.0]}}), ('hist', {'MONTH': {'count': [23610, 21653, 24146, 24086, 26199, 30568, 34556, 34823, 26543, 25737, 47152], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0]}}), ('hist', {'HOUR': {'count': [15106, 9269, 7693, 4589, 3408, 3311, 5026, 8850, 13043, 14740, 16347, 16448, 18679, 16846, 17189, 16522, 19871, 20763, 20302, 17588, 15850, 14111, 23522], 'bins': [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0, 16.0, 17.0, 18.0, 19.0, 20.0, 21.0, 22.0, 23.0]}}), ('hist', {'Lat': {'count': [745, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 298329], 'bins': [-1.0, 0.31500125999999984, 1.6300025199999997, 2.9450037799999995, 4.260005039999999, 5.575006299999999, 6.890007559999999, 8.20500882, 9.520010079999999, 10.835011339999998, 12.150012599999998, 13.46501386, 14.780015119999998, 16.095016379999997, 17.41001764, 18.7250189, 20.040020159999997, 21.355021419999996, 22.670022679999995, 23.985023939999998, 25.300025199999997, 26.615026459999996, 27.93002772, 29.245028979999997, 30.560030239999996, 31.8750315, 33.190032759999994, 34.50503402, 35.82003528, 37.135036539999994, 38.4500378, 39.76503905999999, 41.080040319999995, 42.39504158]}}), ('hist', {'Long': {'count': [298329, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 745], 'bins': [-71.17867378, -69.05204730181818, -66.92542082363636, -64.79879434545454, -62.67216786727273, -60.54554138909091, -58.41891491090909, -56.29228843272727, -54.165661954545456, -52.03903547636364, -49.91240899818182, -47.78578252, -45.65915604181818, -43.53252956363636, -41.40590308545454, -39.27927660727273, -37.15265012909091, -35.02602365090909, -32.89939717272727, -30.772770694545457, -28.646144216363638, -26.51951773818182, -24.39289126, -22.26626478181818, -20.13963830363636, -18.013011825454548, -15.886385347272729, -13.75975886909091, -11.63313239090909, -9.50650591272727, -7.379879434545458, -5.253252956363639, -3.1266264781818194, -1.0]}})]\n",
      "EXPRS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Worker is at 88% memory usage. Pausing worker.  Process memory: 1.77 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Worker is at 53% memory usage. Resuming worker. Process memory: 1.07 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Worker is at 102% memory usage. Pausing worker.  Process memory: 2.04 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.37 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Worker is at 66% memory usage. Resuming worker. Process memory: 1.33 GB -- Worker memory limit: 2.00 GB\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RESULT2 {'INCIDENT_NUMBER': {'max': 'I182070945', 'count_na': 0, 'count_uniques': 282194, 'min': '142052550'}, 'OFFENSE_CODE': {'max': 3831, 'count_na': 0, 'count_uniques': 222, 'min': 111}, 'OFFENSE_CODE_GROUP': {'max': 'Warrant Arrests', 'count_na': 0, 'count_uniques': 67, 'min': 'Aggravated Assault'}, 'OFFENSE_DESCRIPTION': {'max': 'WEAPON - OTHER - OTHER VIOLATION', 'count_na': 0, 'count_uniques': 243, 'min': 'A&B HANDS, FEET, ETC.  - MED. ATTENTION REQ.'}, 'REPORTING_AREA': {'max': '99', 'count_na': 0, 'count_uniques': 879, 'min': ' '}, 'OCCURRED_ON_DATE': {'max': '2018-09-03 21:25:00', 'count_na': 0, 'count_uniques': 232588, 'min': '2015-06-15 00:00:00'}, 'YEAR': {'max': 2018, 'count_na': 0, 'count_uniques': 4, 'min': 2015}, 'MONTH': {'max': 12, 'count_na': 0, 'count_uniques': 12, 'min': 1}, 'DAY_OF_WEEK': {'max': 'Wednesday', 'count_na': 0, 'count_uniques': 7, 'min': 'Friday'}, 'HOUR': {'max': 23, 'count_na': 0, 'count_uniques': 24, 'min': 0}, 'Lat': {'max': 42.39504158, 'count_na': 19999, 'count_uniques': 18182, 'min': -1.0}, 'Long': {'max': -1.0, 'count_na': 19999, 'count_uniques': 18192, 'min': -71.17867378}, 'Location': {'max': '(42.39504158, -71.01017732)', 'count_na': 0, 'count_uniques': 18166, 'min': '(-1.00000000, -1.00000000)'}, 'DISTRICT': {'count_na': 1765, 'count_uniques': 13}, 'SHOOTING': {'count_na': 318054, 'count_uniques': 2}, 'UCR_PART': {'count_na': 90, 'count_uniques': 5}, 'STREET': {'count_na': 10871, 'count_uniques': 4645}}\n",
      "FREQUNCIA\n",
      "FREQUNCIA2\n",
      "COLUMNS INFO\n",
      "1111\n",
      "2222\n",
      "3333\n",
      "JONS!\n",
      "Send!\n"
     ]
    }
   ],
   "source": [
    "df.ext.send(advanced_stats=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['INCIDENT_NUMBER',\n",
       " 'OFFENSE_CODE',\n",
       " 'OFFENSE_CODE_GROUP',\n",
       " 'OFFENSE_DESCRIPTION',\n",
       " 'DISTRICT',\n",
       " 'REPORTING_AREA',\n",
       " 'SHOOTING',\n",
       " 'OCCURRED_ON_DATE',\n",
       " 'YEAR',\n",
       " 'MONTH',\n",
       " 'DAY_OF_WEEK',\n",
       " 'HOUR',\n",
       " 'UCR_PART',\n",
       " 'STREET',\n",
       " 'Lat',\n",
       " 'Long',\n",
       " 'Location']"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "320019.41234286706"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df[[\"INCIDENT_NUMBER\",\"OFFENSE_CODE\",\"OFFENSE_CODE_GROUP\"]].nunique_approx().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EXPRS\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'INCIDENT_NUMBER': {'count_uniques': 282194},\n",
       " 'OFFENSE_CODE': {'count_uniques': 222},\n",
       " 'OFFENSE_CODE_GROUP': {'count_uniques': 67},\n",
       " 'OFFENSE_DESCRIPTION': {'count_uniques': 243},\n",
       " 'DISTRICT': {'count_uniques': 13},\n",
       " 'REPORTING_AREA': {'count_uniques': 879},\n",
       " 'SHOOTING': {'count_uniques': 2},\n",
       " 'OCCURRED_ON_DATE': {'count_uniques': 232588},\n",
       " 'YEAR': {'count_uniques': 4},\n",
       " 'MONTH': {'count_uniques': 12},\n",
       " 'DAY_OF_WEEK': {'count_uniques': 7},\n",
       " 'HOUR': {'count_uniques': 24},\n",
       " 'UCR_PART': {'count_uniques': 5},\n",
       " 'STREET': {'count_uniques': 4645},\n",
       " 'Lat': {'count_uniques': 18182},\n",
       " 'Long': {'count_uniques': 18192},\n",
       " 'Location': {'count_uniques': 18166}}"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df.cols.count_uniques([\"INCIDENT_NUMBER\",\"OFFENSE_CODE\",\"OFFENSE_CODE_GROUP\",\"OFFENSE_DESCRIPTION\",\"DISTRICT\",\"REPORTING_AREA\",\"SHOOTING\",\"OCCURRED_ON_DATE\",\"YEAR\",\"MONTH\",\"DAY_OF_WEEK\",\"HOUR\",\"UCR_PART\",\"STREET\",\"Lat\",\"Long\",\"Location\"],True)\n",
    "df.cols.count_uniques(\"*\",True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Batch Stats 0. Processing columns['INCIDENT_NUMBER', 'OFFENSE_CODE', 'OFFENSE_CODE_GROUP', 'OFFENSE_DESCRIPTION', 'DISTRICT', 'REPORTING_AREA', 'SHOOTING', 'OCCURRED_ON_DATE', 'YEAR', 'MONTH', 'DAY_OF_WEEK', 'HOUR', 'UCR_PART', 'STREET', 'Lat', 'Long', 'Location']\n",
      "EXPRS\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Worker is at 80% memory usage. Pausing worker.  Process memory: 1.62 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Worker is at 87% memory usage. Pausing worker.  Process memory: 1.75 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.80 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.80 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.80 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.80 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.88 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.90 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.90 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.90 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.91 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.92 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.93 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.93 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.94 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.95 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.96 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.97 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.97 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.97 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.99 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.00 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.01 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.01 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.02 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.03 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.05 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.06 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.08 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.08 GB -- Worker memory limit: 2.00 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.09 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.10 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.13 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.14 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.15 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.15 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.16 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.15 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.12 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.14 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.04 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.04 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.05 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 2.10 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.96 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.86 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.80 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.86 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Memory use is high but worker has no data to store to disk.  Perhaps some other process is leaking memory?  Process memory: 1.64 GB -- Worker memory limit: 2.00 GB\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-35-b0ca8febd333>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     14\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     15\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 16\u001b[1;33m     \u001b[0mresult\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexec_agg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexprs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\dask\\columns.py\u001b[0m in \u001b[0;36mexec_agg\u001b[1;34m(exprs)\u001b[0m\n\u001b[0;32m    506\u001b[0m         \u001b[1;31m# TODO: Maybe use .gather\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    507\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mis_list_of_futures\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0magg_list\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 508\u001b[1;33m             \u001b[1;32mfor\u001b[0m \u001b[0mfuture\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mas_completed\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0magg_list\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    509\u001b[0m                 \u001b[0magg_results\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfuture\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    510\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0mis_future\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0magg_list\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36m__next__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   4206\u001b[0m                 \u001b[1;32mraise\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4207\u001b[0m             \u001b[1;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mthread_condition\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4208\u001b[1;33m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mthread_condition\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.100\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4209\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_and_raise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4210\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\threading.py\u001b[0m in \u001b[0;36mwait\u001b[1;34m(self, timeout)\u001b[0m\n\u001b[0;32m    298\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    299\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 300\u001b[1;33m                     \u001b[0mgotit\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwaiter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0macquire\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    301\u001b[0m                 \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    302\u001b[0m                     \u001b[0mgotit\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwaiter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0macquire\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING - Worker is at 59% memory usage. Resuming worker. Process memory: 1.19 GB -- Worker memory limit: 2.00 GB\n",
      "distributed.worker - WARNING - Worker is at 72% memory usage. Resuming worker. Process memory: 1.44 GB -- Worker memory limit: 2.00 GB\n"
     ]
    }
   ],
   "source": [
    "columns = df.cols.names()\n",
    "result = \n",
    "# columns = parse_columns(df, columns)\n",
    "n = 20\n",
    "list_columns = [columns[i * n:(i + 1) * n] for i in range((len(columns) + n - 1) // n)]\n",
    "        \n",
    "for i, cols in enumerate(list_columns):\n",
    "    print(\"Batch Stats {BATCH_NUMBER}. Processing columns{COLUMNS}\".format(BATCH_NUMBER=i, COLUMNS=cols))\n",
    "\n",
    "    # Count uniques is necessary for calculate the histogram buckets\n",
    "    funcs = [df.functions.count_uniques_agg]\n",
    "    exprs = df.cols.create_exprs(cols, funcs, True)\n",
    "\n",
    "    funcs = [df.functions.min, df.functions.max]\n",
    "    exprs.extend(df.cols.create_exprs(cols, funcs))\n",
    "\n",
    "    funcs = [df.functions.count_na_agg]\n",
    "    exprs.extend(df.cols.create_exprs(cols, funcs, df))\n",
    "\n",
    "    if False:\n",
    "        funcs = [df.functions.stddev, df.functions.kurtosis, df.functions.mean, df.functions.skewness,\n",
    "                 df.functions.sum, df.functions.variance, df.functions.zeros_agg]\n",
    "\n",
    "        exprs.extend(df.cols.create_exprs(cols, funcs))\n",
    "\n",
    "        # TODO: None in basic calculation\n",
    "        funcs = [df.functions.percentile_agg]\n",
    "        exprs.extend(df.cols.create_exprs(cols, funcs, df, [0.05, 0.25, 0.5, 0.75, 0.95],\n",
    "                                          relative_error))\n",
    "\n",
    "    result.update(df.cols.exec_agg(exprs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.001289538211168"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"id\"].nunique_approx().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': {'count_uniques': 13}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.count_uniques(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.ext.send(advanced_stats=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Send!\n"
     ]
    }
   ],
   "source": [
    "df.ext.send()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1= df.cols.select(\"*\", data_type=df.constants.NUMERIC_TYPES, invert=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': [{'value': 13, 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 12, 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 11, 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 10, 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 9, 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 8, 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 7, 'count': 1, 'percentage': 7.69}],\n",
       " 'firstName': [{'value': 'PAUL', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'NiELS', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'Luis', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'Johannes', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'JaMES', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'Isaac', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'Galileo', 'count': 1, 'percentage': 7.69}],\n",
       " 'lastName': [{'value': 'dirac$', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'Nöether$', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'Newton', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'M$$ax%%well', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'KEPLER', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'H$$$ilbert', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'Ga%%%uss', 'count': 1, 'percentage': 7.69}],\n",
       " 'billingId': [{'value': 992.0, 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 875.0, 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 735.0, 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 672.0, 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 634.0, 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 624.0, 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 551.0, 'count': 1, 'percentage': 7.69}],\n",
       " 'product': [{'value': 'taco', 'count': 3, 'percentage': 23.08},\n",
       "  {'value': 'pizza', 'count': 3, 'percentage': 23.08},\n",
       "  {'value': 'pasta', 'count': 2, 'percentage': 15.38},\n",
       "  {'value': 'taaaccoo', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'piza', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'arepa', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'Cake', 'count': 1, 'percentage': 7.69}],\n",
       " 'price': [{'value': 8.0, 'count': 4, 'percentage': 30.77},\n",
       "  {'value': 3.0, 'count': 4, 'percentage': 30.77},\n",
       "  {'value': 9.0, 'count': 2, 'percentage': 15.38},\n",
       "  {'value': 10.0, 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 5.0, 'count': 1, 'percentage': 7.69}],\n",
       " 'birth': [{'value': '1999/02/15', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': '1993/12/08', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': '1990/07/11', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': '1990/07/09', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': '1980/07/07', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': '1970/07/13', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': '1954/07/10', 'count': 1, 'percentage': 7.69}],\n",
       " 'dummyCol': [{'value': 'gonna', 'count': 3, 'percentage': 23.08},\n",
       "  {'value': 'you', 'count': 2, 'percentage': 15.38},\n",
       "  {'value': 'never', 'count': 2, 'percentage': 15.38},\n",
       "  {'value': 'up', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'never ', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'let', 'count': 1, 'percentage': 7.69},\n",
       "  {'value': 'give', 'count': 1, 'percentage': 7.69}]}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.frequency(\"*\", 7, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"queue_name\": \"ee8e887f-fac1-4555-aa54-90037f197099\", \"data\": \"gAAAAABeRGUbfK3n1RivFVFUDIN4ZZrJ9G2pLk-inn4X4rTPiujhm8S2ffqYoG6wZb4fSjp8RDFuYZpuaFN9zh1b9qP2KuUv9P5RWwVIS8RSrCXFhr-Ysm6Z0MOF1EF9TCx0gIzLhu65tXDjE_TxCP3pt4v8a8loH_OUXbhWn15Uf5mPAMCZYiTNz1QUyaHMW2ED68MTeM82wHssZhR282_Hb-Okm1Vxm8QLYoTm53akaro85wPTQuouRV70TFtPXqCinHdnWgNGku5EIh5mS9_ZYlfJqNAAQ8NKRMnz0AD469ftC6siHirw2r6RzbX0cNwGtiWopogfb5seCSm-ZFudspzmG52DOub5vfUQtaoar0pLZd-_6eaHcd-M-igTrC31s3C0oN_ONsXqbC5YFkod8jDN_Lw1SeBEnv7wAQ7jI36Pr4310eGhMJYaSHBOYjdslbny1BtVGIxTAx5juL2eoVT8tXfEdMAzsw70sbX46ZSVwXhG7S9g8eyxivVSWg7efuz69hyTYExkWgidUi5pQMdnI-zVbdnhUlkZeiTCT5fC1tPejcBO4qq0nIbBkG4JogCEo0qXgy2vjfhECDoFLnttQyIzL54xSiNnFQwGl6W9zosXgKH7Ke__hsHs4eZGWl7fU6eEbq99PIYRGNJ-5GYjXrWl3jsSvhlSEIJhm8OBk7KyQrPU2cEG4Gp9N6gNkU0YiRVmysPYFlYb1yVoH7iMc4iv4DUPeheTZYexh8wRvKmBxzNNPjwGj8MBX5Lg-A1UmlGVil7D9bP18Rs7ikTjnKknnFG0X03Zgdo2hH6rP3UmZCJDZYIPLJpAjEdv5oNnRRefPtFE1L2cSYpL70Fb-xwRT_Ss0fl4OWcr8iaG55cPB6ONZt45avk9wNwf4o71qSNl0lSI5c6IvQQ3TVp2xlZ4tZeMkz9N2amyWJ1Eja6P5YXVli4V-bzai4C20kf4Yd6lxevvsaUDPdtEYNs9DgRrC24Kp56jrTKzHS9OJvTlE4lcN3FZWizO74omQ-atEd_ShR8lSwQPGQWWTE3HnuMBeHf2DyzMZPRNeEbpTo-ejyuYW2cdB1KCekdfvV-hdNDsmGg_MZQBqIuNR9I7ItFwE0QwnBZBFAii8bj6t0uhbM3B2KAH-Bou505LmrlhBLwVPNVuLjuN9jI3LealSv6VPquaYs4hyivPgCKTGBdUlmwHB96S0_oUI7D1b2H9s6p4NfsokpgVwXZnW4cT70K7nMzfI1GyZuNIPXK3ys7T4CJ7sDRDeGXYguLxFLIhObxO8osfFZliBUcom3bT7HIzuqvhNYd-i1yyk4NoQ7mmJ97Ngi4usVduab_fB0HS0lZbncDccooKpSzHAiWYSUIwnlMu1ywBClsYfCt7GfS2ZPyT9JxZqsgenejArB2Fzm6tG0P1s7k0um0quo5Q-n8j90MAnzlFVUuLOGXXEF7aWy_WK08dThNSphFPH47LJxvW6esqpFZFVxQQQCIm9XkNMYQEL3rCf_Lo6Peb77xU1e1J-4hmaSuOmqYCqY0HJOuzxWHCCJAjvshEP4U8FS6f3fEKV-BUZMQPmCfbaKRygPBG5_U7u-3G0Bod3b-eFlcjTPAIgXNUcZAAIAWz4ofQaS2_WFjaIHyNIqoqO8kW2KC4dgynoZYh2NUNxXHiZ_LZ95CLD-lBzTGy4eKnOjknCc5Lj_4ZcXq8ZSv9YaNLe1VkklIEklD6Pa_qoe6yndzno9aEKhSWY9Gqno25vinTkG4Hv3phO_RpviCyDFFr3dtuqEYqNKPSqKt-ryGVW9poHzePDQA568VCQu3gtV9Y5pPFvCE65P-TUS1Henzuj4CqYTzuIaT40Mz87mF15NYkGAxwRuZySVQytkDMtjYLBwn16CF0sp1LZ3t4IK0Gl0MS3-YTAF7iKMMAZie5T_1BVLL_Ie3Wa57bPKYiSZHMmDt3YbPe8mSBAqU__6pqku19CQzP6IMV0ASwaccoj6QF8UH6evSpVBaKwqNRHWtZyGMjeOwFHdvDr2by60pp05g9JNwW_1VP6IHvGeRpdrenVYk0vOD2ePuHOHw4lHsKoXmH6irBncZDABrT3Xqtkh5L_351u3BFU4yFtFXYpP6fJVtntN2x-zy7_QmaKasNJuLGv_WBg0lDFtmPBEaipx4nnyMNTNlT3wgMHuB3Jyy4rM6D7uUihC7DQNeUcUubGT7CIbNI7wIF1tiTaXtzJLgFpt7EThyXVURaW07xy7PWwAx8R8egxZ6w0s3-S3QhGlMsh4PaOXLRDZeafUbpk20bzVdCHavKhq1Jbwd2jH1lSUsIBLaliO3eyPLfjkN2M_nJJtx8pXeC9horccl2s8Ls_Wly7iW1sh6XO-SYtJBp3PCg7OQwDJkUABxxIawS37C_6xsopat0E4RXCPV9Vs2VJpXCkQeHFTpkH6Ols0FJ0offH0nn6Af-0D_8BT3LJd0skjRMl4B11LbWQFfK4nsJyDn09zMl0qoJIiIrGjWKFoRvphgmSCJTOF0u4pXp8YHRRUsfsdIxAUAc_g36mrcb87LhyK4gwhMHdHfWvExcDxqimTd93sm3AKJykyTCVZNQ_5LPu6Oief5RAGZ855ZjFDkzaTiqhfmiULRvxbPilebZpnlSmSfDgxDTgacolFSF8Ms_moBCgtNaNowAkTCkijOBsRlD2xlkJpl1QxDD\"}'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.send(output=\"json\", infer=False, advanced_stats=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "a = pd.read_csv(\"data/crime.csv\", encoding=\"latin_1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.357791</td>\n",
       "      <td>-71.139371</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>1402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.306821</td>\n",
       "      <td>-71.060300</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>3410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.346589</td>\n",
       "      <td>-71.072429</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.334182</td>\n",
       "      <td>-71.078664</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.275365</td>\n",
       "      <td>-71.090361</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  INCIDENT_NUMBER  OFFENSE_CODE    OFFENSE_CODE_GROUP   OFFENSE_DESCRIPTION  \\\n",
       "0      I182070945           619               Larceny    LARCENY ALL OTHERS   \n",
       "1      I182070943          1402             Vandalism             VANDALISM   \n",
       "2      I182070941          3410                 Towed   TOWED MOTOR VEHICLE   \n",
       "3      I182070940          3114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "4      I182070938          3114  Investigate Property  INVESTIGATE PROPERTY   \n",
       "\n",
       "  DISTRICT REPORTING_AREA SHOOTING     OCCURRED_ON_DATE  YEAR  MONTH  \\\n",
       "0      D14            808      NaN  2018-09-02 13:00:00  2018      9   \n",
       "1      C11            347      NaN  2018-08-21 00:00:00  2018      8   \n",
       "2       D4            151      NaN  2018-09-03 19:27:00  2018      9   \n",
       "3       D4            272      NaN  2018-09-03 21:16:00  2018      9   \n",
       "4       B3            421      NaN  2018-09-03 21:05:00  2018      9   \n",
       "\n",
       "  DAY_OF_WEEK  HOUR    UCR_PART       STREET        Lat       Long  \\\n",
       "0      Sunday    13    Part One   LINCOLN ST  42.357791 -71.139371   \n",
       "1     Tuesday     0    Part Two     HECLA ST  42.306821 -71.060300   \n",
       "2      Monday    19  Part Three  CAZENOVE ST  42.346589 -71.072429   \n",
       "3      Monday    21  Part Three   NEWCOMB ST  42.334182 -71.078664   \n",
       "4      Monday    21  Part Three     DELHI ST  42.275365 -71.090361   \n",
       "\n",
       "                      Location  \n",
       "0  (42.35779134, -71.13937053)  \n",
       "1  (42.30682138, -71.06030035)  \n",
       "2  (42.34658879, -71.07242943)  \n",
       "3  (42.33418175, -71.07866441)  \n",
       "4  (42.27536542, -71.09036101)  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I162030584    13\n",
      "I152080623    11\n",
      "I182065208    10\n",
      "I172013170    10\n",
      "I172096394    10\n",
      "Name: INCIDENT_NUMBER, dtype: int64\n",
      "3006    18783\n",
      "3115    18754\n",
      "3831    16323\n",
      "1402    15154\n",
      "802     14799\n",
      "Name: OFFENSE_CODE, dtype: int64\n",
      "Wall time: 233 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "for col_name in [\"INCIDENT_NUMBER\",\"OFFENSE_CODE\"]:\n",
    "    print(a[col_name].value_counts().nlargest(5))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING -  Compute Failed\n",
      "Function:  execute_task\n",
      "args:      ((<function apply_and_enforce at 0x000001D4932665E8>, <function func at 0x000001D4A93CE678>, [(<built-in function getitem>, (<function check_meta at 0x000001D4931EAEE8>, (<function apply at 0x000001D49046B678>, <function pandas_read_text at 0x000001D49328DAF8>, [<function _make_parser_function.<locals>.parser_f at 0x000001D492E48438>, (<function read_block_from_file at 0x000001D493064F78>, <dask.bytes.core.OpenFile object at 0x000001D4A79D7108>, 0, 64000000, b'\\n'), b'id,firstName,lastName,billingId,product,price,birth,dummyCol\\n', (<class 'dict'>, [['sep', ','], ['header', 0], ['encoding', 'UTF-8'], ['na_values', 'null']]), (<class 'dict'>, [['id', dtype('int64')], ['firstName', dtype('O')], ['lastName', dtype('O')], ['billingId', dtype('float64')], ['product', dtype('O')], ['price', dtype('float64')], ['birth', dtype('O')], ['dummyCol', dtype('O')]]), ['id', 'firstName', 'lastName', 'billingId', 'product', 'price', 'birth', 'dummyCol']], (<class 'dict'>, [['write_header', False], ['e\n",
      "kwargs:    {}\n",
      "Exception: ValueError('The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().')\n",
      "\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-16-0b8d11dccf52>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;31m# from dask.dataframe import DataFrame as dd\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'price'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_partitions\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeta\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"int\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m    154\u001b[0m         \u001b[0mdask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbase\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    155\u001b[0m         \"\"\"\n\u001b[1;32m--> 156\u001b[1;33m         \u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraverse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    157\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    158\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    395\u001b[0m     \u001b[0mkeys\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_keys__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    396\u001b[0m     \u001b[0mpostcomputes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_postcompute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 397\u001b[1;33m     \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mschedule\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeys\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    398\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mrepack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpostcomputes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    399\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs)\u001b[0m\n\u001b[0;32m   2566\u001b[0m                     \u001b[0mshould_rejoin\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2567\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2568\u001b[1;33m                 \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgather\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpacked\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0masynchronous\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0masynchronous\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdirect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdirect\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2569\u001b[0m             \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2570\u001b[0m                 \u001b[1;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mfutures\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mgather\u001b[1;34m(self, futures, errors, maxsize, direct, asynchronous)\u001b[0m\n\u001b[0;32m   1820\u001b[0m                 \u001b[0mdirect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdirect\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1821\u001b[0m                 \u001b[0mlocal_worker\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlocal_worker\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1822\u001b[1;33m                 \u001b[0masynchronous\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0masynchronous\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1823\u001b[0m             )\n\u001b[0;32m   1824\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    751\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    752\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 753\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0msync\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    754\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    755\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(loop, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    329\u001b[0m             \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    330\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 331\u001b[1;33m         \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    332\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    333\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\six.py\u001b[0m in \u001b[0;36mreraise\u001b[1;34m(tp, value, tb)\u001b[0m\n\u001b[0;32m    694\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mtb\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    695\u001b[0m                 \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 696\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    697\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    698\u001b[0m             \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36mf\u001b[1;34m()\u001b[0m\n\u001b[0;32m    314\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    315\u001b[0m                 \u001b[0mfuture\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_timeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtimedelta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mseconds\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 316\u001b[1;33m             \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32myield\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    317\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    318\u001b[0m             \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    733\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    734\u001b[0m                     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 735\u001b[1;33m                         \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    736\u001b[0m                     \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    737\u001b[0m                         \u001b[0mexc_info\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    740\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0mexc_info\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    741\u001b[0m                         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m                             \u001b[0myielded\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mthrow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;31m# type: ignore\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    743\u001b[0m                         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    744\u001b[0m                             \u001b[1;31m# Break up a reference to itself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36m_gather\u001b[1;34m(self, futures, errors, direct, local_worker)\u001b[0m\n\u001b[0;32m   1651\u001b[0m                             \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mCancelledError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mCancelledError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1652\u001b[0m                         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1653\u001b[1;33m                             \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexception\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexception\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraceback\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1654\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"skip\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1655\u001b[0m                         \u001b[0mbad_keys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\six.py\u001b[0m in \u001b[0;36mreraise\u001b[1;34m(tp, value, tb)\u001b[0m\n\u001b[0;32m    693\u001b[0m                 \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtp\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    694\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mtb\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 695\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    696\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    697\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36mapply_and_enforce\u001b[1;34m(func, args, kwargs, meta)\u001b[0m\n\u001b[0;32m   3682\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3683\u001b[0m     Ensures the output has the same columns, even if empty.\"\"\"\n\u001b[1;32m-> 3684\u001b[1;33m     \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3685\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mIndex\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3686\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-16-0b8d11dccf52>\u001b[0m in \u001b[0;36mfunc\u001b[1;34m(value)\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m     \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m>\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m         \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;31m# from dask.dataframe import DataFrame as dd\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__nonzero__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1476\u001b[0m         raise ValueError(\"The truth value of a {0} is ambiguous. \"\n\u001b[0;32m   1477\u001b[0m                          \u001b[1;34m\"Use a.empty, a.bool(), a.item(), a.any() or a.all().\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1478\u001b[1;33m                          .format(self.__class__.__name__))\n\u001b[0m\u001b[0;32m   1479\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1480\u001b[0m     \u001b[0m__bool__\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m__nonzero__\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all()."
     ]
    }
   ],
   "source": [
    "def func(value):\n",
    "    if value>1:\n",
    "        print(1)\n",
    "    return 0\n",
    "# from dask.dataframe import DataFrame as dd\n",
    "\n",
    "df['price'].map_partitions(func, meta=(\"int\")).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.min(\"firstName\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING -  Compute Failed\n",
      "Function:  execute_task\n",
      "args:      ((<function apply at 0x000001CBF49EB5E8>, <function _reduction_aggregate at 0x000001CBF77D6EE8>, [(<function _concat at 0x000001CBF6125EE8>, [(<function apply at 0x000001CBF49EB5E8>, <function _reduction_chunk at 0x000001CBF77D6DC8>, [(<built-in function getitem>, (<function check_meta at 0x000001CBF775AE58>, (<function apply at 0x000001CBF49EB5E8>, <function pandas_read_text at 0x000001CBF77FEA68>, [<function _make_parser_function.<locals>.parser_f at 0x000001CBF73B83A8>, (<function read_block_from_file at 0x000001CBF75D4EE8>, <dask.bytes.core.OpenFile object at 0x000001CB8B9E2B08>, 0, 64000000, b'\\n'), b'id,firstName,lastName,billingId,product,price,birth,dummyCol\\n', (<class 'dict'>, [['sep', ','], ['header', 0], ['encoding', 'UTF-8'], ['na_values', 'null']]), (<class 'dict'>, [['id', dtype('int64')], ['firstName', dtype('O')], ['lastName', dtype('O')], ['billingId', dtype('float64')], ['product', dtype('O')], ['price', dtype('float64')], ['birth', dtype('O')], ['dummyCol', dtype('O\n",
      "kwargs:    {}\n",
      "Exception: TypeError(\"'<=' not supported between instances of 'str' and 'float'\")\n",
      "\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "'<=' not supported between instances of 'str' and 'float'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mf\u001b[1;34m(values, axis, skipna, **kwds)\u001b[0m\n\u001b[0;32m    126\u001b[0m                 \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 127\u001b[1;33m                     \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    128\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mreduction\u001b[1;34m(values, axis, skipna, mask)\u001b[0m\n\u001b[0;32m    741\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeth\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    743\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\numpy\\core\\_methods.py\u001b[0m in \u001b[0;36m_amin\u001b[1;34m(a, axis, out, keepdims, initial)\u001b[0m\n\u001b[0;32m     31\u001b[0m           initial=_NoValue):\n\u001b[1;32m---> 32\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mumr_minimum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minitial\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     33\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: '<=' not supported between instances of 'str' and 'float'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-15-e3fd36515113>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mdask\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mdataframe\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mdd\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"firstName\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    395\u001b[0m     \u001b[0mkeys\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_keys__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    396\u001b[0m     \u001b[0mpostcomputes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_postcompute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 397\u001b[1;33m     \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mschedule\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeys\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    398\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mrepack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpostcomputes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    399\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs)\u001b[0m\n\u001b[0;32m   2566\u001b[0m                     \u001b[0mshould_rejoin\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2567\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2568\u001b[1;33m                 \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgather\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpacked\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0masynchronous\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0masynchronous\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdirect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdirect\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2569\u001b[0m             \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2570\u001b[0m                 \u001b[1;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mfutures\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mgather\u001b[1;34m(self, futures, errors, maxsize, direct, asynchronous)\u001b[0m\n\u001b[0;32m   1820\u001b[0m                 \u001b[0mdirect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdirect\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1821\u001b[0m                 \u001b[0mlocal_worker\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlocal_worker\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1822\u001b[1;33m                 \u001b[0masynchronous\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0masynchronous\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1823\u001b[0m             )\n\u001b[0;32m   1824\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    751\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    752\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 753\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0msync\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    754\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    755\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(loop, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    329\u001b[0m             \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    330\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 331\u001b[1;33m         \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    332\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    333\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\six.py\u001b[0m in \u001b[0;36mreraise\u001b[1;34m(tp, value, tb)\u001b[0m\n\u001b[0;32m    694\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mtb\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    695\u001b[0m                 \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 696\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    697\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    698\u001b[0m             \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36mf\u001b[1;34m()\u001b[0m\n\u001b[0;32m    314\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    315\u001b[0m                 \u001b[0mfuture\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_timeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtimedelta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mseconds\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 316\u001b[1;33m             \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32myield\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    317\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    318\u001b[0m             \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    733\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    734\u001b[0m                     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 735\u001b[1;33m                         \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    736\u001b[0m                     \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    737\u001b[0m                         \u001b[0mexc_info\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    740\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0mexc_info\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    741\u001b[0m                         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m                             \u001b[0myielded\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mthrow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;31m# type: ignore\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    743\u001b[0m                         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    744\u001b[0m                             \u001b[1;31m# Break up a reference to itself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36m_gather\u001b[1;34m(self, futures, errors, direct, local_worker)\u001b[0m\n\u001b[0;32m   1651\u001b[0m                             \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mCancelledError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mCancelledError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1652\u001b[0m                         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1653\u001b[1;33m                             \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexception\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexception\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraceback\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1654\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"skip\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1655\u001b[0m                         \u001b[0mbad_keys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\six.py\u001b[0m in \u001b[0;36mreraise\u001b[1;34m(tp, value, tb)\u001b[0m\n\u001b[0;32m    693\u001b[0m                 \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtp\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    694\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mtb\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 695\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    696\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    697\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\compatibility.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(func, args, kwargs)\u001b[0m\n\u001b[0;32m     91\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     92\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 93\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     94\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     95\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36m_reduction_chunk\u001b[1;34m(x, aca_chunk, **kwargs)\u001b[0m\n\u001b[0;32m   4314\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4315\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_reduction_chunk\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maca_chunk\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4316\u001b[1;33m     \u001b[0mo\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maca_chunk\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4317\u001b[0m     \u001b[1;31m# Return a dataframe so that the concatenated version is also a dataframe\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4318\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mo\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_frame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mo\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\utils.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, obj, *args, **kwargs)\u001b[0m\n\u001b[0;32m    692\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    693\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 694\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    695\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    696\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__reduce__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36mstat_func\u001b[1;34m(self, axis, skipna, level, numeric_only, **kwargs)\u001b[0m\n\u001b[0;32m  10954\u001b[0m                                       skipna=skipna)\n\u001b[0;32m  10955\u001b[0m         return self._reduce(f, name, axis=axis, skipna=skipna,\n\u001b[1;32m> 10956\u001b[1;33m                             numeric_only=numeric_only)\n\u001b[0m\u001b[0;32m  10957\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m  10958\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mset_function_name\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstat_func\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcls\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36m_reduce\u001b[1;34m(self, op, name, axis, skipna, numeric_only, filter_type, **kwds)\u001b[0m\n\u001b[0;32m   3628\u001b[0m                                           'numeric_only.'.format(name))\n\u001b[0;32m   3629\u001b[0m             \u001b[1;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ignore'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3630\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdelegate\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3631\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3632\u001b[0m         \u001b[1;31m# TODO(EA) dispatch to Index\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mf\u001b[1;34m(values, axis, skipna, **kwds)\u001b[0m\n\u001b[0;32m    128\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    129\u001b[0m                 \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 130\u001b[1;33m                     \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    131\u001b[0m                 \u001b[1;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    132\u001b[0m                     \u001b[1;31m# we want to transform an object array\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mreduction\u001b[1;34m(values, axis, skipna, mask)\u001b[0m\n\u001b[0;32m    740\u001b[0m                 \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnan\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    741\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeth\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    743\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    744\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_wrap_results\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\numpy\\core\\_methods.py\u001b[0m in \u001b[0;36m_amin\u001b[1;34m(a, axis, out, keepdims, initial)\u001b[0m\n\u001b[0;32m     30\u001b[0m def _amin(a, axis=None, out=None, keepdims=False,\n\u001b[0;32m     31\u001b[0m           initial=_NoValue):\n\u001b[1;32m---> 32\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mumr_minimum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minitial\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     33\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     34\u001b[0m def _sum(a, axis=None, dtype=None, out=None, keepdims=False,\n",
      "\u001b[1;31mTypeError\u001b[0m: '<=' not supported between instances of 'str' and 'float'"
     ]
    }
   ],
   "source": [
    "from dask import dataframe as dd\n",
    "dd.compute(df[\"firstName\"].min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING -  Compute Failed\n",
      "Function:  execute_task\n",
      "args:      ((<function apply at 0x000002B0DBD979D8>, <function _reduction_aggregate at 0x000002B0DEB7A318>, [(<function _concat at 0x000002B0DD4CF318>, [(<function apply at 0x000002B0DBD979D8>, <function _reduction_chunk at 0x000002B0DEB7A1F8>, [(<built-in function getitem>, (<function check_meta at 0x000002B0DEB00288>, (<function apply at 0x000002B0DBD979D8>, <function pandas_read_text at 0x000002B0DEB9EE58>, [<function _make_parser_function.<locals>.parser_f at 0x000002B0DE75D798>, (<function read_block_from_file at 0x000002B0DE97AA68>, <dask.bytes.core.OpenFile object at 0x000002B0F2D4DA88>, 0, 64000000, b'\\n'), b'id,firstName,lastName,billingId,product,price,birth,dummyCol\\n', (<class 'dict'>, [['sep', ','], ['header', 0], ['encoding', 'UTF-8'], ['na_values', 'null']]), (<class 'dict'>, [['id', dtype('int64')], ['firstName', dtype('O')], ['lastName', dtype('O')], ['billingId', dtype('float64')], ['product', dtype('O')], ['price', dtype('float64')], ['birth', dtype('O')], ['dummyCol', dtype('O\n",
      "kwargs:    {}\n",
      "Exception: TypeError(\"'<=' not supported between instances of 'str' and 'float'\")\n",
      "\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "'<=' not supported between instances of 'str' and 'float'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mf\u001b[1;34m(values, axis, skipna, **kwds)\u001b[0m\n\u001b[0;32m    126\u001b[0m                 \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 127\u001b[1;33m                     \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    128\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mreduction\u001b[1;34m(values, axis, skipna, mask)\u001b[0m\n\u001b[0;32m    741\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeth\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    743\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\numpy\\core\\_methods.py\u001b[0m in \u001b[0;36m_amin\u001b[1;34m(a, axis, out, keepdims, initial)\u001b[0m\n\u001b[0;32m     31\u001b[0m           initial=_NoValue):\n\u001b[1;32m---> 32\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mumr_minimum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minitial\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     33\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: '<=' not supported between instances of 'str' and 'float'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-43-383ac73ff6a5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"firstName\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m    154\u001b[0m         \u001b[0mdask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbase\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    155\u001b[0m         \"\"\"\n\u001b[1;32m--> 156\u001b[1;33m         \u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraverse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    157\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    158\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    395\u001b[0m     \u001b[0mkeys\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_keys__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    396\u001b[0m     \u001b[0mpostcomputes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_postcompute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 397\u001b[1;33m     \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mschedule\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeys\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    398\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mrepack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpostcomputes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    399\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs)\u001b[0m\n\u001b[0;32m   2566\u001b[0m                     \u001b[0mshould_rejoin\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2567\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2568\u001b[1;33m                 \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgather\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpacked\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0masynchronous\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0masynchronous\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdirect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdirect\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2569\u001b[0m             \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2570\u001b[0m                 \u001b[1;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mfutures\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mgather\u001b[1;34m(self, futures, errors, maxsize, direct, asynchronous)\u001b[0m\n\u001b[0;32m   1820\u001b[0m                 \u001b[0mdirect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdirect\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1821\u001b[0m                 \u001b[0mlocal_worker\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlocal_worker\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1822\u001b[1;33m                 \u001b[0masynchronous\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0masynchronous\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1823\u001b[0m             )\n\u001b[0;32m   1824\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    751\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    752\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 753\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0msync\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    754\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    755\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(loop, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    329\u001b[0m             \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    330\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 331\u001b[1;33m         \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    332\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    333\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\six.py\u001b[0m in \u001b[0;36mreraise\u001b[1;34m(tp, value, tb)\u001b[0m\n\u001b[0;32m    694\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mtb\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    695\u001b[0m                 \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 696\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    697\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    698\u001b[0m             \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36mf\u001b[1;34m()\u001b[0m\n\u001b[0;32m    314\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    315\u001b[0m                 \u001b[0mfuture\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_timeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtimedelta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mseconds\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 316\u001b[1;33m             \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32myield\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    317\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    318\u001b[0m             \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    733\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    734\u001b[0m                     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 735\u001b[1;33m                         \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    736\u001b[0m                     \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    737\u001b[0m                         \u001b[0mexc_info\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    740\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0mexc_info\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    741\u001b[0m                         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m                             \u001b[0myielded\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mthrow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;31m# type: ignore\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    743\u001b[0m                         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    744\u001b[0m                             \u001b[1;31m# Break up a reference to itself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36m_gather\u001b[1;34m(self, futures, errors, direct, local_worker)\u001b[0m\n\u001b[0;32m   1651\u001b[0m                             \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mCancelledError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mCancelledError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1652\u001b[0m                         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1653\u001b[1;33m                             \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexception\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexception\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraceback\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1654\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"skip\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1655\u001b[0m                         \u001b[0mbad_keys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\six.py\u001b[0m in \u001b[0;36mreraise\u001b[1;34m(tp, value, tb)\u001b[0m\n\u001b[0;32m    693\u001b[0m                 \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtp\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    694\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mtb\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 695\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    696\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    697\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\compatibility.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(func, args, kwargs)\u001b[0m\n\u001b[0;32m     91\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     92\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 93\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     94\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     95\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36m_reduction_chunk\u001b[1;34m(x, aca_chunk, **kwargs)\u001b[0m\n\u001b[0;32m   4314\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4315\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_reduction_chunk\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maca_chunk\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4316\u001b[1;33m     \u001b[0mo\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maca_chunk\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4317\u001b[0m     \u001b[1;31m# Return a dataframe so that the concatenated version is also a dataframe\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4318\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mo\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_frame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mo\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\utils.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, obj, *args, **kwargs)\u001b[0m\n\u001b[0;32m    692\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    693\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 694\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    695\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    696\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__reduce__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36mstat_func\u001b[1;34m(self, axis, skipna, level, numeric_only, **kwargs)\u001b[0m\n\u001b[0;32m  10954\u001b[0m                                       skipna=skipna)\n\u001b[0;32m  10955\u001b[0m         return self._reduce(f, name, axis=axis, skipna=skipna,\n\u001b[1;32m> 10956\u001b[1;33m                             numeric_only=numeric_only)\n\u001b[0m\u001b[0;32m  10957\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m  10958\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mset_function_name\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstat_func\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcls\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36m_reduce\u001b[1;34m(self, op, name, axis, skipna, numeric_only, filter_type, **kwds)\u001b[0m\n\u001b[0;32m   3628\u001b[0m                                           'numeric_only.'.format(name))\n\u001b[0;32m   3629\u001b[0m             \u001b[1;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ignore'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3630\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdelegate\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3631\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3632\u001b[0m         \u001b[1;31m# TODO(EA) dispatch to Index\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mf\u001b[1;34m(values, axis, skipna, **kwds)\u001b[0m\n\u001b[0;32m    128\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    129\u001b[0m                 \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 130\u001b[1;33m                     \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    131\u001b[0m                 \u001b[1;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    132\u001b[0m                     \u001b[1;31m# we want to transform an object array\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mreduction\u001b[1;34m(values, axis, skipna, mask)\u001b[0m\n\u001b[0;32m    740\u001b[0m                 \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnan\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    741\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeth\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    743\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    744\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_wrap_results\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\numpy\\core\\_methods.py\u001b[0m in \u001b[0;36m_amin\u001b[1;34m(a, axis, out, keepdims, initial)\u001b[0m\n\u001b[0;32m     30\u001b[0m def _amin(a, axis=None, out=None, keepdims=False,\n\u001b[0;32m     31\u001b[0m           initial=_NoValue):\n\u001b[1;32m---> 32\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mumr_minimum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minitial\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     33\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     34\u001b[0m def _sum(a, axis=None, dtype=None, out=None, keepdims=False,\n",
      "\u001b[1;31mTypeError\u001b[0m: '<=' not supported between instances of 'str' and 'float'"
     ]
    }
   ],
   "source": [
    "df[\"firstName\"].min().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['a']"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_result={}\n",
    "_result.setdefault(\"id\", [\"a\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(_result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SEND {\"count_types\": {\"int\": 8, \"numeric\": 0, \"array\": 0, \"binary\": 0, \"null\": 0, \"date\": 0, \"categorical\": 0}, \"total_count_dtypes\": 1, \"dtypes_list\": [\"int\"], \"columns\": {\"id\": {\"stats\": {\"count_na\": null, \"max\": 13.0, \"count_uniques\": 13.001289538211168, \"min\": 1.0, \"hist\": {\"hist\": [{\"count\": null, \"lower\": 1.0, \"upper\": 2.0}, {\"count\": null, \"lower\": 2.0, \"upper\": 3.0}, {\"count\": null, \"lower\": 3.0, \"upper\": 4.0}, {\"count\": null, \"lower\": 4.0, \"upper\": 5.0}, {\"count\": null, \"lower\": 5.0, \"upper\": 6.0}, {\"count\": null, \"lower\": 6.0, \"upper\": 7.0}, {\"count\": null, \"lower\": 7.0, \"upper\": 8.0}, {\"count\": null, \"lower\": 8.0, \"upper\": 9.0}, {\"count\": null, \"lower\": 9.0, \"upper\": 10.0}, {\"count\": null, \"lower\": 10.0, \"upper\": 11.0}, {\"count\": null, \"lower\": 11.0, \"upper\": 12.0}, {\"count\": null, \"lower\": 12.0, \"upper\": 13.0}]}}, \"name\": \"id\", \"column_dtype\": \"int\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}, \"firstName\": {\"stats\": {\"count_na\": null, \"count_uniques\": 13.001289538211168}, \"name\": \"firstName\", \"column_dtype\": \"int\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}, \"lastName\": {\"stats\": {\"count_na\": null, \"count_uniques\": 13.001289538211168}, \"name\": \"lastName\", \"column_dtype\": \"int\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}, \"billingId\": {\"stats\": {\"count_na\": null, \"max\": 992.0, \"count_uniques\": 13.001289538211168, \"min\": 123.0, \"hist\": {\"hist\": [{\"count\": null, \"lower\": 123.0, \"upper\": 195.41666666666669}, {\"count\": null, \"lower\": 195.41666666666669, \"upper\": 267.83333333333337}, {\"count\": null, \"lower\": 267.83333333333337, \"upper\": 340.25}, {\"count\": null, \"lower\": 340.25, \"upper\": 412.6666666666667}, {\"count\": null, \"lower\": 412.6666666666667, \"upper\": 485.08333333333337}, {\"count\": null, \"lower\": 485.08333333333337, \"upper\": 557.5}, {\"count\": null, \"lower\": 557.5, \"upper\": 629.9166666666667}, {\"count\": null, \"lower\": 629.9166666666667, \"upper\": 702.3333333333334}, {\"count\": null, \"lower\": 702.3333333333334, \"upper\": 774.75}, {\"count\": null, \"lower\": 774.75, \"upper\": 847.1666666666667}, {\"count\": null, \"lower\": 847.1666666666667, \"upper\": 919.5833333333334}, {\"count\": null, \"lower\": 919.5833333333334, \"upper\": 992.0}]}}, \"name\": \"billingId\", \"column_dtype\": \"int\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}, \"product\": {\"stats\": {\"count_na\": null, \"count_uniques\": 8.000488320990067}, \"name\": \"product\", \"column_dtype\": \"int\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}, \"price\": {\"stats\": {\"count_na\": null, \"max\": 10.0, \"count_uniques\": 6.000274674963478, \"min\": 3.0, \"hist\": {\"hist\": [{\"count\": null, \"lower\": 3.0, \"upper\": 4.4}, {\"count\": null, \"lower\": 4.4, \"upper\": 5.8}, {\"count\": null, \"lower\": 5.8, \"upper\": 7.199999999999999}, {\"count\": null, \"lower\": 7.199999999999999, \"upper\": 8.6}, {\"count\": null, \"lower\": 8.6, \"upper\": 10.0}]}}, \"name\": \"price\", \"column_dtype\": \"int\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}, \"birth\": {\"stats\": {\"count_na\": null, \"count_uniques\": 13.001289538211168}, \"name\": \"birth\", \"column_dtype\": \"int\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}, \"dummyCol\": {\"stats\": {\"count_na\": null, \"count_uniques\": 9.000618037546497}, \"name\": \"dummyCol\", \"column_dtype\": \"int\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}}, \"name\": null, \"file_name\": \"foo.csv\", \"summary\": {\"cols_count\": 8, \"rows_count\": 13, \"size\": \"0 Bytes\", \"sample_size\": 10000, \"missing_count\": null, \"p_missing\": 53.85}, \"sample\": {\"columns\": [{\"title\": \"id\"}, {\"title\": \"firstName\"}, {\"title\": \"lastName\"}, {\"title\": \"billingId\"}, {\"title\": \"product\"}, {\"title\": \"price\"}, {\"title\": \"birth\"}, {\"title\": \"dummyCol\"}], \"value\": [[7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"]]}}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Send!\n"
     ]
    }
   ],
   "source": [
    "df.ext.send()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'int': 0, 'float': 0, 'object': 0}}"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.count_by_dtypes(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Open Bumblebee: <a target='_blank' href ='https://app.hi-bumblebee.com/?session=ee8e887f-fac1-4555-aa54-90037f197099&key=hpmLDC4KO7hrtceEfn0KJMKaey1ZZlflNIYhS-7YU54=&view=0'>https://app.hi-bumblebee.com</a><div>If you really care about privacy get your keys in bumblebee.ini and put them<a href ='https://app.hi-bumblebee.com'> here</a></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\distributed\\bokeh\\core.py:74: UserWarning: \n",
      "Port 8787 is already in use. \n",
      "Perhaps you already have a cluster running?\n",
      "Hosting the diagnostics dashboard on a random port instead.\n",
      "  warnings.warn(\"\\n\" + msg)\n"
     ]
    }
   ],
   "source": [
    "op = Optimus(\"dask\", master=\"local[*]\", app_name=\"optimus\", comm=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv\n"
     ]
    }
   ],
   "source": [
    "df = op.load.csv(\"https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv\", sep=\",\", header=True, infer_schema='true', charset=\"UTF-8\").ext.cache()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SEND {\"count_types\": {\"int\": 1, \"object\": 5, \"float\": 2, \"categorical\": 0, \"numeric\": 0, \"array\": 0, \"binary\": 0, \"date\": 0, \"null\": 0}, \"total_count_dtypes\": 3, \"dtypes_list\": [\"int\", \"object\", \"float\"], \"columns\": {\"id\": {\"stats\": {\"min\": 1.0, \"count_uniques\": 13.001289538211168, \"count_na\": null, \"max\": 13.0, \"hist\": {\"hist\": [{\"count\": null, \"lower\": 1.0, \"upper\": 2.0}, {\"count\": null, \"lower\": 2.0, \"upper\": 3.0}, {\"count\": null, \"lower\": 3.0, \"upper\": 4.0}, {\"count\": null, \"lower\": 4.0, \"upper\": 5.0}, {\"count\": null, \"lower\": 5.0, \"upper\": 6.0}, {\"count\": null, \"lower\": 6.0, \"upper\": 7.0}, {\"count\": null, \"lower\": 7.0, \"upper\": 8.0}, {\"count\": null, \"lower\": 8.0, \"upper\": 9.0}, {\"count\": null, \"lower\": 9.0, \"upper\": 10.0}, {\"count\": null, \"lower\": 10.0, \"upper\": 11.0}, {\"count\": null, \"lower\": 11.0, \"upper\": 12.0}, {\"count\": null, \"lower\": 12.0, \"upper\": 13.0}]}}, \"name\": \"id\", \"column_dtype\": \"int\", \"dtypes_stats\": {\"int\": null, \"float\": 0, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}, \"firstName\": {\"stats\": {\"count_uniques\": 13.001289538211168, \"count_na\": null}, \"name\": \"firstName\", \"column_dtype\": \"object\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": null}, \"column_type\": null, \"id\": null}, \"lastName\": {\"stats\": {\"count_uniques\": 13.001289538211168, \"count_na\": null}, \"name\": \"lastName\", \"column_dtype\": \"object\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": null}, \"column_type\": null, \"id\": null}, \"billingId\": {\"stats\": {\"min\": 123.0, \"count_uniques\": 13.001289538211168, \"count_na\": null, \"max\": 992.0, \"hist\": {\"hist\": [{\"count\": null, \"lower\": 123.0, \"upper\": 195.41666666666669}, {\"count\": null, \"lower\": 195.41666666666669, \"upper\": 267.83333333333337}, {\"count\": null, \"lower\": 267.83333333333337, \"upper\": 340.25}, {\"count\": null, \"lower\": 340.25, \"upper\": 412.6666666666667}, {\"count\": null, \"lower\": 412.6666666666667, \"upper\": 485.08333333333337}, {\"count\": null, \"lower\": 485.08333333333337, \"upper\": 557.5}, {\"count\": null, \"lower\": 557.5, \"upper\": 629.9166666666667}, {\"count\": null, \"lower\": 629.9166666666667, \"upper\": 702.3333333333334}, {\"count\": null, \"lower\": 702.3333333333334, \"upper\": 774.75}, {\"count\": null, \"lower\": 774.75, \"upper\": 847.1666666666667}, {\"count\": null, \"lower\": 847.1666666666667, \"upper\": 919.5833333333334}, {\"count\": null, \"lower\": 919.5833333333334, \"upper\": 992.0}]}}, \"name\": \"billingId\", \"column_dtype\": \"float\", \"dtypes_stats\": {\"int\": 0, \"float\": null, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}, \"product\": {\"stats\": {\"count_uniques\": 8.000488320990067, \"count_na\": null}, \"name\": \"product\", \"column_dtype\": \"object\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": null}, \"column_type\": null, \"id\": null}, \"price\": {\"stats\": {\"min\": 3.0, \"count_uniques\": 6.000274674963478, \"count_na\": null, \"max\": 10.0, \"hist\": {\"hist\": [{\"count\": null, \"lower\": 3.0, \"upper\": 4.4}, {\"count\": null, \"lower\": 4.4, \"upper\": 5.8}, {\"count\": null, \"lower\": 5.8, \"upper\": 7.199999999999999}, {\"count\": null, \"lower\": 7.199999999999999, \"upper\": 8.6}, {\"count\": null, \"lower\": 8.6, \"upper\": 10.0}]}}, \"name\": \"price\", \"column_dtype\": \"float\", \"dtypes_stats\": {\"int\": 0, \"float\": null, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}, \"birth\": {\"stats\": {\"count_uniques\": 13.001289538211168, \"count_na\": null}, \"name\": \"birth\", \"column_dtype\": \"object\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": null}, \"column_type\": null, \"id\": null}, \"dummyCol\": {\"stats\": {\"count_uniques\": 9.000618037546497, \"count_na\": null}, \"name\": \"dummyCol\", \"column_dtype\": \"object\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": null}, \"column_type\": null, \"id\": null}}, \"name\": null, \"file_name\": \"foo.csv\", \"summary\": {\"cols_count\": 8, \"rows_count\": 13, \"size\": \"0 Bytes\", \"sample_size\": 10000, \"missing_count\": null, \"p_missing\": 53.85}, \"sample\": {\"columns\": [{\"title\": \"id\"}, {\"title\": \"firstName\"}, {\"title\": \"lastName\"}, {\"title\": \"billingId\"}, {\"title\": \"product\"}, {\"title\": \"price\"}, {\"title\": \"birth\"}, {\"title\": \"dummyCol\"}], \"value\": [[7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"]]}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'{\"queue_name\": \"ee8e887f-fac1-4555-aa54-90037f197099\", \"data\": \"gAAAAABeQbWiITuJYYu5SnGFgUASiLK9nXYBbPjq7knoQ33wciLEp3iWkPpWeHjaCFB7YDTd1e4Ub10GTi8bkHDr6eA3_iqT7wDHDjrB9c9VC7kcW1aijoGtQGaZlIyRqBluVpy-sVrpVWGz6QRqfr3l1D8gXDgNyeQ_Lj77v3K1EDXIC5UGHtGdoroXGoGYehvDUiHsZ8nSSsrx4ixM4SBaMOZVfdnqFwX3AJtcle36iPL1XZie0HPMg9KbCKzu9qS83gQ2nH2g_9fKrt501mrms2uhMbGGNzC1bhfriFBYKaSboN3ru6alL_yneHJpqvZ9jNp_t0ng6yJ07_ONy4KWeLNCKu2V0_U1SuOgyhEOhxWj1PCdcSHpsJAP5SKWui9TN_zvcWGuys-g7NekHk1WPV-wLUTL0GE8GhIT-UWciGAWGtd3x6BkArcQtDjVbmgTIg9qty-1_ZnGtvv1cu2C6twqG0hZU7JGTwSPY7bZ9JvQGfrNR4tAM5QPcrhajUGc90Epm7m5tCPg3dRSSXo0UE58-RLmm_PFE4zQ3Dl0EkQwVGIXtMVWbFTfZKzo6FCyIsHVlOJuSk7rV4Mql8W1JO-aWDUjEpP4dPPGumfpPh4gjZ9cZmU_XKNOMypXy8DYYMVK8KWWm4XvhWNLQMllcyPz5h5IIHo-n91id8J2YTPapyw4UAc7XVK8pGQfXQoiYapj91xhylbBA-pYjX00uPpYa7y-27X6bW7Yms6xR05IQeWiCrZVca_S3YA7khAKj615BQx-wNhI0_SZAnxfTs8iVLrCHkSDibh54M8tHWhdavsN66ZY-30FocPPplCmug2aHLh2LUzsEZvKAk38MQFdrEcTn_ovxffETTN93bWydMVr0u7Rn-uk1kKZ65uTyXqo10qJKmtd1evICcM6kEGRQoSSylhlwalqxUrpes7eXSFLqUbtcKQ0MYqwZKDih8T1fQSullBN_91jAPNK4cjSiJpnybhcEO6PmdoNwE6RsVzsbzndHhz9zRWRVDFel_xmOh3AQFleiYBrAI1rY-0sknAuOrDI5u07btaogwIzRtGDRMY6s_U60J-Pua49e5-5fYXExfBjtZRxxEMGRfHWA-rzIr5vS_Cbo26_yrYz6yTOUUetVidAAEc3bDh4JHs2FZOfcKzbB2ZJByjJclJ2TAql9KfqqhwY6fAPHLhXRVshEuErK8zyyXse8ddmNMzKA1OoINqlfnFtiPhn1PTxgr2VJHa9ZXe1znQojdxCxr3DyGezZMjtmEBfIPxXfKomSxQHv85N0O0Fb0pYJVH78XKE45TpIbwazA8KNmUAO7uRm1hlglk1DKO-V0yqZKMTOOqdYFDfF55oJtIOn5rQVTxTUMysMIe5vxohOwx2gjfhMbbz8pLFnxZABmXjAVli6W-MRo1FZ6yXz0kKUgJX7EiJrm5n4s8XDRwmFs1x7HCEC_SdWnyTXokl34huCkvR2V5DXMJ-M_8Du3gbOV46Kay_iOhN506bZr3tSWdglu6O7luHro6HXVwn8HPSlND5jiJkTiLqX4UD2ycd3tcCZtruT-U6At6KW2NGES1QocuI_NnMS3ni8bChxx12HkKmZ1a6HCi86LS7yFMP_clplf16FcgIF5jkO-SaJ8a0fLVPL_bIDr9KmKnSttdJyLy5estqEJlXWCk5MesVGtNBFkawt5g3keVa7mz5j0ckdXVuPf2QnTOacrpua6swjDLigQDnW0xnMzLB88Fm2ubYCv6nSmQNUeRvce0jTmrWN_eeUtHu20YrfavrtoasblegAm0C1DEjWW4HWjsR9x6VPSVxLHk8IjM1dAKy_XKAJRd8Oo4XHEEaZJFRqWc-ikYd_Y_EU_irCqlB7OwfeMz0eD16uTG5Ksv1EgjTvqEseNjg5eIUemDuvDXlFqzXeWxdyrdbZNexFZc6mPRvzarv73IqjcOtM1S3H8zqmhfaQDI3yZPQECK3UrCPYmnGMKbz0O73OH19om-6qkDGhod4ousARPCFAf7TVxgC70GBpn38sd1Ar781u8jNfNmtWA8hX5PfCYW6qHgA9Go2K8zpbyI5ie_OEV0WPmEAIInPJ-2PcMDKIapuoVauPLWfRuoU_ev1WIHIWPDkVGsTpzF1sWIMofsQNdLntyzjYhiyRpekiFg2cyDS82WsRR6erHwaJ2iYboGAWlwkvm084_yIKPhPRpG_zYKyJJ-Jo4su17l_yG1LhS2McJs0pc_7Fe0efX2s_TwScDjYY8VncYWe2QZ2G1kFbU11VcVU4zOfdtfyR6zIoIsx3twc6l9BwxIQ6J23m4AMkRMOrkFIrKi58WcAhh6kydIGJod4fMAAUIyojXHxHmRQjXCPtENg2oKnPEEOQvqsLaMtlEOb6g7u1HfVOwKXUBUk3SnHyExyOJEmVK6cR2C0z4Me0RJp0MNr97ug\"}'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.send(name=\"hola\",output=\"json\", infer=False, advanced_stats=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.int64"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.schema_dtype(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.int64'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "print(df.dtypes[\"id\"].type)\n",
    "isinstance(df[\"id\"].dtype.type,np.int64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.int64"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"id\"].dtype.type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('int64')"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.dtype(df[\"id\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "isinstance(np.dtype(df[\"id\"]).type(), np.int64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RESULT {'id': {'min': 1}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'min': 1}}"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.min(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">aaa</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">z_score_id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-1.6035674514745464\">\n",
       "                \n",
       "                -1.6035674514745464\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-1.6035674514745464\">\n",
       "                \n",
       "                -1.6035674514745464\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-1.3363062095621219\">\n",
       "                \n",
       "                -1.3363062095621219\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-1.3363062095621219\">\n",
       "                \n",
       "                -1.3363062095621219\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-1.0690449676496976\">\n",
       "                \n",
       "                -1.0690449676496976\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-1.0690449676496976\">\n",
       "                \n",
       "                -1.0690449676496976\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-0.8017837257372732\">\n",
       "                \n",
       "                -0.8017837257372732\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-0.8017837257372732\">\n",
       "                \n",
       "                -0.8017837257372732\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-0.5345224838248488\">\n",
       "                \n",
       "                -0.5345224838248488\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-0.5345224838248488\">\n",
       "                \n",
       "                -0.5345224838248488\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-0.2672612419124244\">\n",
       "                \n",
       "                -0.2672612419124244\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-0.2672612419124244\">\n",
       "                \n",
       "                -0.2672612419124244\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.0\">\n",
       "                \n",
       "                0.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.0\">\n",
       "                \n",
       "                0.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.2672612419124244\">\n",
       "                \n",
       "                0.2672612419124244\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.2672612419124244\">\n",
       "                \n",
       "                0.2672612419124244\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.5345224838248488\">\n",
       "                \n",
       "                0.5345224838248488\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.5345224838248488\">\n",
       "                \n",
       "                0.5345224838248488\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.8017837257372732\">\n",
       "                \n",
       "                0.8017837257372732\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0.8017837257372732\">\n",
       "                \n",
       "                0.8017837257372732\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.cols.z_score(\"id\", output_cols=\"z_score_id\").ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv\n"
     ]
    }
   ],
   "source": [
    "df = op.load.csv(\"https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv\", sep=\",\", header=True, infer_schema='true', charset=\"UTF-8\").ext.cache()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'dask.dataframe.core.DataFrame'>\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">0</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"id&#8901;&#8901;&#8901;&#8901;1\n",
       "id&#8901;&#8901;&#8901;&#8901;1\n",
       "Name:&#8901;0,&#8901;dtype:&#8901;object\">\n",
       "                \n",
       "                id&#8901;&#8901;&#8901;&#8901;1\n",
       "id&#8901;&#8901;&#8901;&#8901;1\n",
       "Name:&#8901;0,&#8901;dtype:&#8901;object\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"id&#8901;&#8901;&#8901;&#8901;2\n",
       "id&#8901;&#8901;&#8901;&#8901;2\n",
       "Name:&#8901;1,&#8901;dtype:&#8901;object\">\n",
       "                \n",
       "                id&#8901;&#8901;&#8901;&#8901;2\n",
       "id&#8901;&#8901;&#8901;&#8901;2\n",
       "Name:&#8901;1,&#8901;dtype:&#8901;object\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"id&#8901;&#8901;&#8901;&#8901;3\n",
       "id&#8901;&#8901;&#8901;&#8901;3\n",
       "Name:&#8901;2,&#8901;dtype:&#8901;object\">\n",
       "                \n",
       "                id&#8901;&#8901;&#8901;&#8901;3\n",
       "id&#8901;&#8901;&#8901;&#8901;3\n",
       "Name:&#8901;2,&#8901;dtype:&#8901;object\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"id&#8901;&#8901;&#8901;&#8901;4\n",
       "id&#8901;&#8901;&#8901;&#8901;4\n",
       "Name:&#8901;3,&#8901;dtype:&#8901;object\">\n",
       "                \n",
       "                id&#8901;&#8901;&#8901;&#8901;4\n",
       "id&#8901;&#8901;&#8901;&#8901;4\n",
       "Name:&#8901;3,&#8901;dtype:&#8901;object\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"id&#8901;&#8901;&#8901;&#8901;5\n",
       "id&#8901;&#8901;&#8901;&#8901;5\n",
       "Name:&#8901;4,&#8901;dtype:&#8901;object\">\n",
       "                \n",
       "                id&#8901;&#8901;&#8901;&#8901;5\n",
       "id&#8901;&#8901;&#8901;&#8901;5\n",
       "Name:&#8901;4,&#8901;dtype:&#8901;object\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"id&#8901;&#8901;&#8901;&#8901;6\n",
       "id&#8901;&#8901;&#8901;&#8901;6\n",
       "Name:&#8901;5,&#8901;dtype:&#8901;object\">\n",
       "                \n",
       "                id&#8901;&#8901;&#8901;&#8901;6\n",
       "id&#8901;&#8901;&#8901;&#8901;6\n",
       "Name:&#8901;5,&#8901;dtype:&#8901;object\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"id&#8901;&#8901;&#8901;&#8901;7\n",
       "id&#8901;&#8901;&#8901;&#8901;7\n",
       "Name:&#8901;6,&#8901;dtype:&#8901;object\">\n",
       "                \n",
       "                id&#8901;&#8901;&#8901;&#8901;7\n",
       "id&#8901;&#8901;&#8901;&#8901;7\n",
       "Name:&#8901;6,&#8901;dtype:&#8901;object\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"id&#8901;&#8901;&#8901;&#8901;8\n",
       "id&#8901;&#8901;&#8901;&#8901;8\n",
       "Name:&#8901;7,&#8901;dtype:&#8901;object\">\n",
       "                \n",
       "                id&#8901;&#8901;&#8901;&#8901;8\n",
       "id&#8901;&#8901;&#8901;&#8901;8\n",
       "Name:&#8901;7,&#8901;dtype:&#8901;object\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"id&#8901;&#8901;&#8901;&#8901;9\n",
       "id&#8901;&#8901;&#8901;&#8901;9\n",
       "Name:&#8901;8,&#8901;dtype:&#8901;object\">\n",
       "                \n",
       "                id&#8901;&#8901;&#8901;&#8901;9\n",
       "id&#8901;&#8901;&#8901;&#8901;9\n",
       "Name:&#8901;8,&#8901;dtype:&#8901;object\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"id&#8901;&#8901;&#8901;&#8901;10\n",
       "id&#8901;&#8901;&#8901;&#8901;10\n",
       "Name:&#8901;9,&#8901;dtype:&#8901;object\">\n",
       "                \n",
       "                id&#8901;&#8901;&#8901;&#8901;10\n",
       "id&#8901;&#8901;&#8901;&#8901;10\n",
       "Name:&#8901;9,&#8901;dtype:&#8901;object\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.cols.min_max_scaler(\"id\", output_cols=\"aaa\").ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:4382: UserWarning: Insufficient elements for `head`. 15 elements requested, only 13 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "13    1\n",
       "12    1\n",
       "11    1\n",
       "10    1\n",
       "9     1\n",
       "8     1\n",
       "7     1\n",
       "6     1\n",
       "5     1\n",
       "4     1\n",
       "3     1\n",
       "2     1\n",
       "1     1\n",
       "Name: id, dtype: int64"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"id\"].value_counts().head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id    1\n",
      "dtype: int64\n",
      "AGG NAME min\n",
      "****\n",
      "RESULT {'id': {'min': 1}}\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id    13\n",
      "dtype: int64\n",
      "AGG NAME max\n",
      "****\n",
      "RESULT {'id': {'min': 1, 'max': 13}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'min': 1, 'max': 13}}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.range(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id    1\n",
      "dtype: int64\n",
      "AGG NAME min\n",
      "****\n",
      "RESULT {'id': {'min': 1}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'min': 1}}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.min(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id    13\n",
      "dtype: int64\n",
      "AGG NAME max\n",
      "****\n",
      "RESULT {'id': {'max': 13}}\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id    1\n",
      "dtype: int64\n",
      "AGG NAME min\n",
      "****\n",
      "RESULT {'id': {'max': 13, 'min': 1}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'max': 13, 'min': 1}}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.range(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id    13\n",
      "dtype: int64\n",
      "AGG NAME max\n",
      "****\n",
      "RESULT {'id': {'max': 13}}\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id    1\n",
      "dtype: int64\n",
      "AGG NAME min\n",
      "****\n",
      "RESULT {'id': {'max': 13, 'min': 1}}\n",
      "<class 'dict'>\n",
      "COL NAME id\n",
      "COL NAME RESULT {'id': {'hist': [{'count': 1, 'lower': 1.0, 'upper': 1.6}, {'count': 1, 'lower': 1.6, 'upper': 2.2}, {'count': 0, 'lower': 2.2, 'upper': 2.8}, {'count': 1, 'lower': 2.8, 'upper': 3.4}, {'count': 0, 'lower': 3.4, 'upper': 4.0}, {'count': 1, 'lower': 4.0, 'upper': 4.6}, {'count': 1, 'lower': 4.6, 'upper': 5.2}, {'count': 0, 'lower': 5.2, 'upper': 5.8}, {'count': 1, 'lower': 5.8, 'upper': 6.3999999999999995}, {'count': 0, 'lower': 6.3999999999999995, 'upper': 7.0}, {'count': 1, 'lower': 7.0, 'upper': 7.6}, {'count': 1, 'lower': 7.6, 'upper': 8.2}, {'count': 0, 'lower': 8.2, 'upper': 8.8}, {'count': 1, 'lower': 8.8, 'upper': 9.4}, {'count': 0, 'lower': 9.4, 'upper': 10.0}, {'count': 1, 'lower': 10.0, 'upper': 10.6}, {'count': 1, 'lower': 10.6, 'upper': 11.2}, {'count': 0, 'lower': 11.2, 'upper': 11.799999999999999}, {'count': 1, 'lower': 11.799999999999999, 'upper': 12.4}, {'count': 1, 'lower': 12.4, 'upper': 13.0}]}}\n",
      "AGG NAME hist\n",
      "****\n",
      "RESULT {'id': {'hist': [{'count': 1, 'lower': 1.0, 'upper': 1.6}, {'count': 1, 'lower': 1.6, 'upper': 2.2}, {'count': 0, 'lower': 2.2, 'upper': 2.8}, {'count': 1, 'lower': 2.8, 'upper': 3.4}, {'count': 0, 'lower': 3.4, 'upper': 4.0}, {'count': 1, 'lower': 4.0, 'upper': 4.6}, {'count': 1, 'lower': 4.6, 'upper': 5.2}, {'count': 0, 'lower': 5.2, 'upper': 5.8}, {'count': 1, 'lower': 5.8, 'upper': 6.3999999999999995}, {'count': 0, 'lower': 6.3999999999999995, 'upper': 7.0}, {'count': 1, 'lower': 7.0, 'upper': 7.6}, {'count': 1, 'lower': 7.6, 'upper': 8.2}, {'count': 0, 'lower': 8.2, 'upper': 8.8}, {'count': 1, 'lower': 8.8, 'upper': 9.4}, {'count': 0, 'lower': 9.4, 'upper': 10.0}, {'count': 1, 'lower': 10.0, 'upper': 10.6}, {'count': 1, 'lower': 10.6, 'upper': 11.2}, {'count': 0, 'lower': 11.2, 'upper': 11.799999999999999}, {'count': 1, 'lower': 11.799999999999999, 'upper': 12.4}, {'count': 1, 'lower': 12.4, 'upper': 13.0}]}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'hist': [{'count': 1, 'lower': 1.0, 'upper': 1.6},\n",
       "   {'count': 1, 'lower': 1.6, 'upper': 2.2},\n",
       "   {'count': 0, 'lower': 2.2, 'upper': 2.8},\n",
       "   {'count': 1, 'lower': 2.8, 'upper': 3.4},\n",
       "   {'count': 0, 'lower': 3.4, 'upper': 4.0},\n",
       "   {'count': 1, 'lower': 4.0, 'upper': 4.6},\n",
       "   {'count': 1, 'lower': 4.6, 'upper': 5.2},\n",
       "   {'count': 0, 'lower': 5.2, 'upper': 5.8},\n",
       "   {'count': 1, 'lower': 5.8, 'upper': 6.3999999999999995},\n",
       "   {'count': 0, 'lower': 6.3999999999999995, 'upper': 7.0},\n",
       "   {'count': 1, 'lower': 7.0, 'upper': 7.6},\n",
       "   {'count': 1, 'lower': 7.6, 'upper': 8.2},\n",
       "   {'count': 0, 'lower': 8.2, 'upper': 8.8},\n",
       "   {'count': 1, 'lower': 8.8, 'upper': 9.4},\n",
       "   {'count': 0, 'lower': 9.4, 'upper': 10.0},\n",
       "   {'count': 1, 'lower': 10.0, 'upper': 10.6},\n",
       "   {'count': 1, 'lower': 10.6, 'upper': 11.2},\n",
       "   {'count': 0, 'lower': 11.2, 'upper': 11.799999999999999},\n",
       "   {'count': 1, 'lower': 11.799999999999999, 'upper': 12.4},\n",
       "   {'count': 1, 'lower': 12.4, 'upper': 13.0}]}}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.hist(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id    1\n",
      "dtype: int64\n",
      "AGG NAME min\n",
      "****\n",
      "RESULT {'id': {'min': 1}}\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id    13\n",
      "dtype: int64\n",
      "AGG NAME max\n",
      "****\n",
      "RESULT {'id': {'min': 1, 'max': 13}}\n",
      "<class 'dict'>\n",
      "COL NAME id\n",
      "COL NAME RESULT {'id': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 2.2}, {'count': 1, 'lower': 2.2, 'upper': 3.4}, {'count': 1, 'lower': 3.4, 'upper': 4.6}, {'count': 1, 'lower': 4.6, 'upper': 5.8}, {'count': 1, 'lower': 5.8, 'upper': 7.0}, {'count': 2, 'lower': 7.0, 'upper': 8.2}, {'count': 1, 'lower': 8.2, 'upper': 9.4}, {'count': 1, 'lower': 9.4, 'upper': 10.6}, {'count': 1, 'lower': 10.6, 'upper': 11.799999999999999}, {'count': 2, 'lower': 11.799999999999999, 'upper': 13.0}]}}\n",
      "AGG NAME hist\n",
      "****\n",
      "RESULT {'id': {'hist': [{'count': 2, 'lower': 1.0, 'upper': 2.2}, {'count': 1, 'lower': 2.2, 'upper': 3.4}, {'count': 1, 'lower': 3.4, 'upper': 4.6}, {'count': 1, 'lower': 4.6, 'upper': 5.8}, {'count': 1, 'lower': 5.8, 'upper': 7.0}, {'count': 2, 'lower': 7.0, 'upper': 8.2}, {'count': 1, 'lower': 8.2, 'upper': 9.4}, {'count': 1, 'lower': 9.4, 'upper': 10.6}, {'count': 1, 'lower': 10.6, 'upper': 11.799999999999999}, {'count': 2, 'lower': 11.799999999999999, 'upper': 13.0}]}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.hist(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123.0</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1980/07/07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423.0</td>\n",
       "      <td>piza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1950/07/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1990/07/09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1954/07/10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>634.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1990/07/11</td>\n",
       "      <td>up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id firstName     lastName  billingId product  price       birth dummyCol\n",
       "0   1      Luis  Alvarez$$%!      123.0    Cake   10.0  1980/07/07    never\n",
       "1   2     André       Ampère      423.0    piza    8.0  1950/07/08    gonna\n",
       "2   3     NiELS   Böhr//((%%      551.0   pizza    8.0  1990/07/09     give\n",
       "3   4      PAUL       dirac$      521.0   pizza    8.0  1954/07/10      you\n",
       "4   5    Albert     Einstein      634.0   pizza    8.0  1990/07/11       up"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "def func(a):\n",
    "    return a.min() \n",
    "df1 = df.map_partitions(func)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(df1.compute())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[OrderedDict([('id', 1),\n",
       "              ('firstName', 'Luis'),\n",
       "              ('lastName', 'Alvarez$$%!'),\n",
       "              ('billingId', 123.0),\n",
       "              ('product', 'Cake'),\n",
       "              ('price', 10.0),\n",
       "              ('birth', '1980/07/07'),\n",
       "              ('dummyCol', 'never')]),\n",
       " OrderedDict([('id', 2),\n",
       "              ('firstName', 'André'),\n",
       "              ('lastName', 'Ampère'),\n",
       "              ('billingId', 423.0),\n",
       "              ('product', 'piza'),\n",
       "              ('price', 8.0),\n",
       "              ('birth', '1950/07/08'),\n",
       "              ('dummyCol', 'gonna')]),\n",
       " OrderedDict([('id', 3),\n",
       "              ('firstName', 'NiELS'),\n",
       "              ('lastName', 'Böhr//((%%'),\n",
       "              ('billingId', 551.0),\n",
       "              ('product', 'pizza'),\n",
       "              ('price', 8.0),\n",
       "              ('birth', '1990/07/09'),\n",
       "              ('dummyCol', 'give')]),\n",
       " OrderedDict([('id', 4),\n",
       "              ('firstName', 'PAUL'),\n",
       "              ('lastName', 'dirac$'),\n",
       "              ('billingId', 521.0),\n",
       "              ('product', 'pizza'),\n",
       "              ('price', 8.0),\n",
       "              ('birth', '1954/07/10'),\n",
       "              ('dummyCol', 'you')]),\n",
       " OrderedDict([('id', 5),\n",
       "              ('firstName', 'Albert'),\n",
       "              ('lastName', 'Einstein'),\n",
       "              ('billingId', 634.0),\n",
       "              ('product', 'pizza'),\n",
       "              ('price', 8.0),\n",
       "              ('birth', '1990/07/11'),\n",
       "              ('dummyCol', 'up')]),\n",
       " OrderedDict([('id', 6),\n",
       "              ('firstName', 'Galileo'),\n",
       "              ('lastName', '             GALiLEI'),\n",
       "              ('billingId', 672.0),\n",
       "              ('product', 'arepa'),\n",
       "              ('price', 5.0),\n",
       "              ('birth', '1930/08/12'),\n",
       "              ('dummyCol', 'never')]),\n",
       " OrderedDict([('id', 7),\n",
       "              ('firstName', 'CaRL'),\n",
       "              ('lastName', 'Ga%%%uss'),\n",
       "              ('billingId', 323.0),\n",
       "              ('product', 'taco'),\n",
       "              ('price', 3.0),\n",
       "              ('birth', '1970/07/13'),\n",
       "              ('dummyCol', 'gonna')]),\n",
       " OrderedDict([('id', 8),\n",
       "              ('firstName', 'David'),\n",
       "              ('lastName', 'H$$$ilbert'),\n",
       "              ('billingId', 624.0),\n",
       "              ('product', 'taaaccoo'),\n",
       "              ('price', 3.0),\n",
       "              ('birth', '1950/07/14'),\n",
       "              ('dummyCol', 'let')]),\n",
       " OrderedDict([('id', 9),\n",
       "              ('firstName', 'Johannes'),\n",
       "              ('lastName', 'KEPLER'),\n",
       "              ('billingId', 735.0),\n",
       "              ('product', 'taco'),\n",
       "              ('price', 3.0),\n",
       "              ('birth', '1920/04/22'),\n",
       "              ('dummyCol', 'you')]),\n",
       " OrderedDict([('id', 10),\n",
       "              ('firstName', 'JaMES'),\n",
       "              ('lastName', 'M$$ax%%well'),\n",
       "              ('billingId', 875.0),\n",
       "              ('product', 'taco'),\n",
       "              ('price', 3.0),\n",
       "              ('birth', '1923/03/12'),\n",
       "              ('dummyCol', 'down')]),\n",
       " OrderedDict([('id', 11),\n",
       "              ('firstName', 'Isaac'),\n",
       "              ('lastName', 'Newton'),\n",
       "              ('billingId', 992.0),\n",
       "              ('product', 'pasta'),\n",
       "              ('price', 9.0),\n",
       "              ('birth', '1999/02/15'),\n",
       "              ('dummyCol', 'never ')]),\n",
       " OrderedDict([('id', 12),\n",
       "              ('firstName', 'Emmy%%'),\n",
       "              ('lastName', 'Nöether$'),\n",
       "              ('billingId', 234.0),\n",
       "              ('product', 'pasta'),\n",
       "              ('price', 9.0),\n",
       "              ('birth', '1993/12/08'),\n",
       "              ('dummyCol', 'gonna')]),\n",
       " OrderedDict([('id', 13),\n",
       "              ('firstName', nan),\n",
       "              ('lastName', nan),\n",
       "              ('billingId', nan),\n",
       "              ('product', nan),\n",
       "              ('price', nan),\n",
       "              ('birth', nan),\n",
       "              ('dummyCol', nan)])]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ext.to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': {'max': 13.0}, 'billingId': {'max': 992.0}}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.max([\"id\",\"billingId\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': {'count_na': 0},\n",
       " 'firstName': {'count_na': 1},\n",
       " 'lastName': {'count_na': 1},\n",
       " 'billingId': {'count_na': 1},\n",
       " 'product': {'count_na': 1},\n",
       " 'price': {'count_na': 1},\n",
       " 'birth': {'count_na': 1},\n",
       " 'dummyCol': {'count_na': 1}}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.count_na(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': {'max': 13.0}, 'billingId': {'max': 992.0}, 'price': {'max': 10.0}}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.max(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': 1.7857142857142858}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.kurt(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': {'min': 1, 'max': 13}}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.range(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'count_uniques': [{'id': dd.Scalar<series-..., dtype=int32>}, {'firstName': dd.Scalar<series-..., dtype=int32>}, {'lastName': dd.Scalar<series-..., dtype=int32>}, {'billingId': dd.Scalar<series-..., dtype=int32>}, {'product': dd.Scalar<series-..., dtype=int32>}, {'price': dd.Scalar<series-..., dtype=int32>}, {'birth': dd.Scalar<series-..., dtype=int32>}, {'dummyCol': dd.Scalar<series-..., dtype=int32>}]}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "({'count_uniques': [{'id': 13},\n",
       "   {'firstName': 12},\n",
       "   {'lastName': 12},\n",
       "   {'billingId': 12},\n",
       "   {'product': 7},\n",
       "   {'price': 5},\n",
       "   {'birth': 12},\n",
       "   {'dummyCol': 8}]},)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import dask\n",
    "    \n",
    "dict = {'Geeks' : 10, \n",
    "        'for' : 20, \n",
    "        'geeks' : 30}\n",
    "\n",
    "from dask import dataframe as dd\n",
    "# func = df[col].nunique\n",
    "ps = [{col:df[col].nunique()} for col in df.cols.names()]\n",
    "b= {\"count_uniques\":ps}\n",
    "dd.compute(b)\n",
    "print(b)\n",
    "# df[\"id\"].nunique().compute()\n",
    "\n",
    "dd.compute(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = {'count_uniques': {'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497}}\n",
    "d1 = {'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': 13.001289538211168,\n",
       " 'firstName': 13.001289538211168,\n",
       " 'lastName': 13.001289538211168,\n",
       " 'billingId': 13.001289538211168,\n",
       " 'product': 8.000488320990067,\n",
       " 'price': 6.000274674963478,\n",
       " 'birth': 13.001289538211168,\n",
       " 'dummyCol': 9.000618037546497}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(d.values())[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "id           13.001290\n",
      "firstName    13.001290\n",
      "lastName     13.001290\n",
      "billingId    13.001290\n",
      "product       8.000488\n",
      "price         6.000275\n",
      "birth        13.001290\n",
      "dummyCol      9.000618\n",
      "dtype: float64\n",
      "id\n",
      "13.001289538211168\n",
      "firstName\n",
      "13.001289538211168\n",
      "lastName\n",
      "13.001289538211168\n",
      "billingId\n",
      "13.001289538211168\n",
      "product\n",
      "8.000488320990067\n",
      "price\n",
      "6.000274674963478\n",
      "birth\n",
      "13.001289538211168\n",
      "dummyCol\n",
      "9.000618037546497\n"
     ]
    }
   ],
   "source": [
    "c = next(iter(d))\n",
    "asd = pd.Series(d[c])\n",
    "print(asd)\n",
    "for a in asd.index:\n",
    "    print(a)\n",
    "    print(asd[a])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COL_NAME id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'min': 1.0}, 'billingId': {'min': 123.0}, 'price': {'min': 3.0}}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.min(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COL_NAME {'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': 13.001289538211168,\n",
       " 'firstName': 13.001289538211168,\n",
       " 'lastName': 13.001289538211168,\n",
       " 'billingId': 13.001289538211168,\n",
       " 'product': 8.000488320990067,\n",
       " 'price': 6.000274674963478,\n",
       " 'birth': 13.001289538211168,\n",
       " 'dummyCol': 9.000618037546497}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.count_uniques(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COL_NAME       id  billingId  price\n",
      "0.5  7.0      587.5    8.0\n",
      "PERCENTILE 1       id  billingId  price\n",
      "0.5  7.0      587.5    8.0\n",
      "PERCENTILE       id  billingId  price\n",
      "0.5  7.0      587.5    8.0\n",
      "<class 'dict'>\n",
      "RESULT {'id': {'percentile': {'0.5': 7.0}}, 'billingId': {'percentile': {'0.5': 587.5}}, 'price': {'percentile': {'0.5': 8.0}}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'percentile': {'0.5': 7.0}},\n",
       " 'billingId': {'percentile': {'0.5': 587.5}},\n",
       " 'price': {'percentile': {'0.5': 8.0}}}"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.percentile(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME firstName\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME lastName\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME billingId\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME product\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME price\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME birth\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME dummyCol\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "RESULT {'id': {'count_na': 0}, 'firstName': {'count_na': 1}, 'lastName': {'count_na': 1}, 'billingId': {'count_na': 1}, 'product': {'count_na': 1}, 'price': {'count_na': 1}, 'birth': {'count_na': 1}, 'dummyCol': {'count_na': 1}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'count_na': 0},\n",
       " 'firstName': {'count_na': 1},\n",
       " 'lastName': {'count_na': 1},\n",
       " 'billingId': {'count_na': 1},\n",
       " 'product': {'count_na': 1},\n",
       " 'price': {'count_na': 1},\n",
       " 'birth': {'count_na': 1},\n",
       " 'dummyCol': {'count_na': 1}}"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.count_na(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'dict'>\n",
      "COL NAME id\n",
      "COL NAME RESULT {'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497}\n",
      "AGG NAME count_uniques\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "'numpy.float64' object is not iterable",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-36-bddcad5490d6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moutput\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"json\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minfer\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0madvanced_stats\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\extension.py\u001b[0m in \u001b[0;36msend\u001b[1;34m(name, infer, mismatch, stats, advanced_stats, output)\u001b[0m\n\u001b[0;32m    393\u001b[0m                                                 \u001b[0msample\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10000\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    394\u001b[0m                                                 \u001b[0mstats\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mstats\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 395\u001b[1;33m                                                 \u001b[0mformat\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"json\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    396\u001b[0m                                                 )\n\u001b[0;32m    397\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"SEND\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmessage\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\profiler\\profiler.py\u001b[0m in \u001b[0;36mdataset\u001b[1;34m(self, df, columns, buckets, infer, relative_error, approx_count, sample, stats, format, mismatch, advanced_stats)\u001b[0m\n\u001b[0;32m    324\u001b[0m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols_count\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcols_count\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    325\u001b[0m                 updated_columns = self.columns_stats(df, cols_to_profile, buckets, infer, relative_error, approx_count,\n\u001b[1;32m--> 326\u001b[1;33m                                                      mismatch, advanced_stats)\n\u001b[0m\u001b[0;32m    327\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    328\u001b[0m                 \u001b[0moutput_columns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mupdate_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moutput_columns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mupdated_columns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\profiler\\profiler.py\u001b[0m in \u001b[0;36mcolumns_stats\u001b[1;34m(self, df, columns, buckets, infer, relative_error, approx_count, mismatch, advanced_stats)\u001b[0m\n\u001b[0;32m    434\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    435\u001b[0m         \u001b[1;31m# Aggregation\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 436\u001b[1;33m         \u001b[0mstats\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns_agg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbuckets\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrelative_error\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mapprox_count\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0madvanced_stats\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    437\u001b[0m         \u001b[1;31m# Calculate Frequency\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    438\u001b[0m         \u001b[0mlogger\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Processing Frequency ...\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\profiler\\profiler.py\u001b[0m in \u001b[0;36mcolumns_agg\u001b[1;34m(self, df, columns, buckets, relative_error, approx_count, advanced_stats)\u001b[0m\n\u001b[0;32m    491\u001b[0m                                                   relative_error))\n\u001b[0;32m    492\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 493\u001b[1;33m             \u001b[0mresult\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexec_agg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexprs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    494\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    495\u001b[0m         \u001b[0mn\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mBATCH_SIZE\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\dask\\columns.py\u001b[0m in \u001b[0;36mexec_agg\u001b[1;34m(exprs)\u001b[0m\n\u001b[0;32m    545\u001b[0m                     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"COL NAME RESULT\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcol_name_result\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    546\u001b[0m                     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"AGG NAME\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0magg_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 547\u001b[1;33m                     \u001b[0mresult\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcols_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol_name_result\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcols_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    548\u001b[0m                     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"****\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    549\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: 'numpy.float64' object is not iterable"
     ]
    }
   ],
   "source": [
    "df = df.ext.send(output=\"json\", infer=False, advanced_stats=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.worker - WARNING -  Compute Failed\n",
      "Function:  execute_task\n",
      "args:      ((<function apply at 0x000001376AF3B708>, <function _reduction_aggregate at 0x000001376DD36048>, [(<function _concat at 0x000001376C680048>, [(<function apply at 0x000001376AF3B708>, <function _reduction_chunk at 0x000001376DD35EE8>, [(<built-in function getitem>, (<function check_meta at 0x000001376DC9AF78>, (<function apply at 0x000001376AF3B708>, <function pandas_read_text at 0x000001376DD5DB88>, [<function _make_parser_function.<locals>.parser_f at 0x000001376D8F84C8>, (<function read_block_from_file at 0x000001376DB1B798>, <dask.bytes.core.OpenFile object at 0x0000013701F15948>, 0, 64000000, b'\\n'), b'id,firstName,lastName,billingId,product,price,birth,dummyCol\\n', (<class 'dict'>, [['sep', ','], ['header', 0], ['encoding', 'UTF-8'], ['na_values', 'None']]), (<class 'dict'>, [['id', dtype('int64')], ['firstName', dtype('O')], ['lastName', dtype('O')], ['billingId', dtype('float64')], ['product', dtype('O')], ['price', dtype('float64')], ['birth', dtype('O')], ['dummyCol', dtype('O\n",
      "kwargs:    {}\n",
      "Exception: TypeError(\"'<=' not supported between instances of 'str' and 'float'\")\n",
      "\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "'<=' not supported between instances of 'str' and 'float'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mf\u001b[1;34m(values, axis, skipna, **kwds)\u001b[0m\n\u001b[0;32m    126\u001b[0m                 \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 127\u001b[1;33m                     \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    128\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mreduction\u001b[1;34m(values, axis, skipna, mask)\u001b[0m\n\u001b[0;32m    741\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeth\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    743\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\numpy\\core\\_methods.py\u001b[0m in \u001b[0;36m_amin\u001b[1;34m(a, axis, out, keepdims, initial)\u001b[0m\n\u001b[0;32m     31\u001b[0m           initial=_NoValue):\n\u001b[1;32m---> 32\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mumr_minimum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minitial\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     33\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: '<=' not supported between instances of 'str' and 'float'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-59-383ac73ff6a5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"firstName\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m    154\u001b[0m         \u001b[0mdask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbase\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    155\u001b[0m         \"\"\"\n\u001b[1;32m--> 156\u001b[1;33m         \u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraverse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    157\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    158\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    395\u001b[0m     \u001b[0mkeys\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_keys__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    396\u001b[0m     \u001b[0mpostcomputes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_postcompute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 397\u001b[1;33m     \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mschedule\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeys\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    398\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mrepack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpostcomputes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    399\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs)\u001b[0m\n\u001b[0;32m   2566\u001b[0m                     \u001b[0mshould_rejoin\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2567\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2568\u001b[1;33m                 \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgather\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpacked\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0masynchronous\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0masynchronous\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdirect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdirect\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2569\u001b[0m             \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2570\u001b[0m                 \u001b[1;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mfutures\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mgather\u001b[1;34m(self, futures, errors, maxsize, direct, asynchronous)\u001b[0m\n\u001b[0;32m   1820\u001b[0m                 \u001b[0mdirect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdirect\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1821\u001b[0m                 \u001b[0mlocal_worker\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlocal_worker\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1822\u001b[1;33m                 \u001b[0masynchronous\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0masynchronous\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1823\u001b[0m             )\n\u001b[0;32m   1824\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    751\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    752\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 753\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0msync\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    754\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    755\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(loop, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    329\u001b[0m             \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    330\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 331\u001b[1;33m         \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    332\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    333\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\six.py\u001b[0m in \u001b[0;36mreraise\u001b[1;34m(tp, value, tb)\u001b[0m\n\u001b[0;32m    694\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mtb\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    695\u001b[0m                 \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 696\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    697\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    698\u001b[0m             \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36mf\u001b[1;34m()\u001b[0m\n\u001b[0;32m    314\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    315\u001b[0m                 \u001b[0mfuture\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_timeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtimedelta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mseconds\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 316\u001b[1;33m             \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32myield\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    317\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    318\u001b[0m             \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    733\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    734\u001b[0m                     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 735\u001b[1;33m                         \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    736\u001b[0m                     \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    737\u001b[0m                         \u001b[0mexc_info\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    740\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0mexc_info\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    741\u001b[0m                         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m                             \u001b[0myielded\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mthrow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;31m# type: ignore\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    743\u001b[0m                         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    744\u001b[0m                             \u001b[1;31m# Break up a reference to itself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36m_gather\u001b[1;34m(self, futures, errors, direct, local_worker)\u001b[0m\n\u001b[0;32m   1651\u001b[0m                             \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mCancelledError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mCancelledError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1652\u001b[0m                         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1653\u001b[1;33m                             \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexception\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexception\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraceback\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1654\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"skip\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1655\u001b[0m                         \u001b[0mbad_keys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\six.py\u001b[0m in \u001b[0;36mreraise\u001b[1;34m(tp, value, tb)\u001b[0m\n\u001b[0;32m    693\u001b[0m                 \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtp\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    694\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mtb\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 695\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    696\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    697\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\compatibility.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(func, args, kwargs)\u001b[0m\n\u001b[0;32m     91\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     92\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 93\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     94\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     95\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36m_reduction_chunk\u001b[1;34m(x, aca_chunk, **kwargs)\u001b[0m\n\u001b[0;32m   4314\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4315\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_reduction_chunk\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maca_chunk\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4316\u001b[1;33m     \u001b[0mo\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maca_chunk\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4317\u001b[0m     \u001b[1;31m# Return a dataframe so that the concatenated version is also a dataframe\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4318\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mo\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_frame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mo\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\utils.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, obj, *args, **kwargs)\u001b[0m\n\u001b[0;32m    692\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    693\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 694\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    695\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    696\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__reduce__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36mstat_func\u001b[1;34m(self, axis, skipna, level, numeric_only, **kwargs)\u001b[0m\n\u001b[0;32m  10954\u001b[0m                                       skipna=skipna)\n\u001b[0;32m  10955\u001b[0m         return self._reduce(f, name, axis=axis, skipna=skipna,\n\u001b[1;32m> 10956\u001b[1;33m                             numeric_only=numeric_only)\n\u001b[0m\u001b[0;32m  10957\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m  10958\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mset_function_name\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstat_func\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcls\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36m_reduce\u001b[1;34m(self, op, name, axis, skipna, numeric_only, filter_type, **kwds)\u001b[0m\n\u001b[0;32m   3628\u001b[0m                                           'numeric_only.'.format(name))\n\u001b[0;32m   3629\u001b[0m             \u001b[1;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ignore'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3630\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdelegate\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3631\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3632\u001b[0m         \u001b[1;31m# TODO(EA) dispatch to Index\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mf\u001b[1;34m(values, axis, skipna, **kwds)\u001b[0m\n\u001b[0;32m    128\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    129\u001b[0m                 \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 130\u001b[1;33m                     \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    131\u001b[0m                 \u001b[1;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    132\u001b[0m                     \u001b[1;31m# we want to transform an object array\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\nanops.py\u001b[0m in \u001b[0;36mreduction\u001b[1;34m(values, axis, skipna, mask)\u001b[0m\n\u001b[0;32m    740\u001b[0m                 \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnan\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    741\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeth\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    743\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    744\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_wrap_results\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\numpy\\core\\_methods.py\u001b[0m in \u001b[0;36m_amin\u001b[1;34m(a, axis, out, keepdims, initial)\u001b[0m\n\u001b[0;32m     30\u001b[0m def _amin(a, axis=None, out=None, keepdims=False,\n\u001b[0;32m     31\u001b[0m           initial=_NoValue):\n\u001b[1;32m---> 32\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mumr_minimum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minitial\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     33\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     34\u001b[0m def _sum(a, axis=None, dtype=None, out=None, keepdims=False,\n",
      "\u001b[1;31mTypeError\u001b[0m: '<=' not supported between instances of 'str' and 'float'"
     ]
    }
   ],
   "source": [
    "df[\"firstName\"].min().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.cols.zero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dask.array as da\n",
    "x = da.random.random((2, 2), chunks=(5, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dask.array<getitem, shape=(2,), dtype=float64, chunksize=(2,)>\n",
      "dask.array<getitem, shape=(2,), dtype=float64, chunksize=(2,)>\n"
     ]
    }
   ],
   "source": [
    "for i in x:\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COL_NAME {'id': 0.0, 'price': nan}\n",
      "<class 'dict'>\n",
      "COL NAME 1- id\n",
      "VALUE 1- 0.0\n",
      "AGG NAME 1- skewness\n",
      "****\n",
      "COL NAME 1- price\n",
      "VALUE 1- nan\n",
      "AGG NAME 1- skewness\n",
      "****\n",
      "RESULT {'id': {'skewness': 0.0}, 'price': {'skewness': nan}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'skewness': 0.0}, 'price': {'skewness': nan}}"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.skewness([\"id\",\"price\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COL_NAME {'id': 1.7857142857142858}\n",
      "<class 'dict'>\n",
      "COL NAME 1- id\n",
      "VALUE 1- 1.7857142857142858\n",
      "AGG NAME 1- kurtosis\n",
      "****\n",
      "RESULT {'id': {'kurtosis': 1.7857142857142858}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'kurtosis': 1.7857142857142858}}"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.kurt([\"id\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COL_NAME {'id': 0.0, 'price': nan}\n",
      "<class 'dict'>\n",
      "COL NAME 1- id\n",
      "VALUE 1- 0.0\n",
      "AGG NAME 1- skewness\n",
      "****\n",
      "COL NAME 1- price\n",
      "VALUE 1- nan\n",
      "AGG NAME 1- skewness\n",
      "****\n",
      "RESULT {'id': {'skewness': 0.0}, 'price': {'skewness': nan}}\n",
      "COL_NAME {'id': 1.7857142857142858, 'price': nan}\n",
      "<class 'dict'>\n",
      "COL NAME 1- id\n",
      "VALUE 1- 1.7857142857142858\n",
      "AGG NAME 1- kurtosis\n",
      "****\n",
      "COL NAME 1- price\n",
      "VALUE 1- nan\n",
      "AGG NAME 1- kurtosis\n",
      "****\n",
      "RESULT {'id': {'skewness': 0.0, 'kurtosis': 1.7857142857142858}, 'price': {'skewness': nan, 'kurtosis': nan}}\n",
      "COL_NAME id       15.166667\n",
      "price     7.719697\n",
      "dtype: float64\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id       15.166667\n",
      "price     7.719697\n",
      "dtype: float64\n",
      "AGG NAME variance\n",
      "****\n",
      "COL NAME price\n",
      "COL NAME RESULT id       15.166667\n",
      "price     7.719697\n",
      "dtype: float64\n",
      "AGG NAME variance\n",
      "****\n",
      "RESULT {'id': {'skewness': 0.0, 'kurtosis': 1.7857142857142858, 'variance': 15.166666666666666}, 'price': {'skewness': nan, 'kurtosis': nan, 'variance': 7.719696969696966}}\n",
      "COL_NAME id       91.0\n",
      "price    77.0\n",
      "dtype: float64\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id       91.0\n",
      "price    77.0\n",
      "dtype: float64\n",
      "AGG NAME sum\n",
      "****\n",
      "COL NAME price\n",
      "COL NAME RESULT id       91.0\n",
      "price    77.0\n",
      "dtype: float64\n",
      "AGG NAME sum\n",
      "****\n",
      "RESULT {'id': {'skewness': 0.0, 'kurtosis': 1.7857142857142858, 'variance': 15.166666666666666, 'sum': 91.0}, 'price': {'skewness': nan, 'kurtosis': nan, 'variance': 7.719696969696966, 'sum': 77.0}}\n",
      "COL_NAME id       7.000000\n",
      "price    6.416667\n",
      "dtype: float64\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id       7.000000\n",
      "price    6.416667\n",
      "dtype: float64\n",
      "AGG NAME mean\n",
      "****\n",
      "COL NAME price\n",
      "COL NAME RESULT id       7.000000\n",
      "price    6.416667\n",
      "dtype: float64\n",
      "AGG NAME mean\n",
      "****\n",
      "RESULT {'id': {'skewness': 0.0, 'kurtosis': 1.7857142857142858, 'variance': 15.166666666666666, 'sum': 91.0, 'mean': 7.0}, 'price': {'skewness': nan, 'kurtosis': nan, 'variance': 7.719696969696966, 'sum': 77.0, 'mean': 6.416666666666667}}\n",
      "COL_NAME {'id': 3.8944404818493075, 'price': 2.7784342658585546}\n",
      "<class 'dict'>\n",
      "COL NAME 1- id\n",
      "VALUE 1- 3.8944404818493075\n",
      "AGG NAME 1- stddev\n",
      "****\n",
      "COL NAME 1- price\n",
      "VALUE 1- 2.7784342658585546\n",
      "AGG NAME 1- stddev\n",
      "****\n",
      "RESULT {'id': {'skewness': 0.0, 'kurtosis': 1.7857142857142858, 'variance': 15.166666666666666, 'sum': 91.0, 'mean': 7.0, 'stddev': 3.8944404818493075}, 'price': {'skewness': nan, 'kurtosis': nan, 'variance': 7.719696969696966, 'sum': 77.0, 'mean': 6.416666666666667, 'stddev': 2.7784342658585546}}\n",
      "COL_NAME {'id': 0, 'price': 0}\n",
      "<class 'dict'>\n",
      "COL NAME 1- id\n",
      "VALUE 1- 0\n",
      "AGG NAME 1- zeros\n",
      "****\n",
      "COL NAME 1- price\n",
      "VALUE 1- 0\n",
      "AGG NAME 1- zeros\n",
      "****\n",
      "RESULT {'id': {'skewness': 0.0, 'kurtosis': 1.7857142857142858, 'variance': 15.166666666666666, 'sum': 91.0, 'mean': 7.0, 'stddev': 3.8944404818493075, 'zeros': 0}, 'price': {'skewness': nan, 'kurtosis': nan, 'variance': 7.719696969696966, 'sum': 77.0, 'mean': 6.416666666666667, 'stddev': 2.7784342658585546, 'zeros': 0}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "({'id': {'skewness': 0.0,\n",
       "   'kurtosis': 1.7857142857142858,\n",
       "   'variance': 15.166666666666666,\n",
       "   'sum': 91.0,\n",
       "   'mean': 7.0,\n",
       "   'stddev': 3.8944404818493075,\n",
       "   'zeros': 0},\n",
       "  'price': {'skewness': nan,\n",
       "   'kurtosis': nan,\n",
       "   'variance': 7.719696969696966,\n",
       "   'sum': 77.0,\n",
       "   'mean': 6.416666666666667,\n",
       "   'stddev': 2.7784342658585546,\n",
       "   'zeros': 0}},)"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exprs=[]\n",
    "from dask import dataframe as dd\n",
    "# funcs = [df.functions.stddev, df.functions.kurtosis, df.functions.mean, df.functions.skewness,\n",
    "#                          df.functions.sum, df.functions.variance, df.functions.zeros_agg]\n",
    "\n",
    "funcs = [df.functions.stddev, df.functions.kurtosis, df.functions.mean, df.functions.skewness,df.functions.sum, df.functions.variance, df.functions.zeros_agg]\n",
    "\n",
    "z = df.cols.agg_exprs([\"id\",\"price\"], funcs, df)\n",
    "\n",
    "dd.compute(z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': {'id': {'mad': 3.0}}}"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.mad(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COL_NAME id    1\n",
      "dtype: int64\n",
      "<class 'pandas.core.series.Series'>\n",
      "RESULT {'id': {'min': 1}}\n",
      "COL_NAME id    13\n",
      "dtype: int64\n",
      "<class 'pandas.core.series.Series'>\n",
      "RESULT {'id': {'min': 1, 'max': 13}}\n",
      "COL_NAME {'id': {'count': [1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1], 'bins': [1.0, 1.6, 2.2, 2.8, 3.4, 4.0, 4.6, 5.2, 5.8, 6.3999999999999995, 7.0, 7.6, 8.2, 8.8, 9.4, 10.0, 10.6, 11.2, 11.799999999999999, 12.4, 13.0]}}\n",
      "<class 'dict'>\n",
      "RESULT {'id': {'hist': {'hist': [{'count': 1, 'lower': 1.0, 'upper': 1.6}, {'count': 1, 'lower': 1.6, 'upper': 2.2}, {'count': 0, 'lower': 2.2, 'upper': 2.8}, {'count': 1, 'lower': 2.8, 'upper': 3.4}, {'count': 0, 'lower': 3.4, 'upper': 4.0}, {'count': 1, 'lower': 4.0, 'upper': 4.6}, {'count': 1, 'lower': 4.6, 'upper': 5.2}, {'count': 0, 'lower': 5.2, 'upper': 5.8}, {'count': 1, 'lower': 5.8, 'upper': 6.3999999999999995}, {'count': 0, 'lower': 6.3999999999999995, 'upper': 7.0}, {'count': 1, 'lower': 7.0, 'upper': 7.6}, {'count': 1, 'lower': 7.6, 'upper': 8.2}, {'count': 0, 'lower': 8.2, 'upper': 8.8}, {'count': 1, 'lower': 8.8, 'upper': 9.4}, {'count': 0, 'lower': 9.4, 'upper': 10.0}, {'count': 1, 'lower': 10.0, 'upper': 10.6}, {'count': 1, 'lower': 10.6, 'upper': 11.2}, {'count': 0, 'lower': 11.2, 'upper': 11.799999999999999}, {'count': 1, 'lower': 11.799999999999999, 'upper': 12.4}, {'count': 1, 'lower': 12.4, 'upper': 13.0}]}}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'hist': {'hist': [{'count': 1, 'lower': 1.0, 'upper': 1.6},\n",
       "    {'count': 1, 'lower': 1.6, 'upper': 2.2},\n",
       "    {'count': 0, 'lower': 2.2, 'upper': 2.8},\n",
       "    {'count': 1, 'lower': 2.8, 'upper': 3.4},\n",
       "    {'count': 0, 'lower': 3.4, 'upper': 4.0},\n",
       "    {'count': 1, 'lower': 4.0, 'upper': 4.6},\n",
       "    {'count': 1, 'lower': 4.6, 'upper': 5.2},\n",
       "    {'count': 0, 'lower': 5.2, 'upper': 5.8},\n",
       "    {'count': 1, 'lower': 5.8, 'upper': 6.3999999999999995},\n",
       "    {'count': 0, 'lower': 6.3999999999999995, 'upper': 7.0},\n",
       "    {'count': 1, 'lower': 7.0, 'upper': 7.6},\n",
       "    {'count': 1, 'lower': 7.6, 'upper': 8.2},\n",
       "    {'count': 0, 'lower': 8.2, 'upper': 8.8},\n",
       "    {'count': 1, 'lower': 8.8, 'upper': 9.4},\n",
       "    {'count': 0, 'lower': 9.4, 'upper': 10.0},\n",
       "    {'count': 1, 'lower': 10.0, 'upper': 10.6},\n",
       "    {'count': 1, 'lower': 10.6, 'upper': 11.2},\n",
       "    {'count': 0, 'lower': 11.2, 'upper': 11.799999999999999},\n",
       "    {'count': 1, 'lower': 11.799999999999999, 'upper': 12.4},\n",
       "    {'count': 1, 'lower': 12.4, 'upper': 13.0}]}}}"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.hist(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'plot'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-98-a404b3e86102>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"id\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2531\u001b[0m             return new_dd_object(merge(self.dask, dsk), name,\n\u001b[0;32m   2532\u001b[0m                                  meta, self.divisions)\n\u001b[1;32m-> 2533\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"'DataFrame' object has no attribute %r\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2534\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2535\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__dir__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'plot'"
     ]
    }
   ],
   "source": [
    "df.plot.hist(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "'columns' must be 'not None', received 'None'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-31-da3e8bb25a4f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"firstName\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\columns.py\u001b[0m in \u001b[0;36mstd\u001b[1;34m(self, columns)\u001b[0m\n\u001b[0;32m    179\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    180\u001b[0m         \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfilter_by_column_dtypes\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconstants\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mNUMERIC_TYPES\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 181\u001b[1;33m         \u001b[0mcheck_column_numbers\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"*\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    182\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0magg_exprs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfunctions\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstddev\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    183\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mcheck_column_numbers\u001b[1;34m(columns, number)\u001b[0m\n\u001b[0;32m    216\u001b[0m     \"\"\"\n\u001b[0;32m    217\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 218\u001b[1;33m         \u001b[0mRaiseIt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_error\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"not None\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    219\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    220\u001b[0m     \u001b[0mcount\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\raiseit.py\u001b[0m in \u001b[0;36mvalue_error\u001b[1;34m(var, data_values)\u001b[0m\n\u001b[0;32m     76\u001b[0m                                  type=divisor.join(map(\n\u001b[0;32m     77\u001b[0m                                      \u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m\"'\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m\"'\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 78\u001b[1;33m                                      data_values)), var_type=one_list_to_val(var)))\n\u001b[0m\u001b[0;32m     79\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     80\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: 'columns' must be 'not None', received 'None'"
     ]
    }
   ],
   "source": [
    "df.cols.std(\"firstName\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "COOLLL ['firstName']\n",
      "COOLLL ['firstName']\n",
      "COOLLL ['firstName']\n",
      "COOLLL ['firstName']\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "unsupported operand type(s) for ** or pow(): 'Array' and 'float'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-10-eca2d623f440>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0moptimus\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprofiler\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprofiler\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mProfiler\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mProfiler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"firstName\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0madvanced_stats\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[1;31m# p.columns_agg(df,\"*\", advanced_stats=False)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\decorators.py\u001b[0m in \u001b[0;36mtimed\u001b[1;34m(*args, **kw)\u001b[0m\n\u001b[0;32m      8\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mtimed\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m         \u001b[0mstart_time\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtimeit\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdefault_timer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 10\u001b[1;33m         \u001b[0mf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     11\u001b[0m         \u001b[0m_time\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mround\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtimeit\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdefault_timer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mstart_time\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     12\u001b[0m         \u001b[0mlogger\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"{name}() executed in {time} sec\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtime\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0m_time\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\profiler\\profiler.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self, df, columns, buckets, infer, relative_error, approx_count, mismatch, advanced_stats)\u001b[0m\n\u001b[0;32m     72\u001b[0m         \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     73\u001b[0m         output = self.dataset(df, columns, buckets, infer, relative_error, approx_count, format=\"dict\",\n\u001b[1;32m---> 74\u001b[1;33m                               mismatch=mismatch, advanced_stats=advanced_stats)\n\u001b[0m\u001b[0;32m     75\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     76\u001b[0m         \u001b[1;31m# Load jinja\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\profiler\\profiler.py\u001b[0m in \u001b[0;36mdataset\u001b[1;34m(self, df, columns, buckets, infer, relative_error, approx_count, sample, stats, format, mismatch, advanced_stats)\u001b[0m\n\u001b[0;32m    324\u001b[0m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols_count\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcols_count\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    325\u001b[0m                 updated_columns = self.columns_stats(df, cols_to_profile, buckets, infer, relative_error, approx_count,\n\u001b[1;32m--> 326\u001b[1;33m                                                      mismatch, advanced_stats)\n\u001b[0m\u001b[0;32m    327\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    328\u001b[0m                 \u001b[0moutput_columns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mupdate_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moutput_columns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mupdated_columns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\profiler\\profiler.py\u001b[0m in \u001b[0;36mcolumns_stats\u001b[1;34m(self, df, columns, buckets, infer, relative_error, approx_count, mismatch, advanced_stats)\u001b[0m\n\u001b[0;32m    434\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    435\u001b[0m         \u001b[1;31m# Aggregation\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 436\u001b[1;33m         \u001b[0mstats\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns_agg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbuckets\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrelative_error\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mapprox_count\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0madvanced_stats\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    437\u001b[0m         \u001b[1;31m# Calculate Frequency\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    438\u001b[0m         \u001b[0mlogger\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Processing Frequency ...\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\profiler\\profiler.py\u001b[0m in \u001b[0;36mcolumns_agg\u001b[1;34m(self, df, columns, buckets, relative_error, approx_count, advanced_stats)\u001b[0m\n\u001b[0;32m    486\u001b[0m                          df.functions.sum, df.functions.variance, df.functions.zeros_agg]\n\u001b[0;32m    487\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 488\u001b[1;33m                 \u001b[0mexprs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcreate_exprs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    489\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    490\u001b[0m                 \u001b[1;31m# TODO: None in basic calculation\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\dask\\columns.py\u001b[0m in \u001b[0;36mcreate_exprs\u001b[1;34m(self, columns, funcs, *args)\u001b[0m\n\u001b[0;32m    592\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfiltered_column\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    593\u001b[0m                     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"COOLLL\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mfiltered_column\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 594\u001b[1;33m                     \u001b[0mfunc_result\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    595\u001b[0m                     \u001b[1;31m# if equal_function(func, multi):\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    596\u001b[0m                     \u001b[1;31m# print(\"AAA\", a)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\functions.py\u001b[0m in \u001b[0;36m_kurtosis\u001b[1;34m(serie)\u001b[0m\n\u001b[0;32m    171\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    172\u001b[0m             \u001b[1;32mdef\u001b[0m \u001b[0m_kurtosis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mserie\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 173\u001b[1;33m                 \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;34m\"kurtosis\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;33m{\u001b[0m\u001b[0mcol\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstats\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkurtosis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mserie\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcol\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mcol\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    174\u001b[0m                 \u001b[1;31m# result = {\"kurtosis\": float(stats.kurtosis(serie[col_name], nan_policy=\"propagate\"))}\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    175\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\functions.py\u001b[0m in \u001b[0;36m<dictcomp>\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m    171\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    172\u001b[0m             \u001b[1;32mdef\u001b[0m \u001b[0m_kurtosis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mserie\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 173\u001b[1;33m                 \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;34m\"kurtosis\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;33m{\u001b[0m\u001b[0mcol\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstats\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkurtosis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mserie\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcol\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mcol\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    174\u001b[0m                 \u001b[1;31m# result = {\"kurtosis\": float(stats.kurtosis(serie[col_name], nan_policy=\"propagate\"))}\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    175\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\array\\stats.py\u001b[0m in \u001b[0;36mkurtosis\u001b[1;34m(a, axis, fisher, bias, nan_policy)\u001b[0m\n\u001b[0;32m    227\u001b[0m     \u001b[0molderr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mseterr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ignore'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    228\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 229\u001b[1;33m         \u001b[0mvals\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mda\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwhere\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mzero\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mm4\u001b[0m \u001b[1;33m/\u001b[0m \u001b[0mm2\u001b[0m\u001b[1;33m**\u001b[0m\u001b[1;36m2.0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    230\u001b[0m     \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    231\u001b[0m         \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mseterr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0molderr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for ** or pow(): 'Array' and 'float'"
     ]
    }
   ],
   "source": [
    "from optimus.profiler.profiler import Profiler\n",
    "p = Profiler()\n",
    "p.run(df,\"firstName\", advanced_stats=True)\n",
    "# p.columns_agg(df,\"*\", advanced_stats=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "p.send()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COL_NAME id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n",
      "AGG NAME min\n",
      "****\n",
      "COL NAME billingId\n",
      "COL NAME RESULT id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n",
      "AGG NAME min\n",
      "****\n",
      "COL NAME price\n",
      "COL NAME RESULT id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n",
      "AGG NAME min\n",
      "****\n",
      "RESULT {'id': {'min': 1.0}, 'billingId': {'min': 123.0}, 'price': {'min': 3.0}}\n",
      "COL_NAME id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME firstName\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME lastName\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME billingId\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME product\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME price\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME birth\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME dummyCol\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "RESULT {'id': {'min': 1.0, 'count_na': 0}, 'billingId': {'min': 123.0, 'count_na': 1}, 'price': {'min': 3.0, 'count_na': 1}, 'firstName': {'count_na': 1}, 'lastName': {'count_na': 1}, 'product': {'count_na': 1}, 'birth': {'count_na': 1}, 'dummyCol': {'count_na': 1}}\n",
      "COL_NAME id            13.0\n",
      "billingId    992.0\n",
      "price         10.0\n",
      "dtype: float64\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id            13.0\n",
      "billingId    992.0\n",
      "price         10.0\n",
      "dtype: float64\n",
      "AGG NAME max\n",
      "****\n",
      "COL NAME billingId\n",
      "COL NAME RESULT id            13.0\n",
      "billingId    992.0\n",
      "price         10.0\n",
      "dtype: float64\n",
      "AGG NAME max\n",
      "****\n",
      "COL NAME price\n",
      "COL NAME RESULT id            13.0\n",
      "billingId    992.0\n",
      "price         10.0\n",
      "dtype: float64\n",
      "AGG NAME max\n",
      "****\n",
      "RESULT {'id': {'min': 1.0, 'count_na': 0, 'max': 13.0}, 'billingId': {'min': 123.0, 'count_na': 1, 'max': 992.0}, 'price': {'min': 3.0, 'count_na': 1, 'max': 10.0}, 'firstName': {'count_na': 1}, 'lastName': {'count_na': 1}, 'product': {'count_na': 1}, 'birth': {'count_na': 1}, 'dummyCol': {'count_na': 1}}\n",
      "COL_NAME {'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497}\n",
      "<class 'dict'>\n",
      "COL NAME 1- id\n",
      "VALUE 1- 13.001289538211168\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- firstName\n",
      "VALUE 1- 13.001289538211168\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- lastName\n",
      "VALUE 1- 13.001289538211168\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- billingId\n",
      "VALUE 1- 13.001289538211168\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- product\n",
      "VALUE 1- 8.000488320990067\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- price\n",
      "VALUE 1- 6.000274674963478\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- birth\n",
      "VALUE 1- 13.001289538211168\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- dummyCol\n",
      "VALUE 1- 9.000618037546497\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "RESULT {'id': {'min': 1.0, 'count_na': 0, 'max': 13.0, 'count_uniques': 13.001289538211168}, 'billingId': {'min': 123.0, 'count_na': 1, 'max': 992.0, 'count_uniques': 13.001289538211168}, 'price': {'min': 3.0, 'count_na': 1, 'max': 10.0, 'count_uniques': 6.000274674963478}, 'firstName': {'count_na': 1, 'count_uniques': 13.001289538211168}, 'lastName': {'count_na': 1, 'count_uniques': 13.001289538211168}, 'product': {'count_na': 1, 'count_uniques': 8.000488320990067}, 'birth': {'count_na': 1, 'count_uniques': 13.001289538211168}, 'dummyCol': {'count_na': 1, 'count_uniques': 9.000618037546497}}\n",
      "COL_NAME {'billingId': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}}\n",
      "<class 'dict'>\n",
      "COL NAME 1- billingId\n",
      "VALUE 1- {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}\n",
      "AGG NAME 1- hist\n",
      "****\n",
      "RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}}}\n",
      "COL_NAME {'id': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}}\n",
      "<class 'dict'>\n",
      "COL NAME 1- id\n",
      "VALUE 1- {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}\n",
      "AGG NAME 1- hist\n",
      "****\n",
      "RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}}, 'id': {'hist': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}}}\n",
      "COL_NAME {'id': 13.001289538211168, 'firstName': 13.001289538211168, 'lastName': 13.001289538211168, 'billingId': 13.001289538211168, 'product': 8.000488320990067, 'price': 6.000274674963478, 'birth': 13.001289538211168, 'dummyCol': 9.000618037546497}\n",
      "<class 'dict'>\n",
      "COL NAME 1- id\n",
      "VALUE 1- 13.001289538211168\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- firstName\n",
      "VALUE 1- 13.001289538211168\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- lastName\n",
      "VALUE 1- 13.001289538211168\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- billingId\n",
      "VALUE 1- 13.001289538211168\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- product\n",
      "VALUE 1- 8.000488320990067\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- price\n",
      "VALUE 1- 6.000274674963478\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- birth\n",
      "VALUE 1- 13.001289538211168\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "COL NAME 1- dummyCol\n",
      "VALUE 1- 9.000618037546497\n",
      "AGG NAME 1- count_uniques\n",
      "****\n",
      "RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}, 'count_uniques': 13.001289538211168}, 'id': {'hist': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}, 'count_uniques': 13.001289538211168}, 'firstName': {'count_uniques': 13.001289538211168}, 'lastName': {'count_uniques': 13.001289538211168}, 'product': {'count_uniques': 8.000488320990067}, 'price': {'count_uniques': 6.000274674963478}, 'birth': {'count_uniques': 13.001289538211168}, 'dummyCol': {'count_uniques': 9.000618037546497}}\n",
      "COL_NAME id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n",
      "AGG NAME min\n",
      "****\n",
      "COL NAME billingId\n",
      "COL NAME RESULT id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n",
      "AGG NAME min\n",
      "****\n",
      "COL NAME price\n",
      "COL NAME RESULT id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n",
      "AGG NAME min\n",
      "****\n",
      "RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}, 'count_uniques': 13.001289538211168, 'min': 123.0}, 'id': {'hist': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}, 'count_uniques': 13.001289538211168, 'min': 1.0}, 'firstName': {'count_uniques': 13.001289538211168}, 'lastName': {'count_uniques': 13.001289538211168}, 'product': {'count_uniques': 8.000488320990067}, 'price': {'count_uniques': 6.000274674963478, 'min': 3.0}, 'birth': {'count_uniques': 13.001289538211168}, 'dummyCol': {'count_uniques': 9.000618037546497}}\n",
      "COL_NAME id            13.0\n",
      "billingId    992.0\n",
      "price         10.0\n",
      "dtype: float64\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id            13.0\n",
      "billingId    992.0\n",
      "price         10.0\n",
      "dtype: float64\n",
      "AGG NAME max\n",
      "****\n",
      "COL NAME billingId\n",
      "COL NAME RESULT id            13.0\n",
      "billingId    992.0\n",
      "price         10.0\n",
      "dtype: float64\n",
      "AGG NAME max\n",
      "****\n",
      "COL NAME price\n",
      "COL NAME RESULT id            13.0\n",
      "billingId    992.0\n",
      "price         10.0\n",
      "dtype: float64\n",
      "AGG NAME max\n",
      "****\n",
      "RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}, 'count_uniques': 13.001289538211168, 'min': 123.0, 'max': 992.0}, 'id': {'hist': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}, 'count_uniques': 13.001289538211168, 'min': 1.0, 'max': 13.0}, 'firstName': {'count_uniques': 13.001289538211168}, 'lastName': {'count_uniques': 13.001289538211168}, 'product': {'count_uniques': 8.000488320990067}, 'price': {'count_uniques': 6.000274674963478, 'min': 3.0, 'max': 10.0}, 'birth': {'count_uniques': 13.001289538211168}, 'dummyCol': {'count_uniques': 9.000618037546497}}\n",
      "COL_NAME {'price': {'count': [4, 1, 0, 4, 3], 'bins': [3.0, 4.4, 5.8, 7.199999999999999, 8.6, 10.0]}}\n",
      "<class 'dict'>\n",
      "COL NAME 1- price\n",
      "VALUE 1- {'count': [4, 1, 0, 4, 3], 'bins': [3.0, 4.4, 5.8, 7.199999999999999, 8.6, 10.0]}\n",
      "AGG NAME 1- hist\n",
      "****\n",
      "RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}, 'count_uniques': 13.001289538211168, 'min': 123.0, 'max': 992.0}, 'id': {'hist': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}, 'count_uniques': 13.001289538211168, 'min': 1.0, 'max': 13.0}, 'firstName': {'count_uniques': 13.001289538211168}, 'lastName': {'count_uniques': 13.001289538211168}, 'product': {'count_uniques': 8.000488320990067}, 'price': {'count_uniques': 6.000274674963478, 'min': 3.0, 'max': 10.0, 'hist': {'count': [4, 1, 0, 4, 3], 'bins': [3.0, 4.4, 5.8, 7.199999999999999, 8.6, 10.0]}}, 'birth': {'count_uniques': 13.001289538211168}, 'dummyCol': {'count_uniques': 9.000618037546497}}\n",
      "COL_NAME id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME firstName\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME lastName\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME billingId\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME product\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME price\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME birth\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME dummyCol\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "RESULT {'billingId': {'hist': {'count': [1, 1, 1, 0, 1, 2, 1, 2, 1, 0, 1, 1], 'bins': [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}, 'count_uniques': 13.001289538211168, 'min': 123.0, 'max': 992.0, 'count_na': 1}, 'id': {'hist': {'count': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2], 'bins': [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}, 'count_uniques': 13.001289538211168, 'min': 1.0, 'max': 13.0, 'count_na': 0}, 'firstName': {'count_uniques': 13.001289538211168, 'count_na': 1}, 'lastName': {'count_uniques': 13.001289538211168, 'count_na': 1}, 'product': {'count_uniques': 8.000488320990067, 'count_na': 1}, 'price': {'count_uniques': 6.000274674963478, 'min': 3.0, 'max': 10.0, 'hist': {'count': [4, 1, 0, 4, 3], 'bins': [3.0, 4.4, 5.8, 7.199999999999999, 8.6, 10.0]}, 'count_na': 1}, 'birth': {'count_uniques': 13.001289538211168, 'count_na': 1}, 'dummyCol': {'count_uniques': 9.000618037546497, 'count_na': 1}}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SEND {\"count_types\": {\"int\": 1, \"object\": 5, \"float\": 2, \"array\": 0, \"binary\": 0, \"numeric\": 0, \"categorical\": 0, \"null\": 0, \"date\": 0}, \"total_count_dtypes\": 3, \"dtypes_list\": [\"int\", \"object\", \"float\"], \"columns\": {\"id\": {\"stats\": {\"min\": 1.0, \"count_na\": null, \"max\": 13.0, \"count_uniques\": 13.001289538211168, \"hist\": {\"count\": [null, null, null, null, null, null, null, null, null, null, null, null], \"bins\": [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0]}}, \"name\": \"id\", \"column_dtype\": \"int\", \"dtypes_stats\": {\"int\": null, \"float\": 0, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}, \"firstName\": {\"stats\": {\"count_na\": null, \"count_uniques\": 13.001289538211168}, \"name\": \"firstName\", \"column_dtype\": \"object\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": null}, \"column_type\": null, \"id\": null}, \"lastName\": {\"stats\": {\"count_na\": null, \"count_uniques\": 13.001289538211168}, \"name\": \"lastName\", \"column_dtype\": \"object\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": null}, \"column_type\": null, \"id\": null}, \"billingId\": {\"stats\": {\"min\": 123.0, \"count_na\": null, \"max\": 992.0, \"count_uniques\": 13.001289538211168, \"hist\": {\"count\": [null, null, null, null, null, null, null, null, null, null, null, null], \"bins\": [123.0, 195.41666666666669, 267.83333333333337, 340.25, 412.6666666666667, 485.08333333333337, 557.5, 629.9166666666667, 702.3333333333334, 774.75, 847.1666666666667, 919.5833333333334, 992.0]}}, \"name\": \"billingId\", \"column_dtype\": \"float\", \"dtypes_stats\": {\"int\": 0, \"float\": null, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}, \"product\": {\"stats\": {\"count_na\": null, \"count_uniques\": 8.000488320990067}, \"name\": \"product\", \"column_dtype\": \"object\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": null}, \"column_type\": null, \"id\": null}, \"price\": {\"stats\": {\"min\": 3.0, \"count_na\": null, \"max\": 10.0, \"count_uniques\": 6.000274674963478, \"hist\": {\"count\": [null, null, null, null, null], \"bins\": [3.0, 4.4, 5.8, 7.199999999999999, 8.6, 10.0]}}, \"name\": \"price\", \"column_dtype\": \"float\", \"dtypes_stats\": {\"int\": 0, \"float\": null, \"object\": 0}, \"column_type\": \"numeric\", \"id\": null}, \"birth\": {\"stats\": {\"count_na\": null, \"count_uniques\": 13.001289538211168}, \"name\": \"birth\", \"column_dtype\": \"object\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": null}, \"column_type\": null, \"id\": null}, \"dummyCol\": {\"stats\": {\"count_na\": null, \"count_uniques\": 9.000618037546497}, \"name\": \"dummyCol\", \"column_dtype\": \"object\", \"dtypes_stats\": {\"int\": 0, \"float\": 0, \"object\": null}, \"column_type\": null, \"id\": null}}, \"name\": null, \"file_name\": \"foo.csv\", \"summary\": {\"cols_count\": 8, \"rows_count\": 13, \"size\": \"0 Bytes\", \"sample_size\": 10000, \"missing_count\": null, \"p_missing\": 53.85}, \"sample\": {\"columns\": [{\"title\": \"id\"}, {\"title\": \"firstName\"}, {\"title\": \"lastName\"}, {\"title\": \"billingId\"}, {\"title\": \"product\"}, {\"title\": \"price\"}, {\"title\": \"birth\"}, {\"title\": \"dummyCol\"}], \"value\": [[7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"], [7, \"CaRL\", \"Ga%%%uss\", 323.0, \"taco\", 3.0, \"1970/07/13\", \"gonna\", 4, \"PAUL\", \"dirac$\", 521.0, \"pizza\", 8.0, \"1954/07/10\", \"you\", 10, \"JaMES\", \"M$$ax%%well\", 875.0, \"taco\", 3.0, \"1923/03/12\", \"down\", 12, \"Emmy%%\", \"N\\u00f6ether$\", 234.0, \"pasta\", 9.0, \"1993/12/08\", \"gonna\", 1, \"Luis\", \"Alvarez$$%!\", 123.0, \"Cake\", 10.0, \"1980/07/07\", \"never\", 5, \"Albert\", \"Einstein\", 634.0, \"pizza\", 8.0, \"1990/07/11\", \"up\", 11, \"Isaac\", \"Newton\", 992.0, \"pasta\", 9.0, \"1999/02/15\", \"never \", 13, null, null, null, null, null, null, null, 6, \"Galileo\", \"             GALiLEI\", 672.0, \"arepa\", 5.0, \"1930/08/12\", \"never\", 2, \"Andr\\u00e9\", \"Amp\\u00e8re\", 423.0, \"piza\", 8.0, \"1950/07/08\", \"gonna\", 9, \"Johannes\", \"KEPLER\", 735.0, \"taco\", 3.0, \"1920/04/22\", \"you\", 3, \"NiELS\", \"B\\u00f6hr//((%%\", 551.0, \"pizza\", 8.0, \"1990/07/09\", \"give\", 8, \"David\", \"H$$$ilbert\", 624.0, \"taaaccoo\", 3.0, \"1950/07/14\", \"let\"]]}}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Send!\n"
     ]
    }
   ],
   "source": [
    "df.ext.send()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Open Bumblebee: <a target='_blank' href ='https://app.hi-bumblebee.com/?session=ee8e887f-fac1-4555-aa54-90037f197099&key=hpmLDC4KO7hrtceEfn0KJMKaey1ZZlflNIYhS-7YU54=&view=0'>https://app.hi-bumblebee.com</a><div>If you really care about privacy get your keys in bumblebee.ini and put them<a href ='https://app.hi-bumblebee.com'> here</a></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "op= Optimus(\"dask\", comm=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "# url = \"https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/crime.csv\"\n",
    "url = \"data/crime.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>OCCURRED_ON_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-02 13:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.357791</td>\n",
       "      <td>-71.139371</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>1402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.306821</td>\n",
       "      <td>-71.060300</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>3410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 19:27:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.346589</td>\n",
       "      <td>-71.072429</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:16:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.334182</td>\n",
       "      <td>-71.078664</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:05:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.275365</td>\n",
       "      <td>-71.090361</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>I182070936</td>\n",
       "      <td>3820</td>\n",
       "      <td>Motor Vehicle Accident Response</td>\n",
       "      <td>M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY</td>\n",
       "      <td>C11</td>\n",
       "      <td>398</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:09:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>TALBOT AVE</td>\n",
       "      <td>42.290196</td>\n",
       "      <td>-71.071590</td>\n",
       "      <td>(42.29019621, -71.07159012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>I182070933</td>\n",
       "      <td>724</td>\n",
       "      <td>Auto Theft</td>\n",
       "      <td>AUTO THEFT</td>\n",
       "      <td>B2</td>\n",
       "      <td>330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 21:25:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part One</td>\n",
       "      <td>NORMANDY ST</td>\n",
       "      <td>42.306072</td>\n",
       "      <td>-71.082733</td>\n",
       "      <td>(42.30607218, -71.08273260)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>I182070932</td>\n",
       "      <td>3301</td>\n",
       "      <td>Verbal Disputes</td>\n",
       "      <td>VERBAL DISPUTE</td>\n",
       "      <td>B2</td>\n",
       "      <td>584</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 20:39:37</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>LAWN ST</td>\n",
       "      <td>42.327016</td>\n",
       "      <td>-71.105551</td>\n",
       "      <td>(42.32701648, -71.10555088)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>I182070931</td>\n",
       "      <td>301</td>\n",
       "      <td>Robbery</td>\n",
       "      <td>ROBBERY - STREET</td>\n",
       "      <td>C6</td>\n",
       "      <td>177</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 20:48:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part One</td>\n",
       "      <td>MASSACHUSETTS AVE</td>\n",
       "      <td>42.331521</td>\n",
       "      <td>-71.070853</td>\n",
       "      <td>(42.33152148, -71.07085307)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>I182070929</td>\n",
       "      <td>3301</td>\n",
       "      <td>Verbal Disputes</td>\n",
       "      <td>VERBAL DISPUTE</td>\n",
       "      <td>C11</td>\n",
       "      <td>364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 20:38:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>LESLIE ST</td>\n",
       "      <td>42.295147</td>\n",
       "      <td>-71.058608</td>\n",
       "      <td>(42.29514664, -71.05860832)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>I182070928</td>\n",
       "      <td>3301</td>\n",
       "      <td>Verbal Disputes</td>\n",
       "      <td>VERBAL DISPUTE</td>\n",
       "      <td>C6</td>\n",
       "      <td>913</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 19:55:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>OCEAN VIEW DR</td>\n",
       "      <td>42.319579</td>\n",
       "      <td>-71.040328</td>\n",
       "      <td>(42.31957856, -71.04032766)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>I182070927</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>C6</td>\n",
       "      <td>936</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 20:19:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DALESSIO CT</td>\n",
       "      <td>42.340115</td>\n",
       "      <td>-71.053390</td>\n",
       "      <td>(42.34011469, -71.05339029)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>I182070923</td>\n",
       "      <td>3108</td>\n",
       "      <td>Fire Related Reports</td>\n",
       "      <td>FIRE REPORT - HOUSE, BUILDING, ETC.</td>\n",
       "      <td>D4</td>\n",
       "      <td>139</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 19:58:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>MARLBOROUGH ST</td>\n",
       "      <td>42.350388</td>\n",
       "      <td>-71.087853</td>\n",
       "      <td>(42.35038760, -71.08785290)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>I182070922</td>\n",
       "      <td>2647</td>\n",
       "      <td>Other</td>\n",
       "      <td>THREATS TO DO BODILY HARM</td>\n",
       "      <td>B3</td>\n",
       "      <td>429</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 20:39:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>WOODROW AVE</td>\n",
       "      <td>42.286470</td>\n",
       "      <td>-71.087147</td>\n",
       "      <td>(42.28647012, -71.08714661)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>I182070921</td>\n",
       "      <td>3201</td>\n",
       "      <td>Property Lost</td>\n",
       "      <td>PROPERTY - LOST</td>\n",
       "      <td>B3</td>\n",
       "      <td>469</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-02 14:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>14</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>MULVEY ST</td>\n",
       "      <td>42.279241</td>\n",
       "      <td>-71.096674</td>\n",
       "      <td>(42.27924052, -71.09667382)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>I182070920</td>\n",
       "      <td>3006</td>\n",
       "      <td>Medical Assistance</td>\n",
       "      <td>SICK/INJURED/MEDICAL - PERSON</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 19:43:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.352875</td>\n",
       "      <td>-71.073830</td>\n",
       "      <td>(42.35287456, -71.07382970)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>I182070919</td>\n",
       "      <td>3301</td>\n",
       "      <td>Verbal Disputes</td>\n",
       "      <td>VERBAL DISPUTE</td>\n",
       "      <td>C11</td>\n",
       "      <td>341</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 18:52:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>STONEHURST ST</td>\n",
       "      <td>42.305264</td>\n",
       "      <td>-71.066838</td>\n",
       "      <td>(42.30526428, -71.06683755)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>I182070918</td>\n",
       "      <td>3305</td>\n",
       "      <td>Assembly or Gathering Violations</td>\n",
       "      <td>DEMONSTRATIONS/RIOT</td>\n",
       "      <td>D4</td>\n",
       "      <td>130</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 17:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>17</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>HUNTINGTON AVE</td>\n",
       "      <td>42.348577</td>\n",
       "      <td>-71.077720</td>\n",
       "      <td>(42.34857652, -71.07772012)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>I182070917</td>\n",
       "      <td>2647</td>\n",
       "      <td>Other</td>\n",
       "      <td>THREATS TO DO BODILY HARM</td>\n",
       "      <td>B2</td>\n",
       "      <td>901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 19:52:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HORADAN WAY</td>\n",
       "      <td>42.333717</td>\n",
       "      <td>-71.096658</td>\n",
       "      <td>(42.33371742, -71.09665806)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>I182070915</td>\n",
       "      <td>614</td>\n",
       "      <td>Larceny From Motor Vehicle</td>\n",
       "      <td>LARCENY THEFT FROM MV - NON-ACCESSORY</td>\n",
       "      <td>B2</td>\n",
       "      <td>181</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-02 18:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part One</td>\n",
       "      <td>SHIRLEY ST</td>\n",
       "      <td>42.325695</td>\n",
       "      <td>-71.068168</td>\n",
       "      <td>(42.32569490, -71.06816778)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>I182070913</td>\n",
       "      <td>3006</td>\n",
       "      <td>Medical Assistance</td>\n",
       "      <td>SICK/INJURED/MEDICAL - PERSON</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 18:46:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>WOLCOTT</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>(-1.00000000, -1.00000000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>I182070911</td>\n",
       "      <td>3801</td>\n",
       "      <td>Motor Vehicle Accident Response</td>\n",
       "      <td>M/V ACCIDENT - OTHER</td>\n",
       "      <td>A1</td>\n",
       "      <td>69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 18:30:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>BEACON ST</td>\n",
       "      <td>42.355644</td>\n",
       "      <td>-71.071681</td>\n",
       "      <td>(42.35564426, -71.07168077)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>I182070910</td>\n",
       "      <td>3006</td>\n",
       "      <td>Medical Assistance</td>\n",
       "      <td>SICK/INJURED/MEDICAL - PERSON</td>\n",
       "      <td>B3</td>\n",
       "      <td>434</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 18:42:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAPEN ST</td>\n",
       "      <td>42.283402</td>\n",
       "      <td>-71.080797</td>\n",
       "      <td>(42.28340243, -71.08079740)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>I182070909</td>\n",
       "      <td>3803</td>\n",
       "      <td>Motor Vehicle Accident Response</td>\n",
       "      <td>M/V ACCIDENT - PERSONAL INJURY</td>\n",
       "      <td>E5</td>\n",
       "      <td>550</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 18:33:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>WASHINGTON ST</td>\n",
       "      <td>42.275818</td>\n",
       "      <td>-71.139913</td>\n",
       "      <td>(42.27581799, -71.13991259)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>I182070908</td>\n",
       "      <td>522</td>\n",
       "      <td>Residential Burglary</td>\n",
       "      <td>BURGLARY - RESIDENTIAL - NO FORCE</td>\n",
       "      <td>B2</td>\n",
       "      <td>911</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 18:38:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part One</td>\n",
       "      <td>ANNUNCIATION RD</td>\n",
       "      <td>42.335062</td>\n",
       "      <td>-71.093168</td>\n",
       "      <td>(42.33506218, -71.09316781)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>I182070906</td>\n",
       "      <td>3831</td>\n",
       "      <td>Motor Vehicle Accident Response</td>\n",
       "      <td>M/V - LEAVING SCENE - PROPERTY DAMAGE</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 18:20:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.283593</td>\n",
       "      <td>-71.055657</td>\n",
       "      <td>(42.28359328, -71.05565683)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>I182070905</td>\n",
       "      <td>3006</td>\n",
       "      <td>Medical Assistance</td>\n",
       "      <td>SICK/INJURED/MEDICAL - PERSON</td>\n",
       "      <td>D4</td>\n",
       "      <td>172</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 18:50:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>MASSACHUSETTS AVE</td>\n",
       "      <td>42.333112</td>\n",
       "      <td>-71.072764</td>\n",
       "      <td>(42.33311189, -71.07276370)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>I182070904</td>\n",
       "      <td>802</td>\n",
       "      <td>Simple Assault</td>\n",
       "      <td>ASSAULT SIMPLE - BATTERY</td>\n",
       "      <td>C11</td>\n",
       "      <td>242</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 18:34:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>ANNAPOLIS ST</td>\n",
       "      <td>42.317319</td>\n",
       "      <td>-71.061509</td>\n",
       "      <td>(42.31731905, -71.06150882)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>I182070904</td>\n",
       "      <td>2007</td>\n",
       "      <td>Restraining Order Violations</td>\n",
       "      <td>VIOL. OF RESTRAINING ORDER W NO ARREST</td>\n",
       "      <td>C11</td>\n",
       "      <td>242</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 18:34:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>ANNAPOLIS ST</td>\n",
       "      <td>42.317319</td>\n",
       "      <td>-71.061509</td>\n",
       "      <td>(42.31731905, -71.06150882)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>I182070903</td>\n",
       "      <td>2900</td>\n",
       "      <td>Other</td>\n",
       "      <td>VAL - VIOLATION OF AUTO LAW - OTHER</td>\n",
       "      <td>B3</td>\n",
       "      <td>463</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-03 18:55:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>9</td>\n",
       "      <td>Monday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>BLUE HILL AVE</td>\n",
       "      <td>42.295904</td>\n",
       "      <td>-71.087733</td>\n",
       "      <td>(42.29590385, -71.08773294)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319043</th>\n",
       "      <td>I110551302-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>171</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-22 22:00:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>22</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>HARRISON AVE</td>\n",
       "      <td>42.335560</td>\n",
       "      <td>-71.074364</td>\n",
       "      <td>(42.33555954, -71.07436364)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319044</th>\n",
       "      <td>I110551302-00</td>\n",
       "      <td>623</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY SHOPLIFTING $50 TO $199</td>\n",
       "      <td>D4</td>\n",
       "      <td>171</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-22 22:00:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>22</td>\n",
       "      <td>Part One</td>\n",
       "      <td>HARRISON AVE</td>\n",
       "      <td>42.335560</td>\n",
       "      <td>-71.074364</td>\n",
       "      <td>(42.33555954, -71.07436364)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319045</th>\n",
       "      <td>I110372326-00</td>\n",
       "      <td>403</td>\n",
       "      <td>Aggravated Assault</td>\n",
       "      <td>ASSAULT &amp; BATTERY D/W - OTHER</td>\n",
       "      <td>A1</td>\n",
       "      <td>97</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-14 09:40:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>9</td>\n",
       "      <td>Part One</td>\n",
       "      <td>SCHOOL ST</td>\n",
       "      <td>42.357428</td>\n",
       "      <td>-71.058326</td>\n",
       "      <td>(42.35742837, -71.05832551)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319046</th>\n",
       "      <td>I110372326-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>A1</td>\n",
       "      <td>97</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-14 09:40:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>9</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>SCHOOL ST</td>\n",
       "      <td>42.357428</td>\n",
       "      <td>-71.058326</td>\n",
       "      <td>(42.35742837, -71.05832551)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319047</th>\n",
       "      <td>I110261417-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>B2</td>\n",
       "      <td>324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-29 00:00:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>7</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>BOWDOIN ST</td>\n",
       "      <td>42.307038</td>\n",
       "      <td>-71.066153</td>\n",
       "      <td>(42.30703835, -71.06615319)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319048</th>\n",
       "      <td>I110261417-00</td>\n",
       "      <td>619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY OTHER $200 &amp; OVER</td>\n",
       "      <td>B2</td>\n",
       "      <td>324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-29 00:00:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>7</td>\n",
       "      <td>Friday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part One</td>\n",
       "      <td>BOWDOIN ST</td>\n",
       "      <td>42.307038</td>\n",
       "      <td>-71.066153</td>\n",
       "      <td>(42.30703835, -71.06615319)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319049</th>\n",
       "      <td>I110177502-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>B2</td>\n",
       "      <td>318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-10-02 21:00:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>10</td>\n",
       "      <td>Friday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>HOMESTEAD ST</td>\n",
       "      <td>42.311277</td>\n",
       "      <td>-71.089093</td>\n",
       "      <td>(42.31127726, -71.08909334)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319050</th>\n",
       "      <td>I110177502-00</td>\n",
       "      <td>802</td>\n",
       "      <td>Simple Assault</td>\n",
       "      <td>ASSAULT &amp; BATTERY</td>\n",
       "      <td>B2</td>\n",
       "      <td>318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-10-02 21:00:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>10</td>\n",
       "      <td>Friday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HOMESTEAD ST</td>\n",
       "      <td>42.311277</td>\n",
       "      <td>-71.089093</td>\n",
       "      <td>(42.31127726, -71.08909334)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319051</th>\n",
       "      <td>I110177502-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>B2</td>\n",
       "      <td>318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-10-02 21:00:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>10</td>\n",
       "      <td>Friday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>HOMESTEAD ST</td>\n",
       "      <td>42.311277</td>\n",
       "      <td>-71.089093</td>\n",
       "      <td>(42.31127726, -71.08909334)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319052</th>\n",
       "      <td>I100636670-00</td>\n",
       "      <td>629</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY OTHER $50 TO $199</td>\n",
       "      <td>D4</td>\n",
       "      <td>285</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-05 17:23:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>17</td>\n",
       "      <td>Part One</td>\n",
       "      <td>COVENTRY ST</td>\n",
       "      <td>42.336951</td>\n",
       "      <td>-71.085748</td>\n",
       "      <td>(42.33695098, -71.08574813)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319053</th>\n",
       "      <td>I100636670-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>285</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-05 17:23:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>17</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>COVENTRY ST</td>\n",
       "      <td>42.336951</td>\n",
       "      <td>-71.085748</td>\n",
       "      <td>(42.33695098, -71.08574813)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319054</th>\n",
       "      <td>I100340225-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>A1</td>\n",
       "      <td>77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-27 10:47:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Monday</td>\n",
       "      <td>10</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>BOWDOIN SQ</td>\n",
       "      <td>42.361645</td>\n",
       "      <td>-71.062299</td>\n",
       "      <td>(42.36164502, -71.06229949)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319055</th>\n",
       "      <td>I100340225-00</td>\n",
       "      <td>339</td>\n",
       "      <td>Robbery</td>\n",
       "      <td>ROBBERY - UNARMED - STREET</td>\n",
       "      <td>A1</td>\n",
       "      <td>77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-27 10:47:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Monday</td>\n",
       "      <td>10</td>\n",
       "      <td>Part One</td>\n",
       "      <td>BOWDOIN SQ</td>\n",
       "      <td>42.361645</td>\n",
       "      <td>-71.062299</td>\n",
       "      <td>(42.36164502, -71.06229949)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319056</th>\n",
       "      <td>I100222105-02</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E13</td>\n",
       "      <td>572</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-08-03 16:22:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>8</td>\n",
       "      <td>Monday</td>\n",
       "      <td>16</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>COLUMBUS AVE</td>\n",
       "      <td>42.313628</td>\n",
       "      <td>-71.095603</td>\n",
       "      <td>(42.31362799, -71.09560307)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319057</th>\n",
       "      <td>I100033064-00</td>\n",
       "      <td>2907</td>\n",
       "      <td>Violations</td>\n",
       "      <td>VAL - OPERATING AFTER REV/SUSP.</td>\n",
       "      <td>B2</td>\n",
       "      <td>304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-29 18:20:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>7</td>\n",
       "      <td>Friday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>SLAYTON WAY</td>\n",
       "      <td>42.321770</td>\n",
       "      <td>-71.097798</td>\n",
       "      <td>(42.32177032, -71.09779774)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319058</th>\n",
       "      <td>I100033064-00</td>\n",
       "      <td>2910</td>\n",
       "      <td>Violations</td>\n",
       "      <td>VAL - OPERATING AFTER REV/SUSP.</td>\n",
       "      <td>B2</td>\n",
       "      <td>304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-07-29 18:20:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>7</td>\n",
       "      <td>Friday</td>\n",
       "      <td>18</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>SLAYTON WAY</td>\n",
       "      <td>42.321770</td>\n",
       "      <td>-71.097798</td>\n",
       "      <td>(42.32177032, -71.09779774)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319059</th>\n",
       "      <td>I090321958-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>C11</td>\n",
       "      <td>355</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-01 01:43:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>Monday</td>\n",
       "      <td>1</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>GENEVA AVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>(0.00000000, 0.00000000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319060</th>\n",
       "      <td>I090321958-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>C11</td>\n",
       "      <td>355</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-02-01 01:43:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>Monday</td>\n",
       "      <td>1</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>GENEVA AVE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>(0.00000000, 0.00000000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319061</th>\n",
       "      <td>I090317057-00</td>\n",
       "      <td>403</td>\n",
       "      <td>Aggravated Assault</td>\n",
       "      <td>ASSAULT &amp; BATTERY D/W - OTHER</td>\n",
       "      <td>B3</td>\n",
       "      <td>458</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-20 11:15:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>11</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11</td>\n",
       "      <td>Part One</td>\n",
       "      <td>BLUE HILL AVE</td>\n",
       "      <td>42.301897</td>\n",
       "      <td>-71.085549</td>\n",
       "      <td>(42.30189690, -71.08554944)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319062</th>\n",
       "      <td>I090317057-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>B3</td>\n",
       "      <td>458</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-11-20 11:15:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>11</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>BLUE HILL AVE</td>\n",
       "      <td>42.301897</td>\n",
       "      <td>-71.085549</td>\n",
       "      <td>(42.30189690, -71.08554944)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319063</th>\n",
       "      <td>I080542626-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>A1</td>\n",
       "      <td>111</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-08-12 12:00:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>8</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>12</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>BOYLSTON ST</td>\n",
       "      <td>42.352312</td>\n",
       "      <td>-71.063705</td>\n",
       "      <td>(42.35231190, -71.06370510)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319064</th>\n",
       "      <td>I080542626-00</td>\n",
       "      <td>1848</td>\n",
       "      <td>Drug Violation</td>\n",
       "      <td>DRUGS - POSS CLASS B - INTENT TO MFR DIST DISP</td>\n",
       "      <td>A1</td>\n",
       "      <td>111</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-08-12 12:00:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>8</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>12</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>BOYLSTON ST</td>\n",
       "      <td>42.352312</td>\n",
       "      <td>-71.063705</td>\n",
       "      <td>(42.35231190, -71.06370510)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319065</th>\n",
       "      <td>I080542626-00</td>\n",
       "      <td>1849</td>\n",
       "      <td>Drug Violation</td>\n",
       "      <td>DRUGS - POSS CLASS B - COCAINE, ETC.</td>\n",
       "      <td>A1</td>\n",
       "      <td>111</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-08-12 12:00:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>8</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>12</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>BOYLSTON ST</td>\n",
       "      <td>42.352312</td>\n",
       "      <td>-71.063705</td>\n",
       "      <td>(42.35231190, -71.06370510)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319066</th>\n",
       "      <td>I060168073-00</td>\n",
       "      <td>1864</td>\n",
       "      <td>Drug Violation</td>\n",
       "      <td>DRUGS - POSS CLASS D - INTENT MFR DIST DISP</td>\n",
       "      <td>E13</td>\n",
       "      <td>912</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-27 14:01:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>14</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>CENTRE ST</td>\n",
       "      <td>42.322838</td>\n",
       "      <td>-71.100967</td>\n",
       "      <td>(42.32283759, -71.10096723)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319067</th>\n",
       "      <td>I060168073-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E13</td>\n",
       "      <td>912</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-27 14:01:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>14</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CENTRE ST</td>\n",
       "      <td>42.322838</td>\n",
       "      <td>-71.100967</td>\n",
       "      <td>(42.32283759, -71.10096723)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319068</th>\n",
       "      <td>I050310906-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>285</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-05 17:25:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>17</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>COVENTRY ST</td>\n",
       "      <td>42.336951</td>\n",
       "      <td>-71.085748</td>\n",
       "      <td>(42.33695098, -71.08574813)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319069</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>111</td>\n",
       "      <td>Homicide</td>\n",
       "      <td>MURDER, NON-NEGLIGIENT MANSLAUGHTER</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-09 13:38:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.255926</td>\n",
       "      <td>-71.123172</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319070</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-07-09 13:38:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.255926</td>\n",
       "      <td>-71.123172</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319071</th>\n",
       "      <td>I010370257-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E13</td>\n",
       "      <td>569</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-05-31 19:35:00</td>\n",
       "      <td>2016</td>\n",
       "      <td>5</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEW WASHINGTON ST</td>\n",
       "      <td>42.302333</td>\n",
       "      <td>-71.111565</td>\n",
       "      <td>(42.30233307, -71.11156487)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319072</th>\n",
       "      <td>142052550</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>903</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-06-22 00:12:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>6</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>WASHINGTON ST</td>\n",
       "      <td>42.333839</td>\n",
       "      <td>-71.080290</td>\n",
       "      <td>(42.33383935, -71.08029038)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>319073 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       INCIDENT_NUMBER  OFFENSE_CODE                OFFENSE_CODE_GROUP  \\\n",
       "0           I182070945           619                           Larceny   \n",
       "1           I182070943          1402                         Vandalism   \n",
       "2           I182070941          3410                             Towed   \n",
       "3           I182070940          3114              Investigate Property   \n",
       "4           I182070938          3114              Investigate Property   \n",
       "5           I182070936          3820   Motor Vehicle Accident Response   \n",
       "6           I182070933           724                        Auto Theft   \n",
       "7           I182070932          3301                   Verbal Disputes   \n",
       "8           I182070931           301                           Robbery   \n",
       "9           I182070929          3301                   Verbal Disputes   \n",
       "10          I182070928          3301                   Verbal Disputes   \n",
       "11          I182070927          3114              Investigate Property   \n",
       "12          I182070923          3108              Fire Related Reports   \n",
       "13          I182070922          2647                             Other   \n",
       "14          I182070921          3201                     Property Lost   \n",
       "15          I182070920          3006                Medical Assistance   \n",
       "16          I182070919          3301                   Verbal Disputes   \n",
       "17          I182070918          3305  Assembly or Gathering Violations   \n",
       "18          I182070917          2647                             Other   \n",
       "19          I182070915           614        Larceny From Motor Vehicle   \n",
       "20          I182070913          3006                Medical Assistance   \n",
       "21          I182070911          3801   Motor Vehicle Accident Response   \n",
       "22          I182070910          3006                Medical Assistance   \n",
       "23          I182070909          3803   Motor Vehicle Accident Response   \n",
       "24          I182070908           522              Residential Burglary   \n",
       "25          I182070906          3831   Motor Vehicle Accident Response   \n",
       "26          I182070905          3006                Medical Assistance   \n",
       "27          I182070904           802                    Simple Assault   \n",
       "28          I182070904          2007      Restraining Order Violations   \n",
       "29          I182070903          2900                             Other   \n",
       "...                ...           ...                               ...   \n",
       "319043   I110551302-00          3125                   Warrant Arrests   \n",
       "319044   I110551302-00           623                           Larceny   \n",
       "319045   I110372326-00           403                Aggravated Assault   \n",
       "319046   I110372326-00          3125                   Warrant Arrests   \n",
       "319047   I110261417-00          3125                   Warrant Arrests   \n",
       "319048   I110261417-00           619                           Larceny   \n",
       "319049   I110177502-00          3125                   Warrant Arrests   \n",
       "319050   I110177502-00           802                    Simple Assault   \n",
       "319051   I110177502-00          3125                   Warrant Arrests   \n",
       "319052   I100636670-00           629                           Larceny   \n",
       "319053   I100636670-00          3125                   Warrant Arrests   \n",
       "319054   I100340225-00          3125                   Warrant Arrests   \n",
       "319055   I100340225-00           339                           Robbery   \n",
       "319056   I100222105-02          3125                   Warrant Arrests   \n",
       "319057   I100033064-00          2907                        Violations   \n",
       "319058   I100033064-00          2910                        Violations   \n",
       "319059   I090321958-00          3125                   Warrant Arrests   \n",
       "319060   I090321958-00          3125                   Warrant Arrests   \n",
       "319061   I090317057-00           403                Aggravated Assault   \n",
       "319062   I090317057-00          3125                   Warrant Arrests   \n",
       "319063   I080542626-00          3125                   Warrant Arrests   \n",
       "319064   I080542626-00          1848                    Drug Violation   \n",
       "319065   I080542626-00          1849                    Drug Violation   \n",
       "319066   I060168073-00          1864                    Drug Violation   \n",
       "319067   I060168073-00          3125                   Warrant Arrests   \n",
       "319068   I050310906-00          3125                   Warrant Arrests   \n",
       "319069   I030217815-08           111                          Homicide   \n",
       "319070   I030217815-08          3125                   Warrant Arrests   \n",
       "319071   I010370257-00          3125                   Warrant Arrests   \n",
       "319072       142052550          3125                   Warrant Arrests   \n",
       "\n",
       "                                   OFFENSE_DESCRIPTION DISTRICT  \\\n",
       "0                                   LARCENY ALL OTHERS      D14   \n",
       "1                                            VANDALISM      C11   \n",
       "2                                  TOWED MOTOR VEHICLE       D4   \n",
       "3                                 INVESTIGATE PROPERTY       D4   \n",
       "4                                 INVESTIGATE PROPERTY       B3   \n",
       "5           M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY      C11   \n",
       "6                                           AUTO THEFT       B2   \n",
       "7                                       VERBAL DISPUTE       B2   \n",
       "8                                     ROBBERY - STREET       C6   \n",
       "9                                       VERBAL DISPUTE      C11   \n",
       "10                                      VERBAL DISPUTE       C6   \n",
       "11                                INVESTIGATE PROPERTY       C6   \n",
       "12                 FIRE REPORT - HOUSE, BUILDING, ETC.       D4   \n",
       "13                           THREATS TO DO BODILY HARM       B3   \n",
       "14                                     PROPERTY - LOST       B3   \n",
       "15                       SICK/INJURED/MEDICAL - PERSON      NaN   \n",
       "16                                      VERBAL DISPUTE      C11   \n",
       "17                                 DEMONSTRATIONS/RIOT       D4   \n",
       "18                           THREATS TO DO BODILY HARM       B2   \n",
       "19               LARCENY THEFT FROM MV - NON-ACCESSORY       B2   \n",
       "20                       SICK/INJURED/MEDICAL - PERSON      NaN   \n",
       "21                                M/V ACCIDENT - OTHER       A1   \n",
       "22                       SICK/INJURED/MEDICAL - PERSON       B3   \n",
       "23                      M/V ACCIDENT - PERSONAL INJURY       E5   \n",
       "24                   BURGLARY - RESIDENTIAL - NO FORCE       B2   \n",
       "25               M/V - LEAVING SCENE - PROPERTY DAMAGE      NaN   \n",
       "26                       SICK/INJURED/MEDICAL - PERSON       D4   \n",
       "27                            ASSAULT SIMPLE - BATTERY      C11   \n",
       "28              VIOL. OF RESTRAINING ORDER W NO ARREST      C11   \n",
       "29                 VAL - VIOLATION OF AUTO LAW - OTHER       B3   \n",
       "...                                                ...      ...   \n",
       "319043                                  WARRANT ARREST       D4   \n",
       "319044                 LARCENY SHOPLIFTING $50 TO $199       D4   \n",
       "319045                   ASSAULT & BATTERY D/W - OTHER       A1   \n",
       "319046                                  WARRANT ARREST       A1   \n",
       "319047                                  WARRANT ARREST       B2   \n",
       "319048                       LARCENY OTHER $200 & OVER       B2   \n",
       "319049                                  WARRANT ARREST       B2   \n",
       "319050                               ASSAULT & BATTERY       B2   \n",
       "319051                                  WARRANT ARREST       B2   \n",
       "319052                       LARCENY OTHER $50 TO $199       D4   \n",
       "319053                                  WARRANT ARREST       D4   \n",
       "319054                                  WARRANT ARREST       A1   \n",
       "319055                      ROBBERY - UNARMED - STREET       A1   \n",
       "319056                                  WARRANT ARREST      E13   \n",
       "319057                 VAL - OPERATING AFTER REV/SUSP.       B2   \n",
       "319058                 VAL - OPERATING AFTER REV/SUSP.       B2   \n",
       "319059                                  WARRANT ARREST      C11   \n",
       "319060                                  WARRANT ARREST      C11   \n",
       "319061                   ASSAULT & BATTERY D/W - OTHER       B3   \n",
       "319062                                  WARRANT ARREST       B3   \n",
       "319063                                  WARRANT ARREST       A1   \n",
       "319064  DRUGS - POSS CLASS B - INTENT TO MFR DIST DISP       A1   \n",
       "319065            DRUGS - POSS CLASS B - COCAINE, ETC.       A1   \n",
       "319066     DRUGS - POSS CLASS D - INTENT MFR DIST DISP      E13   \n",
       "319067                                  WARRANT ARREST      E13   \n",
       "319068                                  WARRANT ARREST       D4   \n",
       "319069             MURDER, NON-NEGLIGIENT MANSLAUGHTER      E18   \n",
       "319070                                  WARRANT ARREST      E18   \n",
       "319071                                  WARRANT ARREST      E13   \n",
       "319072                                  WARRANT ARREST       D4   \n",
       "\n",
       "       REPORTING_AREA SHOOTING     OCCURRED_ON_DATE  YEAR  MONTH DAY_OF_WEEK  \\\n",
       "0                 808      NaN  2018-09-02 13:00:00  2018      9      Sunday   \n",
       "1                 347      NaN  2018-08-21 00:00:00  2018      8     Tuesday   \n",
       "2                 151      NaN  2018-09-03 19:27:00  2018      9      Monday   \n",
       "3                 272      NaN  2018-09-03 21:16:00  2018      9      Monday   \n",
       "4                 421      NaN  2018-09-03 21:05:00  2018      9      Monday   \n",
       "5                 398      NaN  2018-09-03 21:09:00  2018      9      Monday   \n",
       "6                 330      NaN  2018-09-03 21:25:00  2018      9      Monday   \n",
       "7                 584      NaN  2018-09-03 20:39:37  2018      9      Monday   \n",
       "8                 177      NaN  2018-09-03 20:48:00  2018      9      Monday   \n",
       "9                 364      NaN  2018-09-03 20:38:00  2018      9      Monday   \n",
       "10                913      NaN  2018-09-03 19:55:00  2018      9      Monday   \n",
       "11                936      NaN  2018-09-03 20:19:00  2018      9      Monday   \n",
       "12                139      NaN  2018-09-03 19:58:00  2018      9      Monday   \n",
       "13                429      NaN  2018-09-03 20:39:00  2018      9      Monday   \n",
       "14                469      NaN  2018-09-02 14:00:00  2018      9      Sunday   \n",
       "15                         NaN  2018-09-03 19:43:00  2018      9      Monday   \n",
       "16                341      NaN  2018-09-03 18:52:00  2018      9      Monday   \n",
       "17                130      NaN  2018-09-03 17:00:00  2018      9      Monday   \n",
       "18                901      NaN  2018-09-03 19:52:00  2018      9      Monday   \n",
       "19                181      NaN  2018-09-02 18:00:00  2018      9      Sunday   \n",
       "20                         NaN  2018-09-03 18:46:00  2018      9      Monday   \n",
       "21                 69      NaN  2018-09-03 18:30:00  2018      9      Monday   \n",
       "22                434      NaN  2018-09-03 18:42:00  2018      9      Monday   \n",
       "23                550      NaN  2018-09-03 18:33:00  2018      9      Monday   \n",
       "24                911      NaN  2018-09-03 18:38:00  2018      9      Monday   \n",
       "25                         NaN  2018-09-03 18:20:00  2018      9      Monday   \n",
       "26                172      NaN  2018-09-03 18:50:00  2018      9      Monday   \n",
       "27                242      NaN  2018-09-03 18:34:00  2018      9      Monday   \n",
       "28                242      NaN  2018-09-03 18:34:00  2018      9      Monday   \n",
       "29                463      NaN  2018-09-03 18:55:00  2018      9      Monday   \n",
       "...               ...      ...                  ...   ...    ...         ...   \n",
       "319043            171      NaN  2015-07-22 22:00:00  2015      7   Wednesday   \n",
       "319044            171      NaN  2015-07-22 22:00:00  2015      7   Wednesday   \n",
       "319045             97      NaN  2016-06-14 09:40:00  2016      6     Tuesday   \n",
       "319046             97      NaN  2016-06-14 09:40:00  2016      6     Tuesday   \n",
       "319047            324      NaN  2016-07-29 00:00:00  2016      7      Friday   \n",
       "319048            324      NaN  2016-07-29 00:00:00  2016      7      Friday   \n",
       "319049            318      NaN  2015-10-02 21:00:00  2015     10      Friday   \n",
       "319050            318      NaN  2015-10-02 21:00:00  2015     10      Friday   \n",
       "319051            318      NaN  2015-10-02 21:00:00  2015     10      Friday   \n",
       "319052            285      NaN  2016-06-05 17:23:00  2016      6      Sunday   \n",
       "319053            285      NaN  2016-06-05 17:23:00  2016      6      Sunday   \n",
       "319054             77      NaN  2015-07-27 10:47:00  2015      7      Monday   \n",
       "319055             77      NaN  2015-07-27 10:47:00  2015      7      Monday   \n",
       "319056            572      NaN  2015-08-03 16:22:00  2015      8      Monday   \n",
       "319057            304      NaN  2016-07-29 18:20:00  2016      7      Friday   \n",
       "319058            304      NaN  2016-07-29 18:20:00  2016      7      Friday   \n",
       "319059            355      NaN  2016-02-01 01:43:00  2016      2      Monday   \n",
       "319060            355      NaN  2016-02-01 01:43:00  2016      2      Monday   \n",
       "319061            458      NaN  2015-11-20 11:15:00  2015     11      Friday   \n",
       "319062            458      NaN  2015-11-20 11:15:00  2015     11      Friday   \n",
       "319063            111      NaN  2015-08-12 12:00:00  2015      8   Wednesday   \n",
       "319064            111      NaN  2015-08-12 12:00:00  2015      8   Wednesday   \n",
       "319065            111      NaN  2015-08-12 12:00:00  2015      8   Wednesday   \n",
       "319066            912      NaN  2018-01-27 14:01:00  2018      1    Saturday   \n",
       "319067            912      NaN  2018-01-27 14:01:00  2018      1    Saturday   \n",
       "319068            285      NaN  2016-06-05 17:25:00  2016      6      Sunday   \n",
       "319069            520      NaN  2015-07-09 13:38:00  2015      7    Thursday   \n",
       "319070            520      NaN  2015-07-09 13:38:00  2015      7    Thursday   \n",
       "319071            569      NaN  2016-05-31 19:35:00  2016      5     Tuesday   \n",
       "319072            903      NaN  2015-06-22 00:12:00  2015      6      Monday   \n",
       "\n",
       "        HOUR    UCR_PART             STREET        Lat       Long  \\\n",
       "0         13    Part One         LINCOLN ST  42.357791 -71.139371   \n",
       "1          0    Part Two           HECLA ST  42.306821 -71.060300   \n",
       "2         19  Part Three        CAZENOVE ST  42.346589 -71.072429   \n",
       "3         21  Part Three         NEWCOMB ST  42.334182 -71.078664   \n",
       "4         21  Part Three           DELHI ST  42.275365 -71.090361   \n",
       "5         21  Part Three         TALBOT AVE  42.290196 -71.071590   \n",
       "6         21    Part One        NORMANDY ST  42.306072 -71.082733   \n",
       "7         20  Part Three            LAWN ST  42.327016 -71.105551   \n",
       "8         20    Part One  MASSACHUSETTS AVE  42.331521 -71.070853   \n",
       "9         20  Part Three          LESLIE ST  42.295147 -71.058608   \n",
       "10        19  Part Three      OCEAN VIEW DR  42.319579 -71.040328   \n",
       "11        20  Part Three        DALESSIO CT  42.340115 -71.053390   \n",
       "12        19  Part Three     MARLBOROUGH ST  42.350388 -71.087853   \n",
       "13        20    Part Two        WOODROW AVE  42.286470 -71.087147   \n",
       "14        14  Part Three          MULVEY ST  42.279241 -71.096674   \n",
       "15        19  Part Three                NaN  42.352875 -71.073830   \n",
       "16        18  Part Three      STONEHURST ST  42.305264 -71.066838   \n",
       "17        17  Part Three     HUNTINGTON AVE  42.348577 -71.077720   \n",
       "18        19    Part Two        HORADAN WAY  42.333717 -71.096658   \n",
       "19        18    Part One         SHIRLEY ST  42.325695 -71.068168   \n",
       "20        18  Part Three            WOLCOTT  -1.000000  -1.000000   \n",
       "21        18  Part Three          BEACON ST  42.355644 -71.071681   \n",
       "22        18  Part Three           CAPEN ST  42.283402 -71.080797   \n",
       "23        18  Part Three      WASHINGTON ST  42.275818 -71.139913   \n",
       "24        18    Part One    ANNUNCIATION RD  42.335062 -71.093168   \n",
       "25        18  Part Three                NaN  42.283593 -71.055657   \n",
       "26        18  Part Three  MASSACHUSETTS AVE  42.333112 -71.072764   \n",
       "27        18    Part Two       ANNAPOLIS ST  42.317319 -71.061509   \n",
       "28        18    Part Two       ANNAPOLIS ST  42.317319 -71.061509   \n",
       "29        18    Part Two      BLUE HILL AVE  42.295904 -71.087733   \n",
       "...      ...         ...                ...        ...        ...   \n",
       "319043    22  Part Three       HARRISON AVE  42.335560 -71.074364   \n",
       "319044    22    Part One       HARRISON AVE  42.335560 -71.074364   \n",
       "319045     9    Part One          SCHOOL ST  42.357428 -71.058326   \n",
       "319046     9  Part Three          SCHOOL ST  42.357428 -71.058326   \n",
       "319047     0  Part Three         BOWDOIN ST  42.307038 -71.066153   \n",
       "319048     0    Part One         BOWDOIN ST  42.307038 -71.066153   \n",
       "319049    21  Part Three       HOMESTEAD ST  42.311277 -71.089093   \n",
       "319050    21    Part Two       HOMESTEAD ST  42.311277 -71.089093   \n",
       "319051    21  Part Three       HOMESTEAD ST  42.311277 -71.089093   \n",
       "319052    17    Part One        COVENTRY ST  42.336951 -71.085748   \n",
       "319053    17  Part Three        COVENTRY ST  42.336951 -71.085748   \n",
       "319054    10  Part Three         BOWDOIN SQ  42.361645 -71.062299   \n",
       "319055    10    Part One         BOWDOIN SQ  42.361645 -71.062299   \n",
       "319056    16  Part Three       COLUMBUS AVE  42.313628 -71.095603   \n",
       "319057    18    Part Two        SLAYTON WAY  42.321770 -71.097798   \n",
       "319058    18    Part Two        SLAYTON WAY  42.321770 -71.097798   \n",
       "319059     1  Part Three         GENEVA AVE        NaN        NaN   \n",
       "319060     1  Part Three         GENEVA AVE        NaN        NaN   \n",
       "319061    11    Part One      BLUE HILL AVE  42.301897 -71.085549   \n",
       "319062    11  Part Three      BLUE HILL AVE  42.301897 -71.085549   \n",
       "319063    12  Part Three        BOYLSTON ST  42.352312 -71.063705   \n",
       "319064    12    Part Two        BOYLSTON ST  42.352312 -71.063705   \n",
       "319065    12    Part Two        BOYLSTON ST  42.352312 -71.063705   \n",
       "319066    14    Part Two          CENTRE ST  42.322838 -71.100967   \n",
       "319067    14  Part Three          CENTRE ST  42.322838 -71.100967   \n",
       "319068    17  Part Three        COVENTRY ST  42.336951 -71.085748   \n",
       "319069    13    Part One           RIVER ST  42.255926 -71.123172   \n",
       "319070    13  Part Three           RIVER ST  42.255926 -71.123172   \n",
       "319071    19  Part Three  NEW WASHINGTON ST  42.302333 -71.111565   \n",
       "319072     0  Part Three      WASHINGTON ST  42.333839 -71.080290   \n",
       "\n",
       "                           Location  \n",
       "0       (42.35779134, -71.13937053)  \n",
       "1       (42.30682138, -71.06030035)  \n",
       "2       (42.34658879, -71.07242943)  \n",
       "3       (42.33418175, -71.07866441)  \n",
       "4       (42.27536542, -71.09036101)  \n",
       "5       (42.29019621, -71.07159012)  \n",
       "6       (42.30607218, -71.08273260)  \n",
       "7       (42.32701648, -71.10555088)  \n",
       "8       (42.33152148, -71.07085307)  \n",
       "9       (42.29514664, -71.05860832)  \n",
       "10      (42.31957856, -71.04032766)  \n",
       "11      (42.34011469, -71.05339029)  \n",
       "12      (42.35038760, -71.08785290)  \n",
       "13      (42.28647012, -71.08714661)  \n",
       "14      (42.27924052, -71.09667382)  \n",
       "15      (42.35287456, -71.07382970)  \n",
       "16      (42.30526428, -71.06683755)  \n",
       "17      (42.34857652, -71.07772012)  \n",
       "18      (42.33371742, -71.09665806)  \n",
       "19      (42.32569490, -71.06816778)  \n",
       "20       (-1.00000000, -1.00000000)  \n",
       "21      (42.35564426, -71.07168077)  \n",
       "22      (42.28340243, -71.08079740)  \n",
       "23      (42.27581799, -71.13991259)  \n",
       "24      (42.33506218, -71.09316781)  \n",
       "25      (42.28359328, -71.05565683)  \n",
       "26      (42.33311189, -71.07276370)  \n",
       "27      (42.31731905, -71.06150882)  \n",
       "28      (42.31731905, -71.06150882)  \n",
       "29      (42.29590385, -71.08773294)  \n",
       "...                             ...  \n",
       "319043  (42.33555954, -71.07436364)  \n",
       "319044  (42.33555954, -71.07436364)  \n",
       "319045  (42.35742837, -71.05832551)  \n",
       "319046  (42.35742837, -71.05832551)  \n",
       "319047  (42.30703835, -71.06615319)  \n",
       "319048  (42.30703835, -71.06615319)  \n",
       "319049  (42.31127726, -71.08909334)  \n",
       "319050  (42.31127726, -71.08909334)  \n",
       "319051  (42.31127726, -71.08909334)  \n",
       "319052  (42.33695098, -71.08574813)  \n",
       "319053  (42.33695098, -71.08574813)  \n",
       "319054  (42.36164502, -71.06229949)  \n",
       "319055  (42.36164502, -71.06229949)  \n",
       "319056  (42.31362799, -71.09560307)  \n",
       "319057  (42.32177032, -71.09779774)  \n",
       "319058  (42.32177032, -71.09779774)  \n",
       "319059     (0.00000000, 0.00000000)  \n",
       "319060     (0.00000000, 0.00000000)  \n",
       "319061  (42.30189690, -71.08554944)  \n",
       "319062  (42.30189690, -71.08554944)  \n",
       "319063  (42.35231190, -71.06370510)  \n",
       "319064  (42.35231190, -71.06370510)  \n",
       "319065  (42.35231190, -71.06370510)  \n",
       "319066  (42.32283759, -71.10096723)  \n",
       "319067  (42.32283759, -71.10096723)  \n",
       "319068  (42.33695098, -71.08574813)  \n",
       "319069  (42.25592648, -71.12317207)  \n",
       "319070  (42.25592648, -71.12317207)  \n",
       "319071  (42.30233307, -71.11156487)  \n",
       "319072  (42.33383935, -71.08029038)  \n",
       "\n",
       "[319073 rows x 17 columns]"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.read_csv(url, encoding='latin1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "from dask import dataframe as dd\n",
    "df = dd.read_csv(url, encoding='latin1').reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 5 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">index</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">INCIDENT_NUMBER</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_CODE</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_CODE_GROUP</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_DESCRIPTION</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DISTRICT</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">REPORTING_AREA</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">SHOOTING</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">OCCURRED_ON_DATE</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">YEAR</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">MONTH</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DAY_OF_WEEK</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">HOUR</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">UCR_PART</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">STREET</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Lat</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Long</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">17 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Location</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">18 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070945\">\n",
       "                \n",
       "                I182070945\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"619\">\n",
       "                \n",
       "                619\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Larceny\">\n",
       "                \n",
       "                Larceny\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LARCENY&#8901;ALL&#8901;OTHERS\">\n",
       "                \n",
       "                LARCENY&#8901;ALL&#8901;OTHERS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"D14\">\n",
       "                \n",
       "                D14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"808\">\n",
       "                \n",
       "                808\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-09-02&#8901;13:00:00\">\n",
       "                \n",
       "                2018-09-02&#8901;13:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Sunday\">\n",
       "                \n",
       "                Sunday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;One\">\n",
       "                \n",
       "                Part&#8901;One\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"LINCOLN&#8901;ST\">\n",
       "                \n",
       "                LINCOLN&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.35779134\">\n",
       "                \n",
       "                42.35779134\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.13937053\">\n",
       "                \n",
       "                -71.13937053\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.35779134,&#8901;-71.13937053)\">\n",
       "                \n",
       "                (42.35779134,&#8901;-71.13937053)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070943\">\n",
       "                \n",
       "                I182070943\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1402\">\n",
       "                \n",
       "                1402\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Vandalism\">\n",
       "                \n",
       "                Vandalism\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"VANDALISM\">\n",
       "                \n",
       "                VANDALISM\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"C11\">\n",
       "                \n",
       "                C11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"347\">\n",
       "                \n",
       "                347\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-08-21&#8901;00:00:00\">\n",
       "                \n",
       "                2018-08-21&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Tuesday\">\n",
       "                \n",
       "                Tuesday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"0\">\n",
       "                \n",
       "                0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Two\">\n",
       "                \n",
       "                Part&#8901;Two\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"HECLA&#8901;ST\">\n",
       "                \n",
       "                HECLA&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.30682138\">\n",
       "                \n",
       "                42.30682138\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.06030035\">\n",
       "                \n",
       "                -71.06030035\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.30682138,&#8901;-71.06030035)\">\n",
       "                \n",
       "                (42.30682138,&#8901;-71.06030035)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070941\">\n",
       "                \n",
       "                I182070941\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3410\">\n",
       "                \n",
       "                3410\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Towed\">\n",
       "                \n",
       "                Towed\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"TOWED&#8901;MOTOR&#8901;VEHICLE\">\n",
       "                \n",
       "                TOWED&#8901;MOTOR&#8901;VEHICLE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"D4\">\n",
       "                \n",
       "                D4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"151\">\n",
       "                \n",
       "                151\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-09-03&#8901;19:27:00\">\n",
       "                \n",
       "                2018-09-03&#8901;19:27:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Monday\">\n",
       "                \n",
       "                Monday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19\">\n",
       "                \n",
       "                19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CAZENOVE&#8901;ST\">\n",
       "                \n",
       "                CAZENOVE&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.34658879\">\n",
       "                \n",
       "                42.34658879\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.07242943\">\n",
       "                \n",
       "                -71.07242943\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.34658879,&#8901;-71.07242943)\">\n",
       "                \n",
       "                (42.34658879,&#8901;-71.07242943)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070940\">\n",
       "                \n",
       "                I182070940\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3114\">\n",
       "                \n",
       "                3114\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Investigate&#8901;Property\">\n",
       "                \n",
       "                Investigate&#8901;Property\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"INVESTIGATE&#8901;PROPERTY\">\n",
       "                \n",
       "                INVESTIGATE&#8901;PROPERTY\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"D4\">\n",
       "                \n",
       "                D4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"272\">\n",
       "                \n",
       "                272\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-09-03&#8901;21:16:00\">\n",
       "                \n",
       "                2018-09-03&#8901;21:16:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Monday\">\n",
       "                \n",
       "                Monday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NEWCOMB&#8901;ST\">\n",
       "                \n",
       "                NEWCOMB&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.33418175\">\n",
       "                \n",
       "                42.33418175\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.07866441\">\n",
       "                \n",
       "                -71.07866441\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.33418175,&#8901;-71.07866441)\">\n",
       "                \n",
       "                (42.33418175,&#8901;-71.07866441)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"I182070938\">\n",
       "                \n",
       "                I182070938\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3114\">\n",
       "                \n",
       "                3114\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Investigate&#8901;Property\">\n",
       "                \n",
       "                Investigate&#8901;Property\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"INVESTIGATE&#8901;PROPERTY\">\n",
       "                \n",
       "                INVESTIGATE&#8901;PROPERTY\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"B3\">\n",
       "                \n",
       "                B3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"421\">\n",
       "                \n",
       "                421\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018-09-03&#8901;21:05:00\">\n",
       "                \n",
       "                2018-09-03&#8901;21:05:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2018\">\n",
       "                \n",
       "                2018\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Monday\">\n",
       "                \n",
       "                Monday\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"21\">\n",
       "                \n",
       "                21\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Part&#8901;Three\">\n",
       "                \n",
       "                Part&#8901;Three\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"DELHI&#8901;ST\">\n",
       "                \n",
       "                DELHI&#8901;ST\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"42.27536542\">\n",
       "                \n",
       "                42.27536542\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"-71.09036101\">\n",
       "                \n",
       "                -71.09036101\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(42.27536542,&#8901;-71.09036101)\">\n",
       "                \n",
       "                (42.27536542,&#8901;-71.09036101)\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 5 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.rows.limit(5).ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'index': {'min': 0}}"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.min(\"index\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'index': {'min': 0},\n",
       " 'INCIDENT_NUMBER': {'min': '142052550'},\n",
       " 'OFFENSE_CODE': {'min': 111},\n",
       " 'OFFENSE_CODE_GROUP': {'min': 'Aggravated Assault'},\n",
       " 'OFFENSE_DESCRIPTION': {'min': 'A&B HANDS, FEET, ETC.  - MED. ATTENTION REQ.'},\n",
       " 'REPORTING_AREA': {'min': ' '},\n",
       " 'OCCURRED_ON_DATE': {'min': '2015-06-15 00:00:00'},\n",
       " 'YEAR': {'min': 2015},\n",
       " 'MONTH': {'min': 1},\n",
       " 'DAY_OF_WEEK': {'min': 'Friday'},\n",
       " 'HOUR': {'min': 0},\n",
       " 'Lat': {'min': -1.0},\n",
       " 'Long': {'min': -71.17867378},\n",
       " 'Location': {'min': '(-1.00000000, -1.00000000)'}}"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.min(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'index': {'0.5': 159536.0}}"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.percentile(\"index\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'index': {'0.5': 159536.0},\n",
       " 'OFFENSE_CODE': {'0.5': 2907.0},\n",
       " 'YEAR': {'0.5': 2017.0},\n",
       " 'MONTH': {'0.5': 7.0},\n",
       " 'HOUR': {'0.5': 14.0},\n",
       " 'Lat': {'0.5': 42.32553801},\n",
       " 'Long': {'0.5': -71.07752376}}"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.percentile(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = {0.25: 3.5, 0.5: 6.0, 0.75: 8.5}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0.25: 3.5, 0.5: 6.0, 0.75: 8.5}\n"
     ]
    }
   ],
   "source": [
    "print(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'num'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   2656\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2657\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2658\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'num'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-136-78aad8ed71ad>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mselect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"num\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m>=\u001b[0m \u001b[1;36m6.8\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m&\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"num\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m<=\u001b[0m \u001b[1;36m99.3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlimit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2462\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2463\u001b[0m             \u001b[1;31m# error is raised from pandas\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2464\u001b[1;33m             \u001b[0mmeta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0m_extract_meta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2465\u001b[0m             dsk = dict(((name, i), (operator.getitem, (self._name, i), key))\n\u001b[0;32m   2466\u001b[0m                        for i in range(self.npartitions))\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2925\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2926\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2927\u001b[1;33m             \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2928\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2929\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   2657\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2658\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2659\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2660\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2661\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mindexer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mindexer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msize\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'num'"
     ]
    }
   ],
   "source": [
    "df.rows.select((df[\"num\"] >= 6.8) & (df[\"num\"] <= 99.3)).rows.limit(10).ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.outliers.tukey(\"num\").select().ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:4382: UserWarning: Insufficient elements for `head`. 20 elements requested, only 19 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    }
   ],
   "source": [
    "from dask import dataframe as dd\n",
    "df = dd.read_csv(\"data/foo.csv\", sep=\",\").head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 3 of 3 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 3 of 3 rows / 3 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.rows.between(\"id\",1,5).ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df.rows.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df1' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-66-44bea7b62d53>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'df1' is not defined"
     ]
    }
   ],
   "source": [
    "df1.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#https://github.com/dask/dask/pull/4229#issuecomment-449123512\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Series' object has no attribute 'mode'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-178-4167ff9155e5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"id\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: 'Series' object has no attribute 'mode'"
     ]
    }
   ],
   "source": [
    "df[\"id\"].mode().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'pd' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-9-ae93fea6af71>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msep\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\",\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheader\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'pd' is not defined"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv(\"https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv\", sep=\",\", header=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py:4382: UserWarning: Insufficient elements for `head`. 20 elements requested, only 13 elements available. Try passing larger `npartitions` to `head`.\n",
      "  warnings.warn(msg.format(n, len(r)))\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123.0</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1980/07/07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423.0</td>\n",
       "      <td>piza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1950/07/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1990/07/09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1954/07/10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>634.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1990/07/11</td>\n",
       "      <td>up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>672.0</td>\n",
       "      <td>arepa</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1930/08/12</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>323.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1970/07/13</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>624.0</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1950/07/14</td>\n",
       "      <td>let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>735.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1920/04/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>875.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1923/03/12</td>\n",
       "      <td>down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Isaac</td>\n",
       "      <td>Newton</td>\n",
       "      <td>992.0</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1999/02/15</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Emmy%%</td>\n",
       "      <td>Nöether$</td>\n",
       "      <td>234.0</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1993/12/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id firstName              lastName  billingId   product  price  \\\n",
       "0    1      Luis           Alvarez$$%!      123.0      Cake   10.0   \n",
       "1    2     André                Ampère      423.0      piza    8.0   \n",
       "2    3     NiELS            Böhr//((%%      551.0     pizza    8.0   \n",
       "3    4      PAUL                dirac$      521.0     pizza    8.0   \n",
       "4    5    Albert              Einstein      634.0     pizza    8.0   \n",
       "5    6   Galileo               GALiLEI      672.0     arepa    5.0   \n",
       "6    7      CaRL              Ga%%%uss      323.0      taco    3.0   \n",
       "7    8     David            H$$$ilbert      624.0  taaaccoo    3.0   \n",
       "8    9  Johannes                KEPLER      735.0      taco    3.0   \n",
       "9   10     JaMES           M$$ax%%well      875.0      taco    3.0   \n",
       "10  11     Isaac                Newton      992.0     pasta    9.0   \n",
       "11  12    Emmy%%              Nöether$      234.0     pasta    9.0   \n",
       "12  13       NaN                   NaN        NaN       NaN    NaN   \n",
       "\n",
       "         birth dummyCol  \n",
       "0   1980/07/07    never  \n",
       "1   1950/07/08    gonna  \n",
       "2   1990/07/09     give  \n",
       "3   1954/07/10      you  \n",
       "4   1990/07/11       up  \n",
       "5   1930/08/12    never  \n",
       "6   1970/07/13    gonna  \n",
       "7   1950/07/14      let  \n",
       "8   1920/04/22      you  \n",
       "9   1923/03/12     down  \n",
       "10  1999/02/15   never   \n",
       "11  1993/12/08    gonna  \n",
       "12         NaN      NaN  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['id',\n",
       " 'firstName',\n",
       " 'lastName',\n",
       " 'billingId',\n",
       " 'product',\n",
       " 'price',\n",
       " 'birth',\n",
       " 'dummyCol']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv\n"
     ]
    }
   ],
   "source": [
    "df = op.load.csv(\"https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv\", sep=\",\", header=True, infer_schema='false', null_value=\"None\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 5 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"alvarez$$%!\">\n",
       "                \n",
       "                alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ampère\">\n",
       "                \n",
       "                ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"böhr//((%%\">\n",
       "                \n",
       "                böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"einstein\">\n",
       "                \n",
       "                einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 5 of 5 rows / 5 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.rows.limit(5).cols.lower(\"lastName\").ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "..\\optimus\\engines\\base\\dask\\columns.py:160: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  scaler.transform(_df)[input_cols]\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-8-1db9dc043f56>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlimit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmin_max_scaler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"billingId\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\dask\\columns.py\u001b[0m in \u001b[0;36mmin_max_scaler\u001b[1;34m(self, input_cols, output_cols)\u001b[0m\n\u001b[0;32m    158\u001b[0m         \u001b[0m_df\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0minput_cols\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    159\u001b[0m         \u001b[0mscaler\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_df\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 160\u001b[1;33m         \u001b[0mscaler\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_df\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0minput_cols\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    161\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    162\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mIndexError\u001b[0m: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices"
     ]
    }
   ],
   "source": [
    "df.rows.limit(5).cols.min_max_scaler(\"billingId\").ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 13 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Isaac\">\n",
       "                \n",
       "                Isaac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Newton\">\n",
       "                \n",
       "                Newton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"992.0\">\n",
       "                \n",
       "                992.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999/02/15\">\n",
       "                \n",
       "                1999/02/15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never&#8901;\">\n",
       "                \n",
       "                never&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Emmy%%\">\n",
       "                \n",
       "                Emmy%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Nöether$\">\n",
       "                \n",
       "                Nöether$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"234.0\">\n",
       "                \n",
       "                234.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1993/12/08\">\n",
       "                \n",
       "                1993/12/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 13 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display(13)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 13 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">hola</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Isaac\">\n",
       "                \n",
       "                Isaac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Newton\">\n",
       "                \n",
       "                Newton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"992.0\">\n",
       "                \n",
       "                992.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999/02/15\">\n",
       "                \n",
       "                1999/02/15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never&#8901;\">\n",
       "                \n",
       "                never&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"992.0\">\n",
       "                \n",
       "                992.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Emmy%%\">\n",
       "                \n",
       "                Emmy%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Nöether$\">\n",
       "                \n",
       "                Nöether$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"234.0\">\n",
       "                \n",
       "                234.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1993/12/08\">\n",
       "                \n",
       "                1993/12/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"234.0\">\n",
       "                \n",
       "                234.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"558.9166666666666\">\n",
       "                \n",
       "                558.9166666666666\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 13 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.cols.impute(\"billingId\",output_cols=\"hola\").ext.display(13)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.cols.impute(\"billingId\",output_cols=\"new_col\").ext.display(13)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME firstName\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME lastName\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME billingId\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME product\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME price\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME birth\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "COL NAME dummyCol\n",
      "COL NAME RESULT id           0\n",
      "firstName    1\n",
      "lastName     1\n",
      "billingId    1\n",
      "product      1\n",
      "price        1\n",
      "birth        1\n",
      "dummyCol     1\n",
      "dtype: int64\n",
      "AGG NAME count_na\n",
      "****\n",
      "RESULT {'id': {'count_na': 0}, 'firstName': {'count_na': 1}, 'lastName': {'count_na': 1}, 'billingId': {'count_na': 1}, 'product': {'count_na': 1}, 'price': {'count_na': 1}, 'birth': {'count_na': 1}, 'dummyCol': {'count_na': 1}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'count_na': 0},\n",
       " 'firstName': {'count_na': 1},\n",
       " 'lastName': {'count_na': 1},\n",
       " 'billingId': {'count_na': 1},\n",
       " 'product': {'count_na': 1},\n",
       " 'price': {'count_na': 1},\n",
       " 'birth': {'count_na': 1},\n",
       " 'dummyCol': {'count_na': 1}}"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.count_na(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>col_0</th>\n",
       "      <th>col_1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-3</td>\n",
       "      <td>-7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>-5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   col_0  col_1\n",
       "0      9     -2\n",
       "1     -3     -7\n",
       "2      0      6\n",
       "3     -1      8\n",
       "4      5     -5"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "data = {'col_0': [9, -3, 0, -1, 5], 'col_1': [-2, -7, 6, 8, -5]}\n",
    "df = pd.DataFrame(data)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    5\n",
       "1    1\n",
       "2    1\n",
       "3    1\n",
       "4    5\n",
       "Name: col_0, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"col_0\"].clip( 1, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123.0</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1980/07/07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423.0</td>\n",
       "      <td>piza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1950/07/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1990/07/09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1954/07/10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>634.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1990/07/11</td>\n",
       "      <td>up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>672.0</td>\n",
       "      <td>arepa</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1930/08/12</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>323.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1970/07/13</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>624.0</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1950/07/14</td>\n",
       "      <td>let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>735.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1920/04/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>875.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1923/03/12</td>\n",
       "      <td>down</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id firstName              lastName  billingId   product  price       birth  \\\n",
       "0   1      Luis           Alvarez$$%!      123.0      Cake   10.0  1980/07/07   \n",
       "1   2     André                Ampère      423.0      piza    8.0  1950/07/08   \n",
       "2   3     NiELS            Böhr//((%%      551.0     pizza    8.0  1990/07/09   \n",
       "3   4      PAUL                dirac$      521.0     pizza    8.0  1954/07/10   \n",
       "4   5    Albert              Einstein      634.0     pizza    8.0  1990/07/11   \n",
       "5   5   Galileo               GALiLEI      672.0     arepa    5.0  1930/08/12   \n",
       "6   5      CaRL              Ga%%%uss      323.0      taco    3.0  1970/07/13   \n",
       "7   5     David            H$$$ilbert      624.0  taaaccoo    3.0  1950/07/14   \n",
       "8   5  Johannes                KEPLER      735.0      taco    3.0  1920/04/22   \n",
       "9   5     JaMES           M$$ax%%well      875.0      taco    3.0  1923/03/12   \n",
       "\n",
       "  dummyCol  \n",
       "0    never  \n",
       "1    gonna  \n",
       "2     give  \n",
       "3      you  \n",
       "4       up  \n",
       "5    never  \n",
       "6    gonna  \n",
       "7      let  \n",
       "8      you  \n",
       "9     down  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv\n"
     ]
    }
   ],
   "source": [
    "df = op.load.csv(\"https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv\", sep=\",\", header=True, infer_schema='false', null_value=\"None\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'min': {'id': 1, 'min': [('min', id    1\n",
       "    dtype: int64)]}}"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.min(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COL_NAME id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n",
      "AGG NAME min\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME id\n",
      "COL NAME RESULT id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n",
      "AGG NAME min\n",
      "****\n",
      "COL NAME billingId\n",
      "COL NAME RESULT id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n",
      "AGG NAME min\n",
      "****\n",
      "COL NAME price\n",
      "COL NAME RESULT id             1.0\n",
      "billingId    123.0\n",
      "price          3.0\n",
      "dtype: float64\n",
      "AGG NAME min\n",
      "****\n",
      "RESULT {'id': {'min': 1.0}, 'billingId': {'min': 123.0}, 'price': {'min': 3.0}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'min': 1.0}, 'billingId': {'min': 123.0}, 'price': {'min': 3.0}}"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.min(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COL_NAME 0.5    7.0\n",
      "Name: id, dtype: float64\n",
      "AGG NAME percentile\n",
      "<class 'pandas.core.series.Series'>\n",
      "COL NAME 0.5\n",
      "COL NAME RESULT 0.5    7.0\n",
      "Name: id, dtype: float64\n",
      "AGG NAME percentile\n",
      "****\n",
      "RESULT {0.5: {'percentile': 7.0}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{0.5: {'percentile': 7.0}}"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.percentile(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'dict'>\n",
      "INDEX {'id': {'0.25': 4.0, '0.5': 7.0, '0.75': 10.0}, 'price': {'0.25': 3.0, '0.5': 8.0, '0.75': 8.25}}\n",
      "COL NAME id\n",
      "COL NAME RESULT {'id': {'0.25': 4.0, '0.5': 7.0, '0.75': 10.0}, 'price': {'0.25': 3.0, '0.5': 8.0, '0.75': 8.25}}\n",
      "AGG NAME percentile\n",
      "****\n",
      "COL NAME price\n",
      "COL NAME RESULT {'id': {'0.25': 4.0, '0.5': 7.0, '0.75': 10.0}, 'price': {'0.25': 3.0, '0.5': 8.0, '0.75': 8.25}}\n",
      "AGG NAME percentile\n",
      "****\n",
      "RESULT {'id': {'id': {'0.25': 4.0, '0.5': 7.0, '0.75': 10.0}, 'price': {'0.25': 3.0, '0.5': 8.0, '0.75': 8.25}}, 'price': {'id': {'0.25': 4.0, '0.5': 7.0, '0.75': 10.0}, 'price': {'0.25': 3.0, '0.5': 8.0, '0.75': 8.25}}}\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'percentile'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-47-997938715317>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miqr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"id\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"price\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\base\\dask\\columns.py\u001b[0m in \u001b[0;36miqr\u001b[1;34m(self, columns, more, relative_error)\u001b[0m\n\u001b[0;32m    127\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mcol_name\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    128\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 129\u001b[1;33m             \u001b[0mq1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mquartile\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"percentile\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"0.25\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    130\u001b[0m             \u001b[0mq2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mquartile\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"percentile\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"0.5\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    131\u001b[0m             \u001b[0mq3\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mquartile\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"percentile\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"0.75\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'percentile'"
     ]
    }
   ],
   "source": [
    "df.cols.iqr([\"id\",\"price\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'min': {'id': 1.0, 'billingId': 123.0, 'price': 3.0}}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.min(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123.0</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1980/07/07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423.0</td>\n",
       "      <td>piza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1950/07/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1990/07/09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1954/07/10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>634.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1990/07/11</td>\n",
       "      <td>up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>672.0</td>\n",
       "      <td>arepa</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1930/08/12</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>323.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1970/07/13</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>624.0</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1950/07/14</td>\n",
       "      <td>let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>735.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1920/04/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>875.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1923/03/12</td>\n",
       "      <td>down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5</td>\n",
       "      <td>Isaac</td>\n",
       "      <td>Newton</td>\n",
       "      <td>992.0</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1999/02/15</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Emmy%%</td>\n",
       "      <td>Nöether$</td>\n",
       "      <td>234.0</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1993/12/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id firstName              lastName  billingId   product  price  \\\n",
       "0    1      Luis           Alvarez$$%!      123.0      Cake   10.0   \n",
       "1    2     André                Ampère      423.0      piza    8.0   \n",
       "2    3     NiELS            Böhr//((%%      551.0     pizza    8.0   \n",
       "3    4      PAUL                dirac$      521.0     pizza    8.0   \n",
       "4    5    Albert              Einstein      634.0     pizza    8.0   \n",
       "5    5   Galileo               GALiLEI      672.0     arepa    5.0   \n",
       "6    5      CaRL              Ga%%%uss      323.0      taco    3.0   \n",
       "7    5     David            H$$$ilbert      624.0  taaaccoo    3.0   \n",
       "8    5  Johannes                KEPLER      735.0      taco    3.0   \n",
       "9    5     JaMES           M$$ax%%well      875.0      taco    3.0   \n",
       "10   5     Isaac                Newton      992.0     pasta    9.0   \n",
       "11   5    Emmy%%              Nöether$      234.0     pasta    9.0   \n",
       "\n",
       "         birth dummyCol  \n",
       "0   1980/07/07    never  \n",
       "1   1950/07/08    gonna  \n",
       "2   1990/07/09     give  \n",
       "3   1954/07/10      you  \n",
       "4   1990/07/11       up  \n",
       "5   1930/08/12    never  \n",
       "6   1970/07/13    gonna  \n",
       "7   1950/07/14      let  \n",
       "8   1920/04/22      you  \n",
       "9   1923/03/12     down  \n",
       "10  1999/02/15   never   \n",
       "11  1993/12/08    gonna  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123.0</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1980/07/07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423.0</td>\n",
       "      <td>piza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1950/07/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1990/07/09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1954/07/10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>634.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1990/07/11</td>\n",
       "      <td>up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>672.0</td>\n",
       "      <td>arepa</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1930/08/12</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>323.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1970/07/13</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>624.0</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1950/07/14</td>\n",
       "      <td>let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>735.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1920/04/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>875.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1923/03/12</td>\n",
       "      <td>down</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id firstName              lastName  billingId   product  price       birth  \\\n",
       "0   1      Luis           Alvarez$$%!      123.0      Cake   10.0  1980/07/07   \n",
       "1   2     André                Ampère      423.0      piza    8.0  1950/07/08   \n",
       "2   3     NiELS            Böhr//((%%      551.0     pizza    8.0  1990/07/09   \n",
       "3   4      PAUL                dirac$      521.0     pizza    8.0  1954/07/10   \n",
       "4   5    Albert              Einstein      634.0     pizza    8.0  1990/07/11   \n",
       "5   5   Galileo               GALiLEI      672.0     arepa    5.0  1930/08/12   \n",
       "6   5      CaRL              Ga%%%uss      323.0      taco    3.0  1970/07/13   \n",
       "7   5     David            H$$$ilbert      624.0  taaaccoo    3.0  1950/07/14   \n",
       "8   5  Johannes                KEPLER      735.0      taco    3.0  1920/04/22   \n",
       "9   5     JaMES           M$$ax%%well      875.0      taco    3.0  1923/03/12   \n",
       "\n",
       "  dummyCol  \n",
       "0    never  \n",
       "1    gonna  \n",
       "2     give  \n",
       "3      you  \n",
       "4       up  \n",
       "5    never  \n",
       "6    gonna  \n",
       "7      let  \n",
       "8      you  \n",
       "9     down  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.clip(\"id\",1,5).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.cols.qcult()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 13 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Isaac\">\n",
       "                \n",
       "                Isaac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Newton\">\n",
       "                \n",
       "                Newton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"992.0\">\n",
       "                \n",
       "                992.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999/02/15\">\n",
       "                \n",
       "                1999/02/15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never&#8901;\">\n",
       "                \n",
       "                never&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Emmy%%\">\n",
       "                \n",
       "                Emmy%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Nöether$\">\n",
       "                \n",
       "                Nöether$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"234.0\">\n",
       "                \n",
       "                234.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1993/12/08\">\n",
       "                \n",
       "                1993/12/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"558.9166666666666\">\n",
       "                \n",
       "                558.9166666666666\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 13 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display(13)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.DataFrame([[np.nan, 'dogs', 3]], index=df.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   billingId     price\n",
      "0   0.000000  1.000000\n",
      "1   0.345224  0.714286\n",
      "2   0.492520  0.714286\n",
      "3   0.457998  0.714286\n",
      "4   0.588032  0.714286\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "import dask.dataframe as dd\n",
    "import dask.array as da\n",
    "\n",
    "scaler = MinMaxScaler()\n",
    "columns = ['billingId','price']\n",
    "b =df[columns]\n",
    "scaler.fit(b)\n",
    "c = dd.from_dask_array(da.from_array(scaler.transform(b), chunks=100),columns)\n",
    "\n",
    "print(c.head())\n",
    "# df.assign(e=c['price'])\n",
    "\n",
    "\n",
    "# # print(dd.from_dask_array(c, columns).head(10))\n",
    "# df[columns]= dd.from_dask_array(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.         1.        ]\n",
      " [0.3452244  0.71428571]\n",
      " [0.49252014 0.71428571]\n",
      " [0.4579977  0.71428571]\n",
      " [0.58803222 0.71428571]\n",
      " [0.63176064 0.28571429]\n",
      " [0.2301496  0.        ]\n",
      " [0.57652474 0.        ]\n",
      " [0.70425777 0.        ]\n",
      " [0.86536249 0.        ]\n",
      " [1.         0.85714286]\n",
      " [0.12773303 0.85714286]\n",
      " [       nan        nan]]\n"
     ]
    }
   ],
   "source": [
    "print(df1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 6 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Emmy%%\">\n",
       "                \n",
       "                Emmy%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Nöether$\">\n",
       "                \n",
       "                Nöether$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"234.0\">\n",
       "                \n",
       "                234.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1993/12/08\">\n",
       "                \n",
       "                1993/12/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 6 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.sample(5).ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "..\\optimus\\engines\\dask\\extension.py:156: UserWarning: `meta` is not specified, inferred from partial data. Please provide `meta` if the result is unexpected.\n",
      "  Before: .apply(func)\n",
      "  After:  .apply(func, meta={'x': 'f8', 'y': 'f8'}) for dataframe result\n",
      "  or:     .apply(func, meta=('x', 'f8'))            for series result\n",
      "  df_ = df.groupby(col_name).apply(lambda x: x.sample(2))\n",
      "distributed.worker - WARNING -  Compute Failed\n",
      "Function:  subgraph_callable\n",
      "args:      ()\n",
      "kwargs:    {}\n",
      "Exception: ValueError(\"Cannot take a larger sample than population when 'replace=False'\")\n",
      "\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "Cannot take a larger sample than population when 'replace=False'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\groupby\\groupby.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    688\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 689\u001b[1;33m                 \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_python_apply_general\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    690\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\groupby\\groupby.py\u001b[0m in \u001b[0;36m_python_apply_general\u001b[1;34m(self, f)\u001b[0m\n\u001b[0;32m    706\u001b[0m         keys, values, mutated = self.grouper.apply(f, self._selected_obj,\n\u001b[1;32m--> 707\u001b[1;33m                                                    self.axis)\n\u001b[0m\u001b[0;32m    708\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\groupby\\ops.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, f, data, axis)\u001b[0m\n\u001b[0;32m    189\u001b[0m             \u001b[0mgroup_axes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_get_axes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgroup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 190\u001b[1;33m             \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgroup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    191\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0m_is_indexed_like\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mres\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgroup_axes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\extension.py\u001b[0m in \u001b[0;36m<lambda>\u001b[1;34m(x)\u001b[0m\n\u001b[0;32m    155\u001b[0m             \u001b[0mn\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 156\u001b[1;33m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msample\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    157\u001b[0m             \u001b[1;31m# df_.index = df_.index.droplevel(0)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36msample\u001b[1;34m(self, n, frac, replace, weights, random_state, axis)\u001b[0m\n\u001b[0;32m   4864\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4865\u001b[1;33m         \u001b[0mlocs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mchoice\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis_length\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mreplace\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mp\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mweights\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4866\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlocs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mis_copy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mmtrand.pyx\u001b[0m in \u001b[0;36mmtrand.RandomState.choice\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: Cannot take a larger sample than population when 'replace=False'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-23-2a6d5278e89b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstratified_sample\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"firstName\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\extension.py\u001b[0m in \u001b[0;36mdisplay\u001b[1;34m(limit, columns, title, truncate)\u001b[0m\n\u001b[0;32m    328\u001b[0m         \u001b[1;32mdef\u001b[0m \u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlimit\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtruncate\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    329\u001b[0m             \u001b[1;31m# TODO: limit, columns, title, truncate\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 330\u001b[1;33m             \u001b[0mExt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlimit\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtruncate\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    331\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    332\u001b[0m         \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\extension.py\u001b[0m in \u001b[0;36mtable\u001b[1;34m(limit, columns, title, truncate)\u001b[0m\n\u001b[0;32m    334\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    335\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0m__IPYTHON__\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moutput\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;34m\"html\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 336\u001b[1;33m                     \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mExt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtable_html\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlimit\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlimit\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtruncate\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtruncate\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    337\u001b[0m                     \u001b[0mprint_html\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    338\u001b[0m                 \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\extension.py\u001b[0m in \u001b[0;36mtable_html\u001b[1;34m(limit, columns, title, full, truncate, count)\u001b[0m\n\u001b[0;32m    286\u001b[0m                 \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mselect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    287\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 288\u001b[1;33m                 \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mselect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlimit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlimit\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    289\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    290\u001b[0m             \u001b[1;31m# Load the Jinja template\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\extension.py\u001b[0m in \u001b[0;36mto_dict\u001b[1;34m()\u001b[0m\n\u001b[0;32m     66\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     67\u001b[0m                 \u001b[1;31m# Because asDict can return messed columns names we order\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 68\u001b[1;33m                 \u001b[1;32mfor\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrow\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miterrows\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     69\u001b[0m                     \u001b[1;31m# _row = row.asDict()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     70\u001b[0m                     \u001b[0mr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mOrderedDict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36miterrows\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   2872\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0miterrows\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2873\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnpartitions\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2874\u001b[1;33m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_partition\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2875\u001b[0m             \u001b[1;32mfor\u001b[0m \u001b[0mrow\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miterrows\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2876\u001b[0m                 \u001b[1;32myield\u001b[0m \u001b[0mrow\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m    154\u001b[0m         \u001b[0mdask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbase\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    155\u001b[0m         \"\"\"\n\u001b[1;32m--> 156\u001b[1;33m         \u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraverse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    157\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    158\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    395\u001b[0m     \u001b[0mkeys\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_keys__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    396\u001b[0m     \u001b[0mpostcomputes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_postcompute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 397\u001b[1;33m     \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mschedule\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeys\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    398\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mrepack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpostcomputes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    399\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs)\u001b[0m\n\u001b[0;32m   2319\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2320\u001b[0m                 results = self.gather(packed, asynchronous=asynchronous,\n\u001b[1;32m-> 2321\u001b[1;33m                                       direct=direct)\n\u001b[0m\u001b[0;32m   2322\u001b[0m             \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2323\u001b[0m                 \u001b[1;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mfutures\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mgather\u001b[1;34m(self, futures, errors, maxsize, direct, asynchronous)\u001b[0m\n\u001b[0;32m   1653\u001b[0m             return self.sync(self._gather, futures, errors=errors,\n\u001b[0;32m   1654\u001b[0m                              \u001b[0mdirect\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdirect\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlocal_worker\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlocal_worker\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1655\u001b[1;33m                              asynchronous=asynchronous)\n\u001b[0m\u001b[0;32m   1656\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1657\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcoroutine\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    671\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    672\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 673\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0msync\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    674\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    675\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36msync\u001b[1;34m(loop, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    275\u001b[0m             \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    276\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 277\u001b[1;33m         \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreraise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    278\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    279\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\six.py\u001b[0m in \u001b[0;36mreraise\u001b[1;34m(tp, value, tb)\u001b[0m\n\u001b[0;32m    691\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mtb\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    692\u001b[0m                 \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 693\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    694\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    695\u001b[0m             \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\utils.py\u001b[0m in \u001b[0;36mf\u001b[1;34m()\u001b[0m\n\u001b[0;32m    260\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    261\u001b[0m                 \u001b[0mfuture\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_timeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtimedelta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mseconds\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 262\u001b[1;33m             \u001b[0mresult\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32myield\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    263\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    264\u001b[0m             \u001b[0merror\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1131\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1132\u001b[0m                     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1133\u001b[1;33m                         \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfuture\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1134\u001b[0m                     \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1135\u001b[0m                         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhad_exception\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\tornado\\gen.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1139\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0mexc_info\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1140\u001b[0m                         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1141\u001b[1;33m                             \u001b[0myielded\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgen\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mthrow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1142\u001b[0m                         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1143\u001b[0m                             \u001b[1;31m# Break up a reference to itself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36m_gather\u001b[1;34m(self, futures, errors, direct, local_worker)\u001b[0m\n\u001b[0;32m   1498\u001b[0m                             six.reraise(type(exception),\n\u001b[0;32m   1499\u001b[0m                                         \u001b[0mexception\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1500\u001b[1;33m                                         traceback)\n\u001b[0m\u001b[0;32m   1501\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'skip'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1502\u001b[0m                         \u001b[0mbad_keys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\six.py\u001b[0m in \u001b[0;36mreraise\u001b[1;34m(tp, value, tb)\u001b[0m\n\u001b[0;32m    690\u001b[0m                 \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtp\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    691\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mtb\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 692\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    693\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    694\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\optimization.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m    940\u001b[0m                              % (len(self.inkeys), len(args)))\n\u001b[0;32m    941\u001b[0m         return _get_recursive(self.dsk, self.outkey,\n\u001b[1;32m--> 942\u001b[1;33m                               dict(zip(self.inkeys, args)))\n\u001b[0m\u001b[0;32m    943\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    944\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__reduce__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\core.py\u001b[0m in \u001b[0;36m_get_recursive\u001b[1;34m(dsk, x, cache)\u001b[0m\n\u001b[0;32m    130\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    131\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mhashable\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mdsk\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 132\u001b[1;33m         \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_get_recursive\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdsk\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    133\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    134\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mtuple\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mcallable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m  \u001b[1;31m# istask\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\core.py\u001b[0m in \u001b[0;36m_get_recursive\u001b[1;34m(dsk, x, cache)\u001b[0m\n\u001b[0;32m    134\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mtuple\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mcallable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m  \u001b[1;31m# istask\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    135\u001b[0m         \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 136\u001b[1;33m         \u001b[0margs2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0m_get_recursive\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[1;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    137\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    138\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\core.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m    134\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mtuple\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mcallable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m  \u001b[1;31m# istask\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    135\u001b[0m         \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 136\u001b[1;33m         \u001b[0margs2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0m_get_recursive\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[1;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    137\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    138\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\core.py\u001b[0m in \u001b[0;36m_get_recursive\u001b[1;34m(dsk, x, cache)\u001b[0m\n\u001b[0;32m    135\u001b[0m         \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    136\u001b[0m         \u001b[0margs2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0m_get_recursive\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[1;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 137\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    138\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    139\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36mapply_and_enforce\u001b[1;34m(func, args, kwargs, meta)\u001b[0m\n\u001b[0;32m   3682\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3683\u001b[0m     Ensures the output has the same columns, even if empty.\"\"\"\n\u001b[1;32m-> 3684\u001b[1;33m     \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3685\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mIndex\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3686\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\groupby.py\u001b[0m in \u001b[0;36m_groupby_slice_apply\u001b[1;34m(df, grouper, key, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    145\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    146\u001b[0m         \u001b[0mg\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mg\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 147\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    148\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    149\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\groupby\\groupby.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    699\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    700\u001b[0m                 \u001b[1;32mwith\u001b[0m \u001b[0m_group_selection_context\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 701\u001b[1;33m                     \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_python_apply_general\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    702\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    703\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\groupby\\groupby.py\u001b[0m in \u001b[0;36m_python_apply_general\u001b[1;34m(self, f)\u001b[0m\n\u001b[0;32m    705\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_python_apply_general\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    706\u001b[0m         keys, values, mutated = self.grouper.apply(f, self._selected_obj,\n\u001b[1;32m--> 707\u001b[1;33m                                                    self.axis)\n\u001b[0m\u001b[0;32m    708\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    709\u001b[0m         return self._wrap_applied_output(\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\groupby\\ops.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, f, data, axis)\u001b[0m\n\u001b[0;32m    188\u001b[0m             \u001b[1;31m# group might be modified\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    189\u001b[0m             \u001b[0mgroup_axes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_get_axes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgroup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 190\u001b[1;33m             \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgroup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    191\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0m_is_indexed_like\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mres\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgroup_axes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    192\u001b[0m                 \u001b[0mmutated\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\extension.py\u001b[0m in \u001b[0;36m<lambda>\u001b[1;34m(x)\u001b[0m\n\u001b[0;32m    154\u001b[0m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    155\u001b[0m             \u001b[0mn\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 156\u001b[1;33m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msample\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    157\u001b[0m             \u001b[1;31m# df_.index = df_.index.droplevel(0)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    158\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36msample\u001b[1;34m(self, n, frac, replace, weights, random_state, axis)\u001b[0m\n\u001b[0;32m   4863\u001b[0m                              \"provide positive value.\")\n\u001b[0;32m   4864\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4865\u001b[1;33m         \u001b[0mlocs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mchoice\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis_length\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mreplace\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mp\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mweights\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4866\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlocs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mis_copy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4867\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mmtrand.pyx\u001b[0m in \u001b[0;36mmtrand.RandomState.choice\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: Cannot take a larger sample than population when 'replace=False'"
     ]
    }
   ],
   "source": [
    "df.ext.stratified_sample(\"firstName\").ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 6 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 6 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.rows.limit(5).ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "min() missing 1 required positional argument: 'columns'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-7-562bbc151fba>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m: min() missing 1 required positional argument: 'columns'"
     ]
    }
   ],
   "source": [
    "df.cols.min(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "Can't instantiate abstract class Cols with abstract methods apply_by_dtypes, apply_expr, astype, boxplot, bucketizer, cell, clip, copy, correlation, count_mismatch, count_na, count_uniques, count_zeros, drop, frequency_by_group, get_meta, impute, index_to_string, iqr, is_na, keep, max_abs_scaler, min_max_scaler, move, nunique, qcut, remove, remove_accents, remove_special_chars, remove_white_spaces, replace_regex, reverse, scatter, select_by_dtypes, set, set_meta, sort, string_to_index, to_timestamp, unique, value_counts, values_to_cols, years_between, z_score",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-21-7a9c606e0857>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"billingId\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"asc\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\multipledispatch\\dispatcher.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    276\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mtypes\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    277\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 278\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    279\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    280\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mMDNotImplementedError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\rows.py\u001b[0m in \u001b[0;36msort\u001b[1;34m(columns, order)\u001b[0m\n\u001b[0;32m    116\u001b[0m             \"\"\"\n\u001b[0;32m    117\u001b[0m             \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 118\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morder\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    119\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    120\u001b[0m         \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\multipledispatch\\dispatcher.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    276\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mtypes\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    277\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 278\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    279\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    280\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mMDNotImplementedError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\rows.py\u001b[0m in \u001b[0;36msort\u001b[1;34m(col_sort)\u001b[0m\n\u001b[0;32m    145\u001b[0m                 \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmeta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpreserve\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mActions\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSORT_ROW\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcol_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    146\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 147\u001b[1;33m                 \u001b[0mc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnames\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    148\u001b[0m                 \u001b[1;31m# It seems that is on posible to order rows in Dask using set_index. It only return data in ascendent way.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    149\u001b[0m                 \u001b[1;31m# We should fins a way to make it work desc and form multiple columns\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\columns.py\u001b[0m in \u001b[0;36mcols\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    966\u001b[0m             \"\"\"\n\u001b[0;32m    967\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mCols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexec_agg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mCols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcreate_exprs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfuncs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 968\u001b[1;33m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    969\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    970\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: Can't instantiate abstract class Cols with abstract methods apply_by_dtypes, apply_expr, astype, boxplot, bucketizer, cell, clip, copy, correlation, count_mismatch, count_na, count_uniques, count_zeros, drop, frequency_by_group, get_meta, impute, index_to_string, iqr, is_na, keep, max_abs_scaler, min_max_scaler, move, nunique, qcut, remove, remove_accents, remove_special_chars, remove_white_spaces, replace_regex, reverse, scatter, select_by_dtypes, set, set_meta, sort, string_to_index, to_timestamp, unique, value_counts, values_to_cols, years_between, z_score"
     ]
    }
   ],
   "source": [
    "df.rows.sort(\"billingId\",\"asc\").ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'max': {'price': 10.0}}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.max(\"price\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "df.cols.create_expr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><strong>Dask DataFrame Structure:</strong></div>\n",
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>int64</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>float64</td>\n",
       "      <td>object</td>\n",
       "      <td>float64</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div>Dask Name: dropna, 4 tasks</div>"
      ],
      "text/plain": [
       "Dask DataFrame Structure:\n",
       "                  id firstName lastName billingId product    price   birth dummyCol\n",
       "npartitions=1                                                                      \n",
       "               int64    object   object   float64  object  float64  object   object\n",
       "                 ...       ...      ...       ...     ...      ...     ...      ...\n",
       "Dask Name: dropna, 4 tasks"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dropna(how='any', subset=['price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "any price\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 12 rows / 12 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Isaac\">\n",
       "                \n",
       "                Isaac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Newton\">\n",
       "                \n",
       "                Newton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"992.0\">\n",
       "                \n",
       "                992.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999/02/15\">\n",
       "                \n",
       "                1999/02/15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never&#8901;\">\n",
       "                \n",
       "                never&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 12 rows / 12 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.rows.drop_na(\"price\").ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[col_name].dtype\n",
    "# format_dict([np.dtype(df[col_name].dtype).type for col_name in columns])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\numpy\\lib\\function_base.py:3652: RuntimeWarning: Invalid value encountered in percentile\n",
      "  interpolation=interpolation)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123.0</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1980/07/07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12</td>\n",
       "      <td>Emmy%%</td>\n",
       "      <td>Nöether$</td>\n",
       "      <td>234.0</td>\n",
       "      <td>pasta</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1993/12/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>323.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1970/07/13</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423.0</td>\n",
       "      <td>piza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1950/07/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1954/07/10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id firstName     lastName  billingId product  price       birth dummyCol\n",
       "0   1      Luis  Alvarez$$%!      123.0    Cake   10.0  1980/07/07    never\n",
       "1  12    Emmy%%     Nöether$      234.0   pasta    9.0  1993/12/08    gonna\n",
       "2   7      CaRL     Ga%%%uss      323.0    taco    3.0  1970/07/13    gonna\n",
       "3   2     André       Ampère      423.0    piza    8.0  1950/07/08    gonna\n",
       "4   4      PAUL       dirac$      521.0   pizza    8.0  1954/07/10      you"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.set_index(\"billingId\").reset_index()[c].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.0</th>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.0</th>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       price\n",
       "price       \n",
       "3.0      3.0\n",
       "5.0      5.0\n",
       "8.0      8.0\n",
       "9.0      9.0\n",
       "10.0    10.0"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.mode(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 13 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Isaac\">\n",
       "                \n",
       "                Isaac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Newton\">\n",
       "                \n",
       "                Newton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"992.0\">\n",
       "                \n",
       "                992.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999/02/15\">\n",
       "                \n",
       "                1999/02/15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never&#8901;\">\n",
       "                \n",
       "                never&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Emmy%%\">\n",
       "                \n",
       "                Emmy%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Nöether$\">\n",
       "                \n",
       "                Nöether$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"234.0\">\n",
       "                \n",
       "                234.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1993/12/08\">\n",
       "                \n",
       "                1993/12/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 13 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/foo.csv\n"
     ]
    }
   ],
   "source": [
    "df1= op.load.csv(\"data/foo.csv\", sep=\",\", header=True, infer_schema='true', charset=\"ISO-8859–1\", null_value=\"None\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 19 of 19 rows / 19 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123\">\n",
       "                \n",
       "                123\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423\">\n",
       "                \n",
       "                423\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551\">\n",
       "                \n",
       "                551\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521\">\n",
       "                \n",
       "                521\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634\">\n",
       "                \n",
       "                634\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672\">\n",
       "                \n",
       "                672\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323\">\n",
       "                \n",
       "                323\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624\">\n",
       "                \n",
       "                624\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735\">\n",
       "                \n",
       "                735\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875\">\n",
       "                \n",
       "                875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Isaac\">\n",
       "                \n",
       "                Isaac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Newton\">\n",
       "                \n",
       "                Newton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"992\">\n",
       "                \n",
       "                992\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999/02/15\">\n",
       "                \n",
       "                1999/02/15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never&#8901;\">\n",
       "                \n",
       "                never&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Emmy%%\">\n",
       "                \n",
       "                Emmy%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Nöether$\">\n",
       "                \n",
       "                Nöether$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"234\">\n",
       "                \n",
       "                234\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1993/12/08\">\n",
       "                \n",
       "                1993/12/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Max!!!\">\n",
       "                \n",
       "                Max!!!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Planck!!!\">\n",
       "                \n",
       "                Planck!!!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"111\">\n",
       "                \n",
       "                111\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"hamburguer\">\n",
       "                \n",
       "                hamburguer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1994/01/04\">\n",
       "                \n",
       "                1994/01/04\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"run&#8901;\">\n",
       "                \n",
       "                run&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"14\">\n",
       "                \n",
       "                14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fred\">\n",
       "                \n",
       "                Fred\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hoy&&&le\">\n",
       "                \n",
       "                Hoy&&&le\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"553\">\n",
       "                \n",
       "                553\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizzza\">\n",
       "                \n",
       "                pizzza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1997/06/27\">\n",
       "                \n",
       "                1997/06/27\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"around\">\n",
       "                \n",
       "                around\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"15\">\n",
       "                \n",
       "                15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(((&#8901;&#8901;&#8901;Heinrich&#8901;)))))\">\n",
       "                \n",
       "                (((&#8901;&#8901;&#8901;Heinrich&#8901;)))))\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hertz\">\n",
       "                \n",
       "                Hertz\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"116\">\n",
       "                \n",
       "                116\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1956/11/30\">\n",
       "                \n",
       "                1956/11/30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"and\">\n",
       "                \n",
       "                and\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16\">\n",
       "                \n",
       "                16\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"William\">\n",
       "                \n",
       "                William\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gilbert###\">\n",
       "                \n",
       "                Gilbert###\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"886\">\n",
       "                \n",
       "                886\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BEER\">\n",
       "                \n",
       "                BEER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1958/03/26\">\n",
       "                \n",
       "                1958/03/26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"desert\">\n",
       "                \n",
       "                desert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17\">\n",
       "                \n",
       "                17\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Marie\">\n",
       "                \n",
       "                Marie\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CURIE\">\n",
       "                \n",
       "                CURIE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"912\">\n",
       "                \n",
       "                912\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rice\">\n",
       "                \n",
       "                Rice\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000/03/22\">\n",
       "                \n",
       "                2000/03/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"18\">\n",
       "                \n",
       "                18\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Arthur\">\n",
       "                \n",
       "                Arthur\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"COM%%%pton\">\n",
       "                \n",
       "                COM%%%pton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"812\">\n",
       "                \n",
       "                812\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"110790\">\n",
       "                \n",
       "                110790\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1899/01/01\">\n",
       "                \n",
       "                1899/01/01\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"#\">\n",
       "                \n",
       "                #\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19\">\n",
       "                \n",
       "                19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JAMES\">\n",
       "                \n",
       "                JAMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Chadwick\">\n",
       "                \n",
       "                Chadwick\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"467\">\n",
       "                \n",
       "                467\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1921/05/03\">\n",
       "                \n",
       "                1921/05/03\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"#\">\n",
       "                \n",
       "                #\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 19 of 19 rows / 19 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.ext.display(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': 'int64',\n",
       " 'firstName': 'object',\n",
       " 'lastName': 'object',\n",
       " 'billingId': 'float64',\n",
       " 'product': 'object',\n",
       " 'price': 'float64',\n",
       " 'birth': 'object',\n",
       " 'dummyCol': 'object'}"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.dtypes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 13 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Isaac\">\n",
       "                \n",
       "                Isaac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Newton\">\n",
       "                \n",
       "                Newton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"992.0\">\n",
       "                \n",
       "                992.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999/02/15\">\n",
       "                \n",
       "                1999/02/15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never&#8901;\">\n",
       "                \n",
       "                never&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 13 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.save.csv(\"data/dask/*.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.save.parquet(\"data/dask/foo.parquet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.save.json(\"data/dask/*.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dask DataFrame Structure:\n",
      "                  id firstName lastName billingId product    price   birth dummyCol\n",
      "npartitions=1                                                                      \n",
      "               int64    object   object   float64  object  float64  object   object\n",
      "                 ...       ...      ...       ...     ...      ...     ...      ...\n",
      "Dask Name: from-delayed, 3 tasks\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "unsupported operand type(s) for +: 'NoneType' and 'int'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-12-d2c38e26c0a8>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcreate_id\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\dask\\rows.py\u001b[0m in \u001b[0;36mcreate_id\u001b[1;34m(column)\u001b[0m\n\u001b[0;32m     14\u001b[0m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     15\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 16\u001b[1;33m             \u001b[0ma\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mda\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdivisions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchunks\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdivisions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     17\u001b[0m             \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfrom_dask_array\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     18\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'NoneType' and 'int'"
     ]
    }
   ],
   "source": [
    "df.rows.create_id()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df[(df.id > 0) & (df.id <= 7)]\n",
    "df2 = df1[(df.id > 0) & (df.id <= 3)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\utils.py:694: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  return getattr(obj, self.method)(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123.0</td>\n",
       "      <td>Cake</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1980/07/07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423.0</td>\n",
       "      <td>piza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1950/07/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1990/07/09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id firstName     lastName  billingId product  price       birth dummyCol\n",
       "0   1      Luis  Alvarez$$%!      123.0    Cake   10.0  1980/07/07    never\n",
       "1   2    André      Ampère      423.0    piza    8.0  1950/07/08    gonna\n",
       "2   3     NiELS  Böhr//((%%      551.0   pizza    8.0  1990/07/09     give"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.compute().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 1 of 1 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 1 of 1 rows / 1 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.rows.select((df.id ==1 ) ).ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'NoneType' object has no attribute '_jvm'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\types.py\u001b[0m in \u001b[0;36m_parse_datatype_string\u001b[1;34m(s)\u001b[0m\n\u001b[0;32m    845\u001b[0m             \u001b[1;31m# For backwards compatibility, \"integer\", \"struct<fieldname: datatype>\" and etc.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 846\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mfrom_ddl_datatype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    847\u001b[0m         \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\types.py\u001b[0m in \u001b[0;36mfrom_ddl_datatype\u001b[1;34m(type_str)\u001b[0m\n\u001b[0;32m    837\u001b[0m         return _parse_datatype_json_string(\n\u001b[1;32m--> 838\u001b[1;33m             sc._jvm.org.apache.spark.sql.api.python.PythonSQLUtils.parseDataType(type_str).json())\n\u001b[0m\u001b[0;32m    839\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute '_jvm'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\types.py\u001b[0m in \u001b[0;36m_parse_datatype_string\u001b[1;34m(s)\u001b[0m\n\u001b[0;32m    849\u001b[0m                 \u001b[1;31m# For backwards compatibility, \"fieldname: datatype, fieldname: datatype\" case.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 850\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mfrom_ddl_datatype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"struct<%s>\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstrip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    851\u001b[0m             \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\types.py\u001b[0m in \u001b[0;36mfrom_ddl_datatype\u001b[1;34m(type_str)\u001b[0m\n\u001b[0;32m    837\u001b[0m         return _parse_datatype_json_string(\n\u001b[1;32m--> 838\u001b[1;33m             sc._jvm.org.apache.spark.sql.api.python.PythonSQLUtils.parseDataType(type_str).json())\n\u001b[0m\u001b[0;32m    839\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute '_jvm'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-58-96533379ad09>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mselect_by_dtypes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"id\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"str\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdisplay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\dask\\rows.py\u001b[0m in \u001b[0;36mselect_by_dtypes\u001b[1;34m(input_cols, data_type)\u001b[0m\n\u001b[0;32m     43\u001b[0m             \u001b[1;31m# self.cols.apply()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     44\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 45\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwhere\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfbdt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_cols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata_type\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     46\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     47\u001b[0m         \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\audf.py\u001b[0m in \u001b[0;36mfilter_row_by_data_type\u001b[1;34m(col_name, data_type, get_type)\u001b[0m\n\u001b[0;32m    129\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    130\u001b[0m     \u001b[0mcol_name\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mone_list_to_val\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 131\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mF\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpandas_udf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpandas_udf_func\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreturn_data_type\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\functions.py\u001b[0m in \u001b[0;36mpandas_udf\u001b[1;34m(f, returnType, functionType)\u001b[0m\n\u001b[0;32m   2304\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mfunctools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpartial\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_create_udf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreturnType\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mreturn_type\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mevalType\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0meval_type\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2305\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2306\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0m_create_udf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreturnType\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mreturn_type\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mevalType\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0meval_type\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2307\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2308\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\udf.py\u001b[0m in \u001b[0;36m_create_udf\u001b[1;34m(f, returnType, evalType)\u001b[0m\n\u001b[0;32m     70\u001b[0m     udf_obj = UserDefinedFunction(\n\u001b[0;32m     71\u001b[0m         f, returnType=returnType, name=None, evalType=evalType, deterministic=True)\n\u001b[1;32m---> 72\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mudf_obj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_wrapped\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     73\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     74\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\udf.py\u001b[0m in \u001b[0;36m_wrapped\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    193\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    194\u001b[0m         \u001b[0mwrapper\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfunc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 195\u001b[1;33m         \u001b[0mwrapper\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreturnType\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreturnType\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    196\u001b[0m         \u001b[0mwrapper\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mevalType\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mevalType\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    197\u001b[0m         \u001b[0mwrapper\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdeterministic\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdeterministic\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\udf.py\u001b[0m in \u001b[0;36mreturnType\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    117\u001b[0m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_returnType_placeholder\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_returnType\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    118\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 119\u001b[1;33m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_returnType_placeholder\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_parse_datatype_string\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_returnType\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    120\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    121\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mevalType\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mPythonEvalType\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSQL_SCALAR_PANDAS_UDF\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\types.py\u001b[0m in \u001b[0;36m_parse_datatype_string\u001b[1;34m(s)\u001b[0m\n\u001b[0;32m    850\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mfrom_ddl_datatype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"struct<%s>\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstrip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    851\u001b[0m             \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 852\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    853\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    854\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\types.py\u001b[0m in \u001b[0;36m_parse_datatype_string\u001b[1;34m(s)\u001b[0m\n\u001b[0;32m    840\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    841\u001b[0m         \u001b[1;31m# DDL format, \"fieldname datatype, fieldname datatype\".\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 842\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mfrom_ddl_schema\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    843\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    844\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyspark\\sql\\types.py\u001b[0m in \u001b[0;36mfrom_ddl_schema\u001b[1;34m(type_str)\u001b[0m\n\u001b[0;32m    832\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mfrom_ddl_schema\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtype_str\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    833\u001b[0m         return _parse_datatype_json_string(\n\u001b[1;32m--> 834\u001b[1;33m             sc._jvm.org.apache.spark.sql.types.StructType.fromDDL(type_str).json())\n\u001b[0m\u001b[0;32m    835\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    836\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mfrom_ddl_datatype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtype_str\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute '_jvm'"
     ]
    }
   ],
   "source": [
    "df.rows.select_by_dtypes(\"id\", \"str\").ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\numpy\\lib\\function_base.py:3652: RuntimeWarning: Invalid value encountered in percentile\n",
      "  interpolation=interpolation)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>7</td>\n",
       "      <td>CaRL</td>\n",
       "      <td>Ga%%%uss</td>\n",
       "      <td>323.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>1970/07/13</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>8</td>\n",
       "      <td>David</td>\n",
       "      <td>H$$$ilbert</td>\n",
       "      <td>624.0</td>\n",
       "      <td>taaaccoo</td>\n",
       "      <td>1950/07/14</td>\n",
       "      <td>let</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>9</td>\n",
       "      <td>Johannes</td>\n",
       "      <td>KEPLER</td>\n",
       "      <td>735.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>1920/04/22</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>10</td>\n",
       "      <td>JaMES</td>\n",
       "      <td>M$$ax%%well</td>\n",
       "      <td>875.0</td>\n",
       "      <td>taco</td>\n",
       "      <td>1923/03/12</td>\n",
       "      <td>down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>6</td>\n",
       "      <td>Galileo</td>\n",
       "      <td>GALiLEI</td>\n",
       "      <td>672.0</td>\n",
       "      <td>arepa</td>\n",
       "      <td>1930/08/12</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>2</td>\n",
       "      <td>André</td>\n",
       "      <td>Ampère</td>\n",
       "      <td>423.0</td>\n",
       "      <td>piza</td>\n",
       "      <td>1950/07/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>3</td>\n",
       "      <td>NiELS</td>\n",
       "      <td>Böhr//((%%</td>\n",
       "      <td>551.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>1990/07/09</td>\n",
       "      <td>give</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>4</td>\n",
       "      <td>PAUL</td>\n",
       "      <td>dirac$</td>\n",
       "      <td>521.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>1954/07/10</td>\n",
       "      <td>you</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>5</td>\n",
       "      <td>Albert</td>\n",
       "      <td>Einstein</td>\n",
       "      <td>634.0</td>\n",
       "      <td>pizza</td>\n",
       "      <td>1990/07/11</td>\n",
       "      <td>up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.0</th>\n",
       "      <td>11</td>\n",
       "      <td>Isaac</td>\n",
       "      <td>Newton</td>\n",
       "      <td>992.0</td>\n",
       "      <td>pasta</td>\n",
       "      <td>1999/02/15</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.0</th>\n",
       "      <td>12</td>\n",
       "      <td>Emmy%%</td>\n",
       "      <td>Nöether$</td>\n",
       "      <td>234.0</td>\n",
       "      <td>pasta</td>\n",
       "      <td>1993/12/08</td>\n",
       "      <td>gonna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.0</th>\n",
       "      <td>1</td>\n",
       "      <td>Luis</td>\n",
       "      <td>Alvarez$$%!</td>\n",
       "      <td>123.0</td>\n",
       "      <td>Cake</td>\n",
       "      <td>1980/07/07</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id firstName              lastName  billingId   product       birth  \\\n",
       "price                                                                        \n",
       "3.0     7      CaRL              Ga%%%uss      323.0      taco  1970/07/13   \n",
       "3.0     8     David            H$$$ilbert      624.0  taaaccoo  1950/07/14   \n",
       "3.0     9  Johannes                KEPLER      735.0      taco  1920/04/22   \n",
       "3.0    10     JaMES           M$$ax%%well      875.0      taco  1923/03/12   \n",
       "5.0     6   Galileo               GALiLEI      672.0     arepa  1930/08/12   \n",
       "8.0     2    André               Ampère      423.0      piza  1950/07/08   \n",
       "8.0     3     NiELS           Böhr//((%%      551.0     pizza  1990/07/09   \n",
       "8.0     4      PAUL                dirac$      521.0     pizza  1954/07/10   \n",
       "8.0     5    Albert              Einstein      634.0     pizza  1990/07/11   \n",
       "9.0    11     Isaac                Newton      992.0     pasta  1999/02/15   \n",
       "9.0    12    Emmy%%             Nöether$      234.0     pasta  1993/12/08   \n",
       "10.0    1      Luis           Alvarez$$%!      123.0      Cake  1980/07/07   \n",
       "NaN    13       NaN                   NaN        NaN       NaN         NaN   \n",
       "\n",
       "      dummyCol  \n",
       "price           \n",
       "3.0      gonna  \n",
       "3.0        let  \n",
       "3.0        you  \n",
       "3.0       down  \n",
       "5.0      never  \n",
       "8.0      gonna  \n",
       "8.0       give  \n",
       "8.0        you  \n",
       "8.0         up  \n",
       "9.0     never   \n",
       "9.0      gonna  \n",
       "10.0     never  \n",
       "NaN        NaN  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.set_index('price').compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 195 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'min': {'billingId': 123.0}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "df.cols.min([\"billingId\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 152 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'max': {'billingId': 992.0}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "df.cols.max([\"billingId\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['id',\n",
       " 'firstName',\n",
       " 'lastName',\n",
       " 'billingId',\n",
       " 'product',\n",
       " 'price',\n",
       " 'birth',\n",
       " 'dummyCol']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'file_name': 'foo.csv', 'transformations': {'actions': {}}}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.meta.get()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><strong>Dask DataFrame Structure:</strong></div>\n",
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id1</th>\n",
       "      <th>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>billingId</th>\n",
       "      <th>product</th>\n",
       "      <th>price</th>\n",
       "      <th>birth</th>\n",
       "      <th>dummyCol</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>int64</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "      <td>float64</td>\n",
       "      <td>object</td>\n",
       "      <td>float64</td>\n",
       "      <td>object</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div>Dask Name: rename, 4 tasks</div>"
      ],
      "text/plain": [
       "Dask DataFrame Structure:\n",
       "                 id1 firstName lastName billingId product    price   birth dummyCol\n",
       "npartitions=1                                                                      \n",
       "               int64    object   object   float64  object  float64  object   object\n",
       "                 ...       ...      ...       ...     ...      ...     ...      ...\n",
       "Dask Name: rename, 4 tasks"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.rename(\"id\", \"id1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 13 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Isaac\">\n",
       "                \n",
       "                Isaac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Newton\">\n",
       "                \n",
       "                Newton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"992.0\">\n",
       "                \n",
       "                992.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999/02/15\">\n",
       "                \n",
       "                1999/02/15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never&#8901;\">\n",
       "                \n",
       "                never&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Emmy%%\">\n",
       "                \n",
       "                Emmy%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Nöether$\">\n",
       "                \n",
       "                Nöether$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"234.0\">\n",
       "                \n",
       "                234.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1993/12/08\">\n",
       "                \n",
       "                1993/12/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"nan\">\n",
       "                \n",
       "                nan\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 13 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display(\"all\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Cols' object has no attribute 'remove_special_chars'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-20-8a110b84c317>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mremove_special_chars\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"lastName\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: 'Cols' object has no attribute 'remove_special_chars'"
     ]
    }
   ],
   "source": [
    "df.cols.remove_special_chars(\"lastName\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "type object 'Profiler' has no attribute 'instance'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-15-e6760d99cab7>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\dask\\extension.py\u001b[0m in \u001b[0;36msend\u001b[1;34m(name, infer, mismatch, stats, advanced_stats, output)\u001b[0m\n\u001b[0;32m    389\u001b[0m                 \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_name\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    390\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 391\u001b[1;33m             message = Profiler.instance.dataset(df, columns=\"*\", buckets=35, infer=False, relative_error=RELATIVE_ERROR,\n\u001b[0m\u001b[0;32m    392\u001b[0m                                                 \u001b[0mapprox_count\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    393\u001b[0m                                                 \u001b[0msample\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10000\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: type object 'Profiler' has no attribute 'instance'"
     ]
    }
   ],
   "source": [
    "df.ext.send()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float64)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123.0\">\n",
       "                \n",
       "                123.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.0\">\n",
       "                \n",
       "                10.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423.0\">\n",
       "                \n",
       "                423.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551.0\">\n",
       "                \n",
       "                551.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521.0\">\n",
       "                \n",
       "                521.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634.0\">\n",
       "                \n",
       "                634.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8.0\">\n",
       "                \n",
       "                8.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672.0\">\n",
       "                \n",
       "                672.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.0\">\n",
       "                \n",
       "                5.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323.0\">\n",
       "                \n",
       "                323.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624.0\">\n",
       "                \n",
       "                624.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735.0\">\n",
       "                \n",
       "                735.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875.0\">\n",
       "                \n",
       "                875.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3.0\">\n",
       "                \n",
       "                3.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Isaac\">\n",
       "                \n",
       "                Isaac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Newton\">\n",
       "                \n",
       "                Newton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"992.0\">\n",
       "                \n",
       "                992.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9.0\">\n",
       "                \n",
       "                9.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999/02/15\">\n",
       "                \n",
       "                1999/02/15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never&#8901;\">\n",
       "                \n",
       "                never&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 13 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "'columns' must be 'not None', received 'None'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-25-bd454deb3472>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"lastName\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"$\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"chars\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\dask\\columns.py\u001b[0m in \u001b[0;36mreplace\u001b[1;34m(input_cols, search, replace_by, search_by, output_cols)\u001b[0m\n\u001b[0;32m    354\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    355\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 356\u001b[1;33m             \u001b[0mcheck_column_numbers\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_cols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"*\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    357\u001b[0m             \u001b[0moutput_cols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mget_output_cols\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_cols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_cols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    358\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mcheck_column_numbers\u001b[1;34m(columns, number)\u001b[0m\n\u001b[0;32m    198\u001b[0m     \"\"\"\n\u001b[0;32m    199\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 200\u001b[1;33m         \u001b[0mRaiseIt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_error\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"not None\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    201\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    202\u001b[0m     \u001b[0mcount\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\raiseit.py\u001b[0m in \u001b[0;36mvalue_error\u001b[1;34m(var, data_values)\u001b[0m\n\u001b[0;32m     76\u001b[0m                                  type=divisor.join(map(\n\u001b[0;32m     77\u001b[0m                                      \u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m\"'\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m\"'\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 78\u001b[1;33m                                      data_values)), var_type=one_list_to_val(var)))\n\u001b[0m\u001b[0;32m     79\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     80\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: 'columns' must be 'not None', received 'None'"
     ]
    }
   ],
   "source": [
    "df.cols.replace(\"lastName\",\"$\", \"\",\"chars\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n",
      "{'id': 'int64', 'firstName': 'object', 'lastName': 'object', 'billingId': 'float64', 'product': 'object', 'price': 'float64', 'birth': 'object', 'dummyCol': 'object'}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'id': {'int': 0, 'float': 0, 'object': 0},\n",
       " 'firstName': {'int': 0, 'float': 0, 'object': 0},\n",
       " 'lastName': {'int': 0, 'float': 0, 'object': 0},\n",
       " 'billingId': {'int': 0, 'float': 0, 'object': 0},\n",
       " 'product': {'int': 0, 'float': 0, 'object': 0},\n",
       " 'price': {'int': 0, 'float': 0, 'object': 0},\n",
       " 'birth': {'int': 0, 'float': 0, 'object': 0},\n",
       " 'dummyCol': {'int': 0, 'float': 0, 'object': 0}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from optimus.profiler.profiler import Profiler\n",
    "p = Profiler()\n",
    "\n",
    "df.cols.count_by_dtypes(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\io\\demo.py:91: FutureWarning: Creating a DatetimeIndex by passing range endpoints is deprecated.  Use `pandas.date_range` instead.\n",
      "  freq=partition_freq))\n",
      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\io\\demo.py:45: FutureWarning: Creating a DatetimeIndex by passing range endpoints is deprecated.  Use `pandas.date_range` instead.\n",
      "  index = pd.DatetimeIndex(start=start, end=end, freq=freq, name='timestamp')\n"
     ]
    }
   ],
   "source": [
    "import dask\n",
    "import dask.datasets\n",
    "import numpy as np\n",
    "import time\n",
    "from distributed import Client\n",
    "\n",
    "client = Client()\n",
    "client\n",
    "\n",
    "df = dask.datasets.timeseries()\n",
    "df = df.repartition(npartitions=300)\n",
    "df = client.persist(df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7200 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 2100 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 3600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 6600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 7800 tasks\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: y, dtype: bool\n",
      "Dask Name: logical_and, 9600 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "Dask Series Structure:\n",
      "npartitions=300\n",
      "2000-01-01 00:00:00    bool\n",
      "2000-01-01 02:24:00     ...\n",
      "                       ... \n",
      "2000-01-30 21:36:00     ...\n",
      "2000-01-31 00:00:00     ...\n",
      "Name: x, dtype: bool\n",
      "Dask Name: logical_and, 10800 tasks\n",
      "[dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=<U3>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<size-ag..., dtype=int32>, dd.Scalar<series-..., dtype=float64>, dd.Scalar<series-..., dtype=float64>]\n",
      "0.0030128955841064453\n",
      "0.0\n"
     ]
    }
   ],
   "source": [
    "def random_indexer(df):\n",
    "    indexer = ~df.index.isnull()\n",
    "    for i in range(np.random.randint(15)+1):\n",
    "        col = np.random.choice(['x','y'])\n",
    "        value = np.random.uniform(-1,1)\n",
    "        op = np.random.choice([lambda x, y: x < y, lambda x, y: x > y])\n",
    "        indexer = np.logical_and(indexer, op(df[col], value))\n",
    "    return indexer\n",
    "\n",
    "def random_statistic(indexer, df):\n",
    "    print(indexer)\n",
    "    col = np.random.choice(['x', 'y', 'name'])\n",
    "    if col == 'name':\n",
    "        op = np.random.choice([lambda x: x.unique().size, np.min, np.max])\n",
    "    else:\n",
    "        op = np.random.choice([lambda x: x.unique().size, np.min, np.max, np.sum, np.mean])\n",
    "    return op(df[col][indexer])\n",
    "\n",
    "np.random.seed(137)\n",
    "\n",
    "stats = []\n",
    "for i in range(10):\n",
    "    ind = random_indexer(df)\n",
    "    for k in range(20):\n",
    "        stats.append(random_statistic(ind, df))\n",
    "\n",
    "st = time.time()\n",
    "print(stats)\n",
    "# stat_computed = client.compute(stats)\n",
    "ft = time.time()\n",
    "print(ft-st)\n",
    "\n",
    "st = time.time()\n",
    "# stat_results = client.gather(stat_computed)\n",
    "ft = time.time()\n",
    "print(ft-st)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "CancelledError",
     "evalue": "('repartition-merge-39715e6237c8baf832ed85d511f135a3', 0)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mCancelledError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-9-c42a15b2c7cf>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\dataframe\\core.py\u001b[0m in \u001b[0;36mhead\u001b[1;34m(self, n, npartitions, compute)\u001b[0m\n\u001b[0;32m    874\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    875\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 876\u001b[1;33m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    877\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    878\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m    154\u001b[0m         \u001b[0mdask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbase\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    155\u001b[0m         \"\"\"\n\u001b[1;32m--> 156\u001b[1;33m         \u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraverse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    157\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    158\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    395\u001b[0m     \u001b[0mkeys\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_keys__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    396\u001b[0m     \u001b[0mpostcomputes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dask_postcompute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcollections\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 397\u001b[1;33m     \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mschedule\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeys\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    398\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mrepack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpostcomputes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    399\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, dsk, keys, restrictions, loose_restrictions, resources, sync, asynchronous, direct, retries, priority, fifo_timeout, actors, **kwargs)\u001b[0m\n\u001b[0;32m   2307\u001b[0m             \u001b[0mretries\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mretries\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2308\u001b[0m             \u001b[0muser_priority\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpriority\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2309\u001b[1;33m             \u001b[0mactors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mactors\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2310\u001b[0m         )\n\u001b[0;32m   2311\u001b[0m         \u001b[0mpacked\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpack_data\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkeys\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfutures\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\distributed\\client.py\u001b[0m in \u001b[0;36m_graph_to_futures\u001b[1;34m(self, dsk, keys, restrictions, loose_restrictions, priority, user_priority, resources, retries, fifo_timeout, actors)\u001b[0m\n\u001b[0;32m   2232\u001b[0m                 \u001b[1;32mfor\u001b[0m \u001b[0mv\u001b[0m \u001b[1;32min\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2233\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0mv\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfutures\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2234\u001b[1;33m                         \u001b[1;32mraise\u001b[0m \u001b[0mCancelledError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2235\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2236\u001b[0m             \u001b[0mdependencies\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m{\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mget_dependencies\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mk\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mdsk\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mCancelledError\u001b[0m: ('repartition-merge-39715e6237c8baf832ed85d511f135a3', 0)"
     ]
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'op' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-10-d243315effc1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcsv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msep\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\",\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheader\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minfer_schema\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'false'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnull_value\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"None\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'op' is not defined"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'numpy' has no attribute 'mode'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-14-a799f70d7185>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mstat_computed\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mclient\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"id\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mstat_results\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mclient\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgather\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstat_computed\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: module 'numpy' has no attribute 'mode'"
     ]
    }
   ],
   "source": [
    "stat_computed = client.compute(np.mode(df[\"id\"]))\n",
    "stat_results = client.gather(stat_computed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    }
   ],
   "source": [
    "print(stat_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}