{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'data_url': 'https://raw.githubusercontent.com/andrewm4894/papermill_dev/master/data/titanic.csv', 'output_label': 'titanic'}\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline    \n",
    "plt.style.use('ggplot')\n",
    "\n",
    "# check if config exists\n",
    "try:\n",
    "    config\n",
    "except NameError:\n",
    "    config_exists = False\n",
    "else:\n",
    "    config_exists = True\n",
    "\n",
    "# make config if it does not exist already (e.g. passed in by papermill)\n",
    "if not(config_exists):\n",
    "    # set up some config for the experiment run\n",
    "    config = {\n",
    "        \"data_url\" : \"https://raw.githubusercontent.com/andrewm4894/papermill_dev/master/data/titanic.csv\",\n",
    "    }\n",
    "print(config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(891, 12)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\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>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C85</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113803</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>C123</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
       "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
       "4                           Allen, Mr. William Henry    male  35.0      0   \n",
       "\n",
       "   Parch            Ticket     Fare Cabin Embarked  \n",
       "0      0         A/5 21171   7.2500   NaN        S  \n",
       "1      0          PC 17599  71.2833   C85        C  \n",
       "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "3      0            113803  53.1000  C123        S  \n",
       "4      0            373450   8.0500   NaN        S  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(config['data_url'])\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Fare</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>714.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>446.000000</td>\n",
       "      <td>0.383838</td>\n",
       "      <td>2.308642</td>\n",
       "      <td>29.699118</td>\n",
       "      <td>0.523008</td>\n",
       "      <td>0.381594</td>\n",
       "      <td>32.204208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>257.353842</td>\n",
       "      <td>0.486592</td>\n",
       "      <td>0.836071</td>\n",
       "      <td>14.526497</td>\n",
       "      <td>1.102743</td>\n",
       "      <td>0.806057</td>\n",
       "      <td>49.693429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.420000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>223.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.910400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>446.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.454200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>668.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>891.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>512.329200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       PassengerId    Survived      Pclass         Age       SibSp  \\\n",
       "count   891.000000  891.000000  891.000000  714.000000  891.000000   \n",
       "mean    446.000000    0.383838    2.308642   29.699118    0.523008   \n",
       "std     257.353842    0.486592    0.836071   14.526497    1.102743   \n",
       "min       1.000000    0.000000    1.000000    0.420000    0.000000   \n",
       "25%     223.500000    0.000000    2.000000   20.125000    0.000000   \n",
       "50%     446.000000    0.000000    3.000000   28.000000    0.000000   \n",
       "75%     668.500000    1.000000    3.000000   38.000000    1.000000   \n",
       "max     891.000000    1.000000    3.000000   80.000000    8.000000   \n",
       "\n",
       "            Parch        Fare  \n",
       "count  891.000000  891.000000  \n",
       "mean     0.381594   32.204208  \n",
       "std      0.806057   49.693429  \n",
       "min      0.000000    0.000000  \n",
       "25%      0.000000    7.910400  \n",
       "50%      0.000000   14.454200  \n",
       "75%      0.000000   31.000000  \n",
       "max      6.000000  512.329200  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GOjo6VFFR0ed29u3bN+CxnU6n2traBrxerMU6V2Am02LxZH/+7URH6OV83fcjkazZIslVWFjYr8dFPHWzZcsWXXLJJcrKypIkZWVlKSUlRSkpKZowYYJ2794d6RAAgAhEXPTfnLbp6OgI/b1p0yYNHz480iEAABGIaI7++PHj+vTTTzVr1qzQstdff1179+6VzWZTXl5ej/sAAPEXUdFfeOGFeumll3ose/DBByMKBACIrqh86wYwWaI+/E7GD4FxbuISCABgOIoeAAxH0QOA4Sh6ADAcRQ8AhqPoAcBwFD0AGI6iBwDDUfQAYDiKHgAMR9EDgOEoegAwHEUPAIaj6AHAcBQ9ABiOogcAw1H0AGA4ih4ADGfETwnyU28AcHYRF/28efM0aNAgpaSkyG63q6qqSocOHVJNTY0OHDigvLw8VVZWKiMjIxp5AQADFJUj+kcffVSZmZmh2w0NDRo9erRuv/12NTQ0qKGhQXfffXc0hgIADFBM5ugbGxtVVlYmSSorK1NjY2MshgEA9ENUjuifeOIJSdLEiRPlcrnU2dmp7OxsSVJ2dra6urp6rePxeOTxeCRJVVVVcjqdAx43NTVVTqdTrRFkj8TZMp/OFSuJer6Ir2/bh2K9j4UrWXNJyZstHrkiLvqlS5cqJydHnZ2devzxx1VYWNiv9Vwul1wuV+h2W1vbgMd2Op1hrRctZxs70blghm/bh5J1H0vWXFLyZoskV3/7NuKpm5ycHEmSw+HQmDFjtGvXLjkcDnV0dEiSOjo6eszfAwDiK6KiP3bsmI4ePRr6+9NPP9WIESNUUlKidevWSZLWrVunMWPGRJ4UABCWiKZuOjs7tXz5cklSIBDQzTffrGuvvVaXXnqpampqtHbtWjmdTi1cuDAqYQEAAxdR0efn56u6urrX8qFDh2rJkiWRbPqccLYTtfiwFEAyMeLMWMBE33bGd6wPJjjr2yxc6wYADEfRA4DhKHoAMBxFDwCGo+gBwHAUPQAYjqIHAMNR9ABgOIoeAAxH0QOA4Sh6ADAcRQ8AhqPoAcBwFD0AGI6iBwDDUfQAYDiKHgAMR9EDgOEoegAwXNi/GdvW1qa6ujodPHhQNptNLpdLkydP1qpVq/T+++8rMzNTkjR9+nRdf/31UQsMABiYsIvebrfrnnvuUVFRkY4ePapFixbp6quvliRNmTJFU6ee/YeNAQDxE3bRZ2dnKzs7W5I0ePBgDRs2TD6fL2rBAADREZU5eq/Xq88//1yXXXaZJGnNmjV66KGHVF9fr0OHDkVjCABAmGyWZVmRbODYsWN69NFHNW3aNN1www06ePBgaH7+jTfeUEdHhyoqKnqt5/F45PF4JElVVVU6ceLEgMdOTU2V3+9X68/GRvIUAHxD/uqNYa13+t9kMkrWbJHkuuCCC/r1uIiK3u/3a9myZbrmmmt066239rrf6/Vq2bJlcrvdfW5r3759Ax7f6XSqra1NgZl8HgCYwP782zHb9um+SDaR5CosLOzX48KeurEsSytXrtSwYcN6lHxHR0fo702bNmn48OHhDgEAiIKwP4zdsWOH1q9frxEjRui3v/2tpFNfpdywYYP27t0rm82mvLw8zZo1K2phAQADF3bRX3755Vq1alWv5XxnHgCSC2fGAoDhKHoAMBxFDwCGo+gBwHAUPQAYjqIHAMNR9ABgOIoeAAxH0QOA4Sh6ADAcRQ8AhqPoAcBwFD0AGC7sq1cCQLTF8keEWr/lvlj+4Eky4IgeAAxH0QOA4Sh6ADAcRQ8AhqPoAcBwFD0AGI6iBwDDxex79J988olefvllBYNBTZgwQbfffnushgKAiMTy+/t9Wr0x5kPE5Ig+GAzqxRdf1OLFi1VTU6MNGzboq6++isVQAIA+xKTod+3apYKCAuXn5ys1NVVjx45VY2NjLIYCAPQhJlM3Pp9Pubm5odu5ubnauXNnj8d4PB55PB5JUlVVlQoLC8Maq7CwUPq/j8MPCwAJFm7/9VdMjugty+q1zGaz9bjtcrlUVVWlqqqqsMdZtGhR2OvGErkGLlmzkWtgkjWXlLzZ4pErJkWfm5ur9vb20O329nZlZ2fHYigAQB9iUvSXXnqpWlpa5PV65ff7tXHjRpWUlMRiKABAH+yPPfbYY9HeaEpKigoKCrRixQq99957uuWWW1RaWhrtYSRJRUVFMdlupMg1cMmajVwDk6y5pOTNFutcNutME+oAAGNwZiwAGI6iBwDDnZM/JZhMl1eor69XU1OTHA6H3G63JOnQoUOqqanRgQMHlJeXp8rKSmVkZMQ1V1tbm+rq6nTw4EHZbDa5XC5Nnjw54dlOnDihRx99VH6/X4FAQKWlpSovL5fX61Vtba0OHTqkSy65RA8++KBSU+O/ewaDQS1atEg5OTlatGhR0uSaN2+eBg0apJSUFNntdlVVVSX8vZSkw4cPa+XKlfryyy9ls9k0d+5cFRYWJjTXvn37VFNTE7rt9XpVXl6usrKyhL9e7777rtauXSubzabhw4eroqJCBw8ejP0+Zp1jAoGA9etf/9rav3+/dfLkSeuhhx6yvvzyy4Tl2bZtm7V7925r4cKFoWWvvfaatXr1asuyLGv16tXWa6+9FvdcPp/P2r17t2VZlnXkyBFr/vz51pdffpnwbMFg0Dp69KhlWZZ18uRJ63e/+521Y8cOy+12W//4xz8sy7KsZ5991lqzZk1cc532zjvvWLW1tdaTTz5pWZaVNLkqKiqszs7OHssS/V5almWtWLHC8ng8lmWdej8PHTqUFLlOCwQC1gMPPGB5vd6E52pvb7cqKiqs48ePW5Z1at/64IMP4rKPnXNTN8l2eYVRo0b1OipobGxUWVmZJKmsrCwh+bKzs0Of5A8ePFjDhg2Tz+dLeDabzaZBgwZJkgKBgAKBgGw2m7Zt2xb6Zta4ceMS8pq1t7erqalJEyZMkHTqxL9kyHU2iX4vjxw5ou3bt2v8+PGSpNTUVA0ZMiThub5u69atKigoUF5eXlLkCgaDOnHihAKBgE6cOKGsrKy47GPn3NRNfy6vkGidnZ2hE8Sys7PV1dWV0Dxer1eff/65LrvssqTIFgwG9cgjj2j//v368Y9/rPz8fKWnp8tut0uScnJy5PP54p7rlVde0d13362jR49Kkrq7u5Mi12lPPPGEJGnixIlyuVwJfy+9Xq8yMzNVX1+vL774QkVFRZoxY0bCc33dhg0bdNNNN0lK/L/LnJwc3XbbbZo7d64uuOACXXPNNSoqKorLPnbOFb3Vj8sr4H+OHTsmt9utGTNmKD09PdFxJJ06z6K6ulqHDx/W8uXL9d///jfRkbR582Y5HA4VFRVp27ZtiY7Ty9KlS5WTk6POzk49/vjjMb82Sn8EAgF9/vnn+uUvf6ni4mK9/PLLamhoSHSsEL/fr82bN+uuu+5KdBRJpz67a2xsVF1dndLT0/XUU0/pk08+icvY51zRnwuXV3A4HOro6FB2drY6OjqUmZmZkBx+v19ut1u33HKLbrjhhqTKJklDhgzRqFGjtHPnTh05ckSBQEB2u10+n085OTlxzbJjxw59/PHH2rJli06cOKGjR4/qlVdeSXiu006P63A4NGbMGO3atSvh72Vubq5yc3NVXFwsSSotLVVDQ0PCc522ZcsWXXLJJcrKypKU+H1/69atuuiii0Lj3nDDDdqxY0dc9rFzbo7+XLi8QklJidatWydJWrduncaMGRP3DJZlaeXKlRo2bJhuvfXWpMnW1dWlw4cPSzr1DZytW7dq2LBhuvLKK/XPf/5TkvThhx/G/T296667tHLlStXV1WnBggW66qqrNH/+/ITnkk79r+z0dNKxY8f06aefasSIEQl/L7OyspSbm6t9+/ZJOlVk3/3udxOe67SvT9tIid/3nU6ndu7cqePHj8uyrNDrFY997Jw8M7apqUl/+ctfFAwG9cMf/lDTpk1LWJba2lo1Nzeru7tbDodD5eXlGjNmjGpqatTW1ian06mFCxfG/Wtcn332mZYsWaIRI0aEpramT5+u4uLihGb74osvVFdXp2AwKMuydOONN+qOO+5Qa2trr6+YpaWlxS3X123btk3vvPOOFi1alBS5WltbtXz5ckmnpktuvvlmTZs2Td3d3Qnfz/bu3auVK1fK7/froosuUkVFhSzLSniu48ePa+7cufrzn/8cmrJMhtdr1apV2rhxo+x2uy6++GLNmTNHPp8v5vvYOVn0AID+O+embgAAA0PRA4DhKHoAMBxFDwCGo+gBwHAUPQAYjqIHAMP9P8p2McTJMPKFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in df._get_numeric_data().columns:\n",
    "    ax = df[col].hist()\n",
    "    ax.set_title(col)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 49 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = pd.plotting.scatter_matrix(df._get_numeric_data(),figsize=(10,10))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "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": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}