{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Datasets for Regression \n",
    "\n",
    "In this notebook, we illustrate several simple datasets to illustrate computational techniques.\n",
    "\n",
    "References:\n",
    "\n",
    "Kaggle\n",
    "https://www.kaggle.com/datasets\n",
    "\n",
    "UCI Machine Learning Repository\n",
    "https://archive.ics.uci.edu/ml/datasets.html\n",
    "\n",
    "Scikit-learn already includes several standard datasets\n",
    "http://scikit-learn.org/stable/datasets/\n",
    "\n",
    "Movielens is a famous dataset for movie recommendation\n",
    "http://grouplens.org/datasets/movielens/\n",
    "\n",
    "Turkish Statistics Association also publishes some interesting datasets\n",
    "http://www.tuik.gov.tr\n",
    "\n",
    "A Handbook of Small Data Sets\n",
    "edited by D.J. Hand, F. Daly, A.D. Lunn, K.J. McConway and E. Ostrowski \n",
    "from Chapman and Hall, ISBN 0 412 39920 2.\n",
    "https://www.stat.ncsu.edu/research/sas/sicl/data/\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "df_arac = pd.read_csv(u'data/arac.csv',sep=';')\n",
    "df_kaza = pd.read_csv(u'data/kaza.csv',sep=';')\n",
    "df_enerji = pd.read_csv(u'data/enerji.csv',sep=';')\n",
    "df_iris = pd.read_csv(u'data/iris.txt',sep=' ')\n",
    "df_welllog = pd.read_csv(u'data/well-log.csv',names=['y'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <a src=\"data/arac.csv\">Number of vehicles in Turkey over the last 50 years</a> \n",
    "(from http://www.tuik.gov.tr/UstMenu.do?metod=temelist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>All</th>\n",
       "      <th>Car</th>\n",
       "      <th>Minibus</th>\n",
       "      <th>Bus</th>\n",
       "      <th>SmallTruck</th>\n",
       "      <th>Truck</th>\n",
       "      <th>Motorcycle</th>\n",
       "      <th>SpecialVehicles</th>\n",
       "      <th>Machinery</th>\n",
       "      <th>Tractor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1966</td>\n",
       "      <td>231977</td>\n",
       "      <td>91469</td>\n",
       "      <td>10913</td>\n",
       "      <td>12041</td>\n",
       "      <td>31462</td>\n",
       "      <td>47931</td>\n",
       "      <td>32099</td>\n",
       "      <td>3610</td>\n",
       "      <td>2452.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1967</td>\n",
       "      <td>284194</td>\n",
       "      <td>112367</td>\n",
       "      <td>16008</td>\n",
       "      <td>13332</td>\n",
       "      <td>39927</td>\n",
       "      <td>56889</td>\n",
       "      <td>39647</td>\n",
       "      <td>3641</td>\n",
       "      <td>2383.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1968</td>\n",
       "      <td>318768</td>\n",
       "      <td>125375</td>\n",
       "      <td>18967</td>\n",
       "      <td>13948</td>\n",
       "      <td>43441</td>\n",
       "      <td>62616</td>\n",
       "      <td>47062</td>\n",
       "      <td>4033</td>\n",
       "      <td>3326.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1969</td>\n",
       "      <td>354398</td>\n",
       "      <td>137345</td>\n",
       "      <td>20540</td>\n",
       "      <td>15529</td>\n",
       "      <td>48655</td>\n",
       "      <td>69478</td>\n",
       "      <td>52959</td>\n",
       "      <td>4568</td>\n",
       "      <td>5324.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1970</td>\n",
       "      <td>369808</td>\n",
       "      <td>137771</td>\n",
       "      <td>20916</td>\n",
       "      <td>15980</td>\n",
       "      <td>52152</td>\n",
       "      <td>70730</td>\n",
       "      <td>60994</td>\n",
       "      <td>5070</td>\n",
       "      <td>6195.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1971</td>\n",
       "      <td>403880</td>\n",
       "      <td>153676</td>\n",
       "      <td>22380</td>\n",
       "      <td>17140</td>\n",
       "      <td>57011</td>\n",
       "      <td>73433</td>\n",
       "      <td>68417</td>\n",
       "      <td>5349</td>\n",
       "      <td>6474.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1972</td>\n",
       "      <td>460087</td>\n",
       "      <td>187272</td>\n",
       "      <td>25559</td>\n",
       "      <td>18504</td>\n",
       "      <td>62796</td>\n",
       "      <td>78920</td>\n",
       "      <td>74402</td>\n",
       "      <td>5747</td>\n",
       "      <td>6887.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1973</td>\n",
       "      <td>543318</td>\n",
       "      <td>240360</td>\n",
       "      <td>30055</td>\n",
       "      <td>20011</td>\n",
       "      <td>71043</td>\n",
       "      <td>86780</td>\n",
       "      <td>80860</td>\n",
       "      <td>6420</td>\n",
       "      <td>7789.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1974</td>\n",
       "      <td>647947</td>\n",
       "      <td>313160</td>\n",
       "      <td>34122</td>\n",
       "      <td>21404</td>\n",
       "      <td>81025</td>\n",
       "      <td>95309</td>\n",
       "      <td>86028</td>\n",
       "      <td>7338</td>\n",
       "      <td>9561.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1975</td>\n",
       "      <td>785920</td>\n",
       "      <td>403546</td>\n",
       "      <td>40623</td>\n",
       "      <td>23763</td>\n",
       "      <td>98579</td>\n",
       "      <td>108381</td>\n",
       "      <td>91421</td>\n",
       "      <td>8450</td>\n",
       "      <td>11157.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1976</td>\n",
       "      <td>920141</td>\n",
       "      <td>488894</td>\n",
       "      <td>46066</td>\n",
       "      <td>25388</td>\n",
       "      <td>116861</td>\n",
       "      <td>122176</td>\n",
       "      <td>96984</td>\n",
       "      <td>9224</td>\n",
       "      <td>14548.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1977</td>\n",
       "      <td>1042239</td>\n",
       "      <td>560424</td>\n",
       "      <td>51999</td>\n",
       "      <td>27096</td>\n",
       "      <td>134213</td>\n",
       "      <td>138093</td>\n",
       "      <td>102127</td>\n",
       "      <td>10137</td>\n",
       "      <td>18150.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1978</td>\n",
       "      <td>1142561</td>\n",
       "      <td>624438</td>\n",
       "      <td>56836</td>\n",
       "      <td>28559</td>\n",
       "      <td>144695</td>\n",
       "      <td>146551</td>\n",
       "      <td>109890</td>\n",
       "      <td>10698</td>\n",
       "      <td>20894.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1979</td>\n",
       "      <td>1566405</td>\n",
       "      <td>688687</td>\n",
       "      <td>61596</td>\n",
       "      <td>30634</td>\n",
       "      <td>155278</td>\n",
       "      <td>157095</td>\n",
       "      <td>120378</td>\n",
       "      <td>11291</td>\n",
       "      <td>22875.0</td>\n",
       "      <td>318571.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1980</td>\n",
       "      <td>1696681</td>\n",
       "      <td>742252</td>\n",
       "      <td>64707</td>\n",
       "      <td>32783</td>\n",
       "      <td>165821</td>\n",
       "      <td>164893</td>\n",
       "      <td>137931</td>\n",
       "      <td>11777</td>\n",
       "      <td>24090.0</td>\n",
       "      <td>352427.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1981</td>\n",
       "      <td>1802742</td>\n",
       "      <td>776432</td>\n",
       "      <td>66514</td>\n",
       "      <td>33839</td>\n",
       "      <td>172269</td>\n",
       "      <td>172372</td>\n",
       "      <td>160557</td>\n",
       "      <td>12459</td>\n",
       "      <td>26246.0</td>\n",
       "      <td>382054.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1982</td>\n",
       "      <td>1901926</td>\n",
       "      <td>811465</td>\n",
       "      <td>69598</td>\n",
       "      <td>35432</td>\n",
       "      <td>178762</td>\n",
       "      <td>180772</td>\n",
       "      <td>182795</td>\n",
       "      <td>13386</td>\n",
       "      <td>30160.0</td>\n",
       "      <td>399556.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1983</td>\n",
       "      <td>2041244</td>\n",
       "      <td>856350</td>\n",
       "      <td>73585</td>\n",
       "      <td>38478</td>\n",
       "      <td>186427</td>\n",
       "      <td>190277</td>\n",
       "      <td>217327</td>\n",
       "      <td>14705</td>\n",
       "      <td>33532.0</td>\n",
       "      <td>430563.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1984</td>\n",
       "      <td>2215174</td>\n",
       "      <td>919577</td>\n",
       "      <td>80697</td>\n",
       "      <td>43638</td>\n",
       "      <td>198106</td>\n",
       "      <td>197721</td>\n",
       "      <td>256338</td>\n",
       "      <td>16312</td>\n",
       "      <td>39445.0</td>\n",
       "      <td>463340.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1985</td>\n",
       "      <td>2391357</td>\n",
       "      <td>983444</td>\n",
       "      <td>87951</td>\n",
       "      <td>47119</td>\n",
       "      <td>212505</td>\n",
       "      <td>205496</td>\n",
       "      <td>289052</td>\n",
       "      <td>17639</td>\n",
       "      <td>45561.0</td>\n",
       "      <td>502590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1986</td>\n",
       "      <td>2641353</td>\n",
       "      <td>1087234</td>\n",
       "      <td>97917</td>\n",
       "      <td>50798</td>\n",
       "      <td>224755</td>\n",
       "      <td>217111</td>\n",
       "      <td>327326</td>\n",
       "      <td>19448</td>\n",
       "      <td>50819.0</td>\n",
       "      <td>565945.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1987</td>\n",
       "      <td>2887287</td>\n",
       "      <td>1193021</td>\n",
       "      <td>106314</td>\n",
       "      <td>53554</td>\n",
       "      <td>233480</td>\n",
       "      <td>225872</td>\n",
       "      <td>369894</td>\n",
       "      <td>21236</td>\n",
       "      <td>55129.0</td>\n",
       "      <td>628787.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1988</td>\n",
       "      <td>3140265</td>\n",
       "      <td>1310257</td>\n",
       "      <td>112885</td>\n",
       "      <td>56172</td>\n",
       "      <td>240718</td>\n",
       "      <td>234166</td>\n",
       "      <td>420889</td>\n",
       "      <td>23301</td>\n",
       "      <td>58300.0</td>\n",
       "      <td>683577.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1989</td>\n",
       "      <td>3388259</td>\n",
       "      <td>1434830</td>\n",
       "      <td>118026</td>\n",
       "      <td>58859</td>\n",
       "      <td>248567</td>\n",
       "      <td>241392</td>\n",
       "      <td>472853</td>\n",
       "      <td>25060</td>\n",
       "      <td>60191.0</td>\n",
       "      <td>728481.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1990</td>\n",
       "      <td>3750678</td>\n",
       "      <td>1649879</td>\n",
       "      <td>125399</td>\n",
       "      <td>63700</td>\n",
       "      <td>263407</td>\n",
       "      <td>257353</td>\n",
       "      <td>531941</td>\n",
       "      <td>26519</td>\n",
       "      <td>63024.0</td>\n",
       "      <td>769456.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1991</td>\n",
       "      <td>4101975</td>\n",
       "      <td>1864344</td>\n",
       "      <td>133632</td>\n",
       "      <td>68973</td>\n",
       "      <td>280891</td>\n",
       "      <td>273409</td>\n",
       "      <td>590488</td>\n",
       "      <td>28606</td>\n",
       "      <td>66981.0</td>\n",
       "      <td>794651.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1992</td>\n",
       "      <td>4584717</td>\n",
       "      <td>2181388</td>\n",
       "      <td>145312</td>\n",
       "      <td>75592</td>\n",
       "      <td>308180</td>\n",
       "      <td>287160</td>\n",
       "      <td>655347</td>\n",
       "      <td>31158</td>\n",
       "      <td>72000.0</td>\n",
       "      <td>828580.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1993</td>\n",
       "      <td>5250622</td>\n",
       "      <td>2619852</td>\n",
       "      <td>159900</td>\n",
       "      <td>84254</td>\n",
       "      <td>354290</td>\n",
       "      <td>305511</td>\n",
       "      <td>743320</td>\n",
       "      <td>33703</td>\n",
       "      <td>79233.0</td>\n",
       "      <td>870559.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1994</td>\n",
       "      <td>5606712</td>\n",
       "      <td>2861640</td>\n",
       "      <td>166424</td>\n",
       "      <td>87545</td>\n",
       "      <td>374473</td>\n",
       "      <td>313771</td>\n",
       "      <td>788786</td>\n",
       "      <td>35495</td>\n",
       "      <td>83072.0</td>\n",
       "      <td>895506.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1995</td>\n",
       "      <td>5922859</td>\n",
       "      <td>3058511</td>\n",
       "      <td>173051</td>\n",
       "      <td>90197</td>\n",
       "      <td>397743</td>\n",
       "      <td>321421</td>\n",
       "      <td>819922</td>\n",
       "      <td>37272</td>\n",
       "      <td>87214.0</td>\n",
       "      <td>937528.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1996</td>\n",
       "      <td>6305707</td>\n",
       "      <td>3274156</td>\n",
       "      <td>182694</td>\n",
       "      <td>94978</td>\n",
       "      <td>442788</td>\n",
       "      <td>333269</td>\n",
       "      <td>854150</td>\n",
       "      <td>40212</td>\n",
       "      <td>95318.0</td>\n",
       "      <td>988142.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1997</td>\n",
       "      <td>6863462</td>\n",
       "      <td>3570105</td>\n",
       "      <td>197057</td>\n",
       "      <td>101896</td>\n",
       "      <td>529838</td>\n",
       "      <td>353586</td>\n",
       "      <td>905121</td>\n",
       "      <td>45327</td>\n",
       "      <td>107151.0</td>\n",
       "      <td>1053381.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1998</td>\n",
       "      <td>7371541</td>\n",
       "      <td>3838288</td>\n",
       "      <td>211495</td>\n",
       "      <td>108361</td>\n",
       "      <td>626004</td>\n",
       "      <td>371163</td>\n",
       "      <td>940935</td>\n",
       "      <td>49925</td>\n",
       "      <td>117913.0</td>\n",
       "      <td>1107457.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1999</td>\n",
       "      <td>7758511</td>\n",
       "      <td>4072326</td>\n",
       "      <td>221683</td>\n",
       "      <td>112186</td>\n",
       "      <td>692935</td>\n",
       "      <td>378967</td>\n",
       "      <td>975746</td>\n",
       "      <td>52105</td>\n",
       "      <td>120937.0</td>\n",
       "      <td>1131626.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2000</td>\n",
       "      <td>8320449</td>\n",
       "      <td>4422180</td>\n",
       "      <td>235885</td>\n",
       "      <td>118454</td>\n",
       "      <td>794459</td>\n",
       "      <td>394283</td>\n",
       "      <td>1011284</td>\n",
       "      <td>55677</td>\n",
       "      <td>129157.0</td>\n",
       "      <td>1159070.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2001</td>\n",
       "      <td>8521956</td>\n",
       "      <td>4534803</td>\n",
       "      <td>239381</td>\n",
       "      <td>119306</td>\n",
       "      <td>833175</td>\n",
       "      <td>396493</td>\n",
       "      <td>1031221</td>\n",
       "      <td>57490</td>\n",
       "      <td>131019.0</td>\n",
       "      <td>1179068.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2002</td>\n",
       "      <td>8655170</td>\n",
       "      <td>4600140</td>\n",
       "      <td>241700</td>\n",
       "      <td>120097</td>\n",
       "      <td>875381</td>\n",
       "      <td>399025</td>\n",
       "      <td>1046907</td>\n",
       "      <td>58790</td>\n",
       "      <td>133003.0</td>\n",
       "      <td>1180127.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2003</td>\n",
       "      <td>8903843</td>\n",
       "      <td>4700343</td>\n",
       "      <td>245394</td>\n",
       "      <td>123500</td>\n",
       "      <td>973457</td>\n",
       "      <td>405034</td>\n",
       "      <td>1073415</td>\n",
       "      <td>60511</td>\n",
       "      <td>137933.0</td>\n",
       "      <td>1184256.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2004</td>\n",
       "      <td>10236357</td>\n",
       "      <td>5400440</td>\n",
       "      <td>318954</td>\n",
       "      <td>152712</td>\n",
       "      <td>1259867</td>\n",
       "      <td>647420</td>\n",
       "      <td>1218677</td>\n",
       "      <td>28004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1210283.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2005</td>\n",
       "      <td>11145826</td>\n",
       "      <td>5772745</td>\n",
       "      <td>338539</td>\n",
       "      <td>163390</td>\n",
       "      <td>1475057</td>\n",
       "      <td>676929</td>\n",
       "      <td>1441066</td>\n",
       "      <td>30333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1247767.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2006</td>\n",
       "      <td>12227393</td>\n",
       "      <td>6140992</td>\n",
       "      <td>357523</td>\n",
       "      <td>175949</td>\n",
       "      <td>1695624</td>\n",
       "      <td>709535</td>\n",
       "      <td>1822831</td>\n",
       "      <td>34260</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1290679.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2007</td>\n",
       "      <td>13022945</td>\n",
       "      <td>6472156</td>\n",
       "      <td>372601</td>\n",
       "      <td>189128</td>\n",
       "      <td>1890459</td>\n",
       "      <td>729202</td>\n",
       "      <td>2003492</td>\n",
       "      <td>38573</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1327334.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2008</td>\n",
       "      <td>13765395</td>\n",
       "      <td>6796629</td>\n",
       "      <td>383548</td>\n",
       "      <td>199934</td>\n",
       "      <td>2066007</td>\n",
       "      <td>744217</td>\n",
       "      <td>2181383</td>\n",
       "      <td>35100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1358577.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2009</td>\n",
       "      <td>14316700</td>\n",
       "      <td>7093964</td>\n",
       "      <td>384053</td>\n",
       "      <td>201033</td>\n",
       "      <td>2204951</td>\n",
       "      <td>727302</td>\n",
       "      <td>2303261</td>\n",
       "      <td>34104</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1368032.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2010</td>\n",
       "      <td>15095603</td>\n",
       "      <td>7544871</td>\n",
       "      <td>386973</td>\n",
       "      <td>208510</td>\n",
       "      <td>2399038</td>\n",
       "      <td>726359</td>\n",
       "      <td>2389488</td>\n",
       "      <td>35492</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1404872.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2011</td>\n",
       "      <td>16089528</td>\n",
       "      <td>8113111</td>\n",
       "      <td>389435</td>\n",
       "      <td>219906</td>\n",
       "      <td>2611104</td>\n",
       "      <td>728458</td>\n",
       "      <td>2527190</td>\n",
       "      <td>34116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1466208.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2012</td>\n",
       "      <td>17033413</td>\n",
       "      <td>8648875</td>\n",
       "      <td>396119</td>\n",
       "      <td>235949</td>\n",
       "      <td>2794606</td>\n",
       "      <td>751650</td>\n",
       "      <td>2657722</td>\n",
       "      <td>33071</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1515421.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2013</td>\n",
       "      <td>17939447</td>\n",
       "      <td>9283923</td>\n",
       "      <td>421848</td>\n",
       "      <td>219885</td>\n",
       "      <td>2933050</td>\n",
       "      <td>755950</td>\n",
       "      <td>2722826</td>\n",
       "      <td>36148</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1565817.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2014</td>\n",
       "      <td>18828721</td>\n",
       "      <td>9857915</td>\n",
       "      <td>427264</td>\n",
       "      <td>211200</td>\n",
       "      <td>3062479</td>\n",
       "      <td>773728</td>\n",
       "      <td>2828466</td>\n",
       "      <td>40731</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1626938.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2015</td>\n",
       "      <td>19882069</td>\n",
       "      <td>10509258</td>\n",
       "      <td>446822</td>\n",
       "      <td>216566</td>\n",
       "      <td>3235304</td>\n",
       "      <td>802615</td>\n",
       "      <td>2938821</td>\n",
       "      <td>45138</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1687545.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Year       All       Car  Minibus     Bus  SmallTruck   Truck  Motorcycle  \\\n",
       "0   1966    231977     91469    10913   12041       31462   47931       32099   \n",
       "1   1967    284194    112367    16008   13332       39927   56889       39647   \n",
       "2   1968    318768    125375    18967   13948       43441   62616       47062   \n",
       "3   1969    354398    137345    20540   15529       48655   69478       52959   \n",
       "4   1970    369808    137771    20916   15980       52152   70730       60994   \n",
       "5   1971    403880    153676    22380   17140       57011   73433       68417   \n",
       "6   1972    460087    187272    25559   18504       62796   78920       74402   \n",
       "7   1973    543318    240360    30055   20011       71043   86780       80860   \n",
       "8   1974    647947    313160    34122   21404       81025   95309       86028   \n",
       "9   1975    785920    403546    40623   23763       98579  108381       91421   \n",
       "10  1976    920141    488894    46066   25388      116861  122176       96984   \n",
       "11  1977   1042239    560424    51999   27096      134213  138093      102127   \n",
       "12  1978   1142561    624438    56836   28559      144695  146551      109890   \n",
       "13  1979   1566405    688687    61596   30634      155278  157095      120378   \n",
       "14  1980   1696681    742252    64707   32783      165821  164893      137931   \n",
       "15  1981   1802742    776432    66514   33839      172269  172372      160557   \n",
       "16  1982   1901926    811465    69598   35432      178762  180772      182795   \n",
       "17  1983   2041244    856350    73585   38478      186427  190277      217327   \n",
       "18  1984   2215174    919577    80697   43638      198106  197721      256338   \n",
       "19  1985   2391357    983444    87951   47119      212505  205496      289052   \n",
       "20  1986   2641353   1087234    97917   50798      224755  217111      327326   \n",
       "21  1987   2887287   1193021   106314   53554      233480  225872      369894   \n",
       "22  1988   3140265   1310257   112885   56172      240718  234166      420889   \n",
       "23  1989   3388259   1434830   118026   58859      248567  241392      472853   \n",
       "24  1990   3750678   1649879   125399   63700      263407  257353      531941   \n",
       "25  1991   4101975   1864344   133632   68973      280891  273409      590488   \n",
       "26  1992   4584717   2181388   145312   75592      308180  287160      655347   \n",
       "27  1993   5250622   2619852   159900   84254      354290  305511      743320   \n",
       "28  1994   5606712   2861640   166424   87545      374473  313771      788786   \n",
       "29  1995   5922859   3058511   173051   90197      397743  321421      819922   \n",
       "30  1996   6305707   3274156   182694   94978      442788  333269      854150   \n",
       "31  1997   6863462   3570105   197057  101896      529838  353586      905121   \n",
       "32  1998   7371541   3838288   211495  108361      626004  371163      940935   \n",
       "33  1999   7758511   4072326   221683  112186      692935  378967      975746   \n",
       "34  2000   8320449   4422180   235885  118454      794459  394283     1011284   \n",
       "35  2001   8521956   4534803   239381  119306      833175  396493     1031221   \n",
       "36  2002   8655170   4600140   241700  120097      875381  399025     1046907   \n",
       "37  2003   8903843   4700343   245394  123500      973457  405034     1073415   \n",
       "38  2004  10236357   5400440   318954  152712     1259867  647420     1218677   \n",
       "39  2005  11145826   5772745   338539  163390     1475057  676929     1441066   \n",
       "40  2006  12227393   6140992   357523  175949     1695624  709535     1822831   \n",
       "41  2007  13022945   6472156   372601  189128     1890459  729202     2003492   \n",
       "42  2008  13765395   6796629   383548  199934     2066007  744217     2181383   \n",
       "43  2009  14316700   7093964   384053  201033     2204951  727302     2303261   \n",
       "44  2010  15095603   7544871   386973  208510     2399038  726359     2389488   \n",
       "45  2011  16089528   8113111   389435  219906     2611104  728458     2527190   \n",
       "46  2012  17033413   8648875   396119  235949     2794606  751650     2657722   \n",
       "47  2013  17939447   9283923   421848  219885     2933050  755950     2722826   \n",
       "48  2014  18828721   9857915   427264  211200     3062479  773728     2828466   \n",
       "49  2015  19882069  10509258   446822  216566     3235304  802615     2938821   \n",
       "\n",
       "    SpecialVehicles  Machinery    Tractor  \n",
       "0              3610     2452.0        NaN  \n",
       "1              3641     2383.0        NaN  \n",
       "2              4033     3326.0        NaN  \n",
       "3              4568     5324.0        NaN  \n",
       "4              5070     6195.0        NaN  \n",
       "5              5349     6474.0        NaN  \n",
       "6              5747     6887.0        NaN  \n",
       "7              6420     7789.0        NaN  \n",
       "8              7338     9561.0        NaN  \n",
       "9              8450    11157.0        NaN  \n",
       "10             9224    14548.0        NaN  \n",
       "11            10137    18150.0        NaN  \n",
       "12            10698    20894.0        NaN  \n",
       "13            11291    22875.0   318571.0  \n",
       "14            11777    24090.0   352427.0  \n",
       "15            12459    26246.0   382054.0  \n",
       "16            13386    30160.0   399556.0  \n",
       "17            14705    33532.0   430563.0  \n",
       "18            16312    39445.0   463340.0  \n",
       "19            17639    45561.0   502590.0  \n",
       "20            19448    50819.0   565945.0  \n",
       "21            21236    55129.0   628787.0  \n",
       "22            23301    58300.0   683577.0  \n",
       "23            25060    60191.0   728481.0  \n",
       "24            26519    63024.0   769456.0  \n",
       "25            28606    66981.0   794651.0  \n",
       "26            31158    72000.0   828580.0  \n",
       "27            33703    79233.0   870559.0  \n",
       "28            35495    83072.0   895506.0  \n",
       "29            37272    87214.0   937528.0  \n",
       "30            40212    95318.0   988142.0  \n",
       "31            45327   107151.0  1053381.0  \n",
       "32            49925   117913.0  1107457.0  \n",
       "33            52105   120937.0  1131626.0  \n",
       "34            55677   129157.0  1159070.0  \n",
       "35            57490   131019.0  1179068.0  \n",
       "36            58790   133003.0  1180127.0  \n",
       "37            60511   137933.0  1184256.0  \n",
       "38            28004        NaN  1210283.0  \n",
       "39            30333        NaN  1247767.0  \n",
       "40            34260        NaN  1290679.0  \n",
       "41            38573        NaN  1327334.0  \n",
       "42            35100        NaN  1358577.0  \n",
       "43            34104        NaN  1368032.0  \n",
       "44            35492        NaN  1404872.0  \n",
       "45            34116        NaN  1466208.0  \n",
       "46            33071        NaN  1515421.0  \n",
       "47            36148        NaN  1565817.0  \n",
       "48            40731        NaN  1626938.0  \n",
       "49            45138        NaN  1687545.0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_arac"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization\n",
    "\n",
    "We show each time series $x_t$ as a plot. Here, $t = 1966, \\dots, 2015$.\n",
    "\n",
    "It is also useful to visualize to get a feel of the proportional chance over time $$r_t = \\log \\frac{x_t}{x_{t-1}}$$\n",
    "\n",
    "When displaying several plots, it is important to match the scales inorder not to miss relevant structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XylJ2dejE4z85mRH9u3HZyYN5tXgLFz/4Bt2yG/7dticrNuwE4Kg+XTj84Bym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\n1IbNFR/sp+p4E7fOCj6QDbcLx+Rwwahsflr6IY+8vZVDdfQ4gKpvaOYPb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UgAACAASURB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gyaIiISs5iypgQt1+8Cm4FngZXADnevDFYpBfoEr/sA6wCC5TuBruHldbaJVt61CccQEUmJ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\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h7s+Gt2uB5wi6HKZrYT4fuNUDTxLUg54MfABY6e573X0fwc9lbh8eSlrdPUZ3r3H3VUBT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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118ffacc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "%matplotlib inline\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pylab as plt\n",
    "import numpy as np\n",
    "\n",
    "df_arac = pd.read_csv(u'data/arac.csv',sep=';')\n",
    "\n",
    "df = df_arac\n",
    "\n",
    "cols = {'All':'r', 'Bus':'g', 'Car':'b', 'Minibus': 'm', 'Motorcycle':'y', 'SmallTruck':'r', 'Truck':'k', 'SpecialVehicles':'w', 'Machinery':'g'}\n",
    "N = len(cols.keys())\n",
    "\n",
    "i = 0\n",
    "plt.figure(figsize=(12,38))\n",
    "for v in sorted(cols.keys()):\n",
    "    i += 1\n",
    "    plt.subplot(N,2,i)\n",
    "    plt.plot(df['Year'],df[v],'o-',markerfacecolor=cols[v])\n",
    "    #if i != 1:\n",
    "    #    plt.ylim([0,1E7])\n",
    "    plt.title(v)\n",
    "    \n",
    "    # Log ratio\n",
    "    lr = np.log10(df[v]) - np.log10(df[v].shift(1))\n",
    "    i += 1\n",
    "    plt.subplot(N,2,i)\n",
    "    plt.plot(df['Year'],lr,'o-',markerfacecolor=cols[v])\n",
    "    plt.ylim([-0.1,0.2])\n",
    "    plt.title(v)\n",
    "    \n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <a src=\"data/kaza.csv\">Number of Accidents and Losses</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>NumberOfAccidents</th>\n",
       "      <th>MaterialLossOnly</th>\n",
       "      <th>PersonalInjury</th>\n",
       "      <th>PersonsKilled</th>\n",
       "      <th>PersonsInjured</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2002</td>\n",
       "      <td>439777</td>\n",
       "      <td>374029</td>\n",
       "      <td>65748</td>\n",
       "      <td>4093</td>\n",
       "      <td>116412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2003</td>\n",
       "      <td>455637</td>\n",
       "      <td>388606</td>\n",
       "      <td>67031</td>\n",
       "      <td>3946</td>\n",
       "      <td>118214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2004</td>\n",
       "      <td>537352</td>\n",
       "      <td>460344</td>\n",
       "      <td>77008</td>\n",
       "      <td>4427</td>\n",
       "      <td>136437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2005</td>\n",
       "      <td>620789</td>\n",
       "      <td>533516</td>\n",
       "      <td>87273</td>\n",
       "      <td>4505</td>\n",
       "      <td>154086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2006</td>\n",
       "      <td>728755</td>\n",
       "      <td>632627</td>\n",
       "      <td>96128</td>\n",
       "      <td>4633</td>\n",
       "      <td>169080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2007</td>\n",
       "      <td>825561</td>\n",
       "      <td>718567</td>\n",
       "      <td>106994</td>\n",
       "      <td>5007</td>\n",
       "      <td>189057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2008</td>\n",
       "      <td>950120</td>\n",
       "      <td>845908</td>\n",
       "      <td>104212</td>\n",
       "      <td>4236</td>\n",
       "      <td>184468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2009</td>\n",
       "      <td>1053346</td>\n",
       "      <td>942225</td>\n",
       "      <td>111121</td>\n",
       "      <td>4324</td>\n",
       "      <td>201380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2010</td>\n",
       "      <td>1106201</td>\n",
       "      <td>989397</td>\n",
       "      <td>116804</td>\n",
       "      <td>4045</td>\n",
       "      <td>211496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2011</td>\n",
       "      <td>1228928</td>\n",
       "      <td>1097083</td>\n",
       "      <td>131845</td>\n",
       "      <td>3835</td>\n",
       "      <td>238074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2012</td>\n",
       "      <td>1296634</td>\n",
       "      <td>1143082</td>\n",
       "      <td>153552</td>\n",
       "      <td>3750</td>\n",
       "      <td>268079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2013</td>\n",
       "      <td>1207354</td>\n",
       "      <td>1046048</td>\n",
       "      <td>161306</td>\n",
       "      <td>3685</td>\n",
       "      <td>274829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2014</td>\n",
       "      <td>1199010</td>\n",
       "      <td>1030498</td>\n",
       "      <td>168512</td>\n",
       "      <td>3524</td>\n",
       "      <td>285059</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Year  NumberOfAccidents  MaterialLossOnly  PersonalInjury  PersonsKilled  \\\n",
       "0   2002             439777            374029           65748           4093   \n",
       "1   2003             455637            388606           67031           3946   \n",
       "2   2004             537352            460344           77008           4427   \n",
       "3   2005             620789            533516           87273           4505   \n",
       "4   2006             728755            632627           96128           4633   \n",
       "5   2007             825561            718567          106994           5007   \n",
       "6   2008             950120            845908          104212           4236   \n",
       "7   2009            1053346            942225          111121           4324   \n",
       "8   2010            1106201            989397          116804           4045   \n",
       "9   2011            1228928           1097083          131845           3835   \n",
       "10  2012            1296634           1143082          153552           3750   \n",
       "11  2013            1207354           1046048          161306           3685   \n",
       "12  2014            1199010           1030498          168512           3524   \n",
       "\n",
       "    PersonsInjured  \n",
       "0           116412  \n",
       "1           118214  \n",
       "2           136437  \n",
       "3           154086  \n",
       "4           169080  \n",
       "5           189057  \n",
       "6           184468  \n",
       "7           201380  \n",
       "8           211496  \n",
       "9           238074  \n",
       "10          268079  \n",
       "11          274829  \n",
       "12          285059  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_kaza"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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SRESk/lMQF2nkSpvbOz0dJk0Kvd7Dh0PLlkltpoiISIOjIC7SCB04AAsWhJ7v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\nERGJgIK4iIiIiEgE/h9rRQVbkzViswAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d54f898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = {'NumberOfAccidents': 'b', 'MaterialLossOnly':'g', 'PersonalInjury':'k', 'PersonsKilled':'r', 'PersonsInjured':'m'}\n",
    "\n",
    "x = df_kaza['Year']\n",
    "#y = df_kaza['PersonsInjured']\n",
    "#y = df_kaza['PersonsKilled']\n",
    "N = len(cols.keys())\n",
    "\n",
    "plt.figure(figsize=(12,14))\n",
    "i = 0\n",
    "for v in cols.keys():\n",
    "    i += 1\n",
    "    plt.subplot(N,1,i)\n",
    "    y = df_kaza[v]\n",
    "    plt.plot(x ,y ,cols[v]+'o-', markerfacecolor=cols[v])\n",
    "    plt.title(v)\n",
    "    \n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <a src=\"data/enerji.csv\">Energy Consumption in Turkey</a>\n",
    "\n",
    "This data set contains the total energy consumption in GigaWatts and its distribution over different sectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Total</th>\n",
       "      <th>Household</th>\n",
       "      <th>Commercial</th>\n",
       "      <th>Government</th>\n",
       "      <th>Industrial</th>\n",
       "      <th>Illumination</th>\n",
       "      <th>Other</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1970</td>\n",
       "      <td>7307.80000</td>\n",
       "      <td>15.899450</td>\n",
       "      <td>4.774351</td>\n",
       "      <td>4.129834</td>\n",
       "      <td>64.173896</td>\n",
       "      <td>2.641014</td>\n",
       "      <td>8.381455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1971</td>\n",
       "      <td>8289.30000</td>\n",
       "      <td>16.263134</td>\n",
       "      <td>4.567334</td>\n",
       "      <td>4.130626</td>\n",
       "      <td>64.478303</td>\n",
       "      <td>2.412749</td>\n",
       "      <td>8.147853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1972</td>\n",
       "      <td>9527.30000</td>\n",
       "      <td>16.087454</td>\n",
       "      <td>4.676036</td>\n",
       "      <td>3.815352</td>\n",
       "      <td>64.999528</td>\n",
       "      <td>2.183200</td>\n",
       "      <td>8.238431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1973</td>\n",
       "      <td>10530.10000</td>\n",
       "      <td>14.793782</td>\n",
       "      <td>4.299104</td>\n",
       "      <td>3.517535</td>\n",
       "      <td>67.287110</td>\n",
       "      <td>2.059809</td>\n",
       "      <td>8.042659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1974</td>\n",
       "      <td>11358.70000</td>\n",
       "      <td>15.157544</td>\n",
       "      <td>5.075405</td>\n",
       "      <td>3.828783</td>\n",
       "      <td>66.720663</td>\n",
       "      <td>1.957971</td>\n",
       "      <td>7.259634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1975</td>\n",
       "      <td>13491.70000</td>\n",
       "      <td>17.485565</td>\n",
       "      <td>4.887449</td>\n",
       "      <td>3.675593</td>\n",
       "      <td>64.819852</td>\n",
       "      <td>1.857438</td>\n",
       "      <td>7.274102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1976</td>\n",
       "      <td>16078.90000</td>\n",
       "      <td>17.549708</td>\n",
       "      <td>4.653303</td>\n",
       "      <td>3.455460</td>\n",
       "      <td>65.334693</td>\n",
       "      <td>1.591527</td>\n",
       "      <td>7.415308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1977</td>\n",
       "      <td>17968.80000</td>\n",
       "      <td>17.701794</td>\n",
       "      <td>4.988090</td>\n",
       "      <td>3.086461</td>\n",
       "      <td>66.688371</td>\n",
       "      <td>1.418013</td>\n",
       "      <td>6.117270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1978</td>\n",
       "      <td>18933.80000</td>\n",
       "      <td>18.901647</td>\n",
       "      <td>4.878577</td>\n",
       "      <td>3.172105</td>\n",
       "      <td>65.523561</td>\n",
       "      <td>1.460879</td>\n",
       "      <td>6.063231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1979</td>\n",
       "      <td>19633.10000</td>\n",
       "      <td>20.140477</td>\n",
       "      <td>5.725535</td>\n",
       "      <td>3.168119</td>\n",
       "      <td>63.858993</td>\n",
       "      <td>1.479644</td>\n",
       "      <td>5.627232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1980</td>\n",
       "      <td>20398.20000</td>\n",
       "      <td>21.507290</td>\n",
       "      <td>5.621574</td>\n",
       "      <td>2.986538</td>\n",
       "      <td>63.769842</td>\n",
       "      <td>1.419243</td>\n",
       "      <td>4.695512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1981</td>\n",
       "      <td>22030.00000</td>\n",
       "      <td>20.944167</td>\n",
       "      <td>5.705402</td>\n",
       "      <td>2.896505</td>\n",
       "      <td>64.485247</td>\n",
       "      <td>1.354517</td>\n",
       "      <td>4.614163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1982</td>\n",
       "      <td>23586.80000</td>\n",
       "      <td>20.886258</td>\n",
       "      <td>5.832923</td>\n",
       "      <td>2.527261</td>\n",
       "      <td>64.433073</td>\n",
       "      <td>1.310055</td>\n",
       "      <td>5.010430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1983</td>\n",
       "      <td>24465.10000</td>\n",
       "      <td>21.029548</td>\n",
       "      <td>5.720394</td>\n",
       "      <td>2.808082</td>\n",
       "      <td>63.664976</td>\n",
       "      <td>1.211113</td>\n",
       "      <td>5.565888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1984</td>\n",
       "      <td>27635.20000</td>\n",
       "      <td>19.802281</td>\n",
       "      <td>5.680798</td>\n",
       "      <td>2.774360</td>\n",
       "      <td>65.232023</td>\n",
       "      <td>1.197024</td>\n",
       "      <td>5.313513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1985</td>\n",
       "      <td>29708.60000</td>\n",
       "      <td>18.965215</td>\n",
       "      <td>5.454649</td>\n",
       "      <td>3.000815</td>\n",
       "      <td>66.000081</td>\n",
       "      <td>1.370983</td>\n",
       "      <td>5.208256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1986</td>\n",
       "      <td>32209.70000</td>\n",
       "      <td>18.951123</td>\n",
       "      <td>5.215820</td>\n",
       "      <td>3.217354</td>\n",
       "      <td>64.843510</td>\n",
       "      <td>2.067700</td>\n",
       "      <td>5.704493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1987</td>\n",
       "      <td>36697.30000</td>\n",
       "      <td>18.920193</td>\n",
       "      <td>4.762748</td>\n",
       "      <td>3.184703</td>\n",
       "      <td>65.053560</td>\n",
       "      <td>2.142664</td>\n",
       "      <td>5.936132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1988</td>\n",
       "      <td>39721.50000</td>\n",
       "      <td>20.025175</td>\n",
       "      <td>4.988231</td>\n",
       "      <td>3.195750</td>\n",
       "      <td>63.586471</td>\n",
       "      <td>2.052793</td>\n",
       "      <td>6.151580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1989</td>\n",
       "      <td>43120.00000</td>\n",
       "      <td>19.565399</td>\n",
       "      <td>5.334416</td>\n",
       "      <td>2.964518</td>\n",
       "      <td>64.013683</td>\n",
       "      <td>2.123609</td>\n",
       "      <td>5.998377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1990</td>\n",
       "      <td>46820.00000</td>\n",
       "      <td>19.569201</td>\n",
       "      <td>5.463050</td>\n",
       "      <td>3.125374</td>\n",
       "      <td>62.391713</td>\n",
       "      <td>2.630073</td>\n",
       "      <td>6.820589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1991</td>\n",
       "      <td>49282.90000</td>\n",
       "      <td>21.998908</td>\n",
       "      <td>6.197078</td>\n",
       "      <td>3.782854</td>\n",
       "      <td>57.853332</td>\n",
       "      <td>2.877063</td>\n",
       "      <td>7.290764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1992</td>\n",
       "      <td>53984.70000</td>\n",
       "      <td>21.268433</td>\n",
       "      <td>6.057827</td>\n",
       "      <td>3.720684</td>\n",
       "      <td>58.415810</td>\n",
       "      <td>3.444865</td>\n",
       "      <td>7.092380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1993</td>\n",
       "      <td>59237.00000</td>\n",
       "      <td>21.201276</td>\n",
       "      <td>6.086399</td>\n",
       "      <td>3.825987</td>\n",
       "      <td>57.813698</td>\n",
       "      <td>3.832571</td>\n",
       "      <td>7.240070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1994</td>\n",
       "      <td>61400.91700</td>\n",
       "      <td>21.904705</td>\n",
       "      <td>6.033646</td>\n",
       "      <td>5.399170</td>\n",
       "      <td>55.598624</td>\n",
       "      <td>4.075099</td>\n",
       "      <td>6.988756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1995</td>\n",
       "      <td>67393.85100</td>\n",
       "      <td>21.504259</td>\n",
       "      <td>6.224939</td>\n",
       "      <td>4.468614</td>\n",
       "      <td>56.395955</td>\n",
       "      <td>4.608581</td>\n",
       "      <td>6.797653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1996</td>\n",
       "      <td>74156.63800</td>\n",
       "      <td>22.107522</td>\n",
       "      <td>7.741592</td>\n",
       "      <td>4.048820</td>\n",
       "      <td>54.800583</td>\n",
       "      <td>4.159951</td>\n",
       "      <td>7.141532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1997</td>\n",
       "      <td>81884.91240</td>\n",
       "      <td>22.610262</td>\n",
       "      <td>8.368328</td>\n",
       "      <td>4.644799</td>\n",
       "      <td>53.112755</td>\n",
       "      <td>4.042548</td>\n",
       "      <td>7.221309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1998</td>\n",
       "      <td>87704.61670</td>\n",
       "      <td>22.842661</td>\n",
       "      <td>8.817956</td>\n",
       "      <td>4.870464</td>\n",
       "      <td>52.607228</td>\n",
       "      <td>4.208718</td>\n",
       "      <td>6.652974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1999</td>\n",
       "      <td>91201.87700</td>\n",
       "      <td>24.762927</td>\n",
       "      <td>8.999833</td>\n",
       "      <td>4.139236</td>\n",
       "      <td>50.964237</td>\n",
       "      <td>4.589034</td>\n",
       "      <td>6.544733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2000</td>\n",
       "      <td>98295.70716</td>\n",
       "      <td>24.301732</td>\n",
       "      <td>9.501314</td>\n",
       "      <td>4.179161</td>\n",
       "      <td>49.688534</td>\n",
       "      <td>4.636738</td>\n",
       "      <td>7.692520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2001</td>\n",
       "      <td>97070.04100</td>\n",
       "      <td>24.268381</td>\n",
       "      <td>10.206843</td>\n",
       "      <td>4.501882</td>\n",
       "      <td>48.407351</td>\n",
       "      <td>5.035778</td>\n",
       "      <td>7.579765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2002</td>\n",
       "      <td>102947.86150</td>\n",
       "      <td>22.884812</td>\n",
       "      <td>10.556112</td>\n",
       "      <td>4.449368</td>\n",
       "      <td>49.043653</td>\n",
       "      <td>4.957773</td>\n",
       "      <td>8.108282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2003</td>\n",
       "      <td>111766.06690</td>\n",
       "      <td>22.542526</td>\n",
       "      <td>11.516827</td>\n",
       "      <td>4.074626</td>\n",
       "      <td>49.298672</td>\n",
       "      <td>4.451090</td>\n",
       "      <td>8.116259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2004</td>\n",
       "      <td>121141.85240</td>\n",
       "      <td>22.798859</td>\n",
       "      <td>12.923817</td>\n",
       "      <td>3.740024</td>\n",
       "      <td>49.170396</td>\n",
       "      <td>3.658957</td>\n",
       "      <td>7.707947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2005</td>\n",
       "      <td>130262.75920</td>\n",
       "      <td>23.748135</td>\n",
       "      <td>14.235676</td>\n",
       "      <td>3.579472</td>\n",
       "      <td>47.821971</td>\n",
       "      <td>3.180485</td>\n",
       "      <td>7.434261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2006</td>\n",
       "      <td>143070.49860</td>\n",
       "      <td>24.090251</td>\n",
       "      <td>14.158324</td>\n",
       "      <td>4.225048</td>\n",
       "      <td>47.547686</td>\n",
       "      <td>2.761137</td>\n",
       "      <td>7.217555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2007</td>\n",
       "      <td>155135.25970</td>\n",
       "      <td>23.512272</td>\n",
       "      <td>14.916764</td>\n",
       "      <td>4.469121</td>\n",
       "      <td>47.567871</td>\n",
       "      <td>2.612328</td>\n",
       "      <td>6.921644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2008</td>\n",
       "      <td>161947.52830</td>\n",
       "      <td>24.442236</td>\n",
       "      <td>14.759924</td>\n",
       "      <td>4.534958</td>\n",
       "      <td>46.218837</td>\n",
       "      <td>2.451552</td>\n",
       "      <td>7.592493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2009</td>\n",
       "      <td>156894.06990</td>\n",
       "      <td>24.951552</td>\n",
       "      <td>15.946336</td>\n",
       "      <td>4.455007</td>\n",
       "      <td>44.915704</td>\n",
       "      <td>2.450592</td>\n",
       "      <td>7.280809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2010</td>\n",
       "      <td>172050.62810</td>\n",
       "      <td>24.068907</td>\n",
       "      <td>16.118511</td>\n",
       "      <td>4.127845</td>\n",
       "      <td>46.108899</td>\n",
       "      <td>2.190216</td>\n",
       "      <td>7.385622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2011</td>\n",
       "      <td>186099.55100</td>\n",
       "      <td>23.788930</td>\n",
       "      <td>16.402637</td>\n",
       "      <td>3.907820</td>\n",
       "      <td>47.275875</td>\n",
       "      <td>2.141934</td>\n",
       "      <td>6.482804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2012</td>\n",
       "      <td>194923.34950</td>\n",
       "      <td>23.278451</td>\n",
       "      <td>16.327404</td>\n",
       "      <td>4.511259</td>\n",
       "      <td>47.352835</td>\n",
       "      <td>1.992931</td>\n",
       "      <td>6.537121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2013</td>\n",
       "      <td>198045.18050</td>\n",
       "      <td>22.707689</td>\n",
       "      <td>18.911461</td>\n",
       "      <td>4.130228</td>\n",
       "      <td>47.086118</td>\n",
       "      <td>1.936747</td>\n",
       "      <td>5.227757</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Year         Total  Household  Commercial  Government  Industrial  \\\n",
       "0   1970    7307.80000  15.899450    4.774351    4.129834   64.173896   \n",
       "1   1971    8289.30000  16.263134    4.567334    4.130626   64.478303   \n",
       "2   1972    9527.30000  16.087454    4.676036    3.815352   64.999528   \n",
       "3   1973   10530.10000  14.793782    4.299104    3.517535   67.287110   \n",
       "4   1974   11358.70000  15.157544    5.075405    3.828783   66.720663   \n",
       "5   1975   13491.70000  17.485565    4.887449    3.675593   64.819852   \n",
       "6   1976   16078.90000  17.549708    4.653303    3.455460   65.334693   \n",
       "7   1977   17968.80000  17.701794    4.988090    3.086461   66.688371   \n",
       "8   1978   18933.80000  18.901647    4.878577    3.172105   65.523561   \n",
       "9   1979   19633.10000  20.140477    5.725535    3.168119   63.858993   \n",
       "10  1980   20398.20000  21.507290    5.621574    2.986538   63.769842   \n",
       "11  1981   22030.00000  20.944167    5.705402    2.896505   64.485247   \n",
       "12  1982   23586.80000  20.886258    5.832923    2.527261   64.433073   \n",
       "13  1983   24465.10000  21.029548    5.720394    2.808082   63.664976   \n",
       "14  1984   27635.20000  19.802281    5.680798    2.774360   65.232023   \n",
       "15  1985   29708.60000  18.965215    5.454649    3.000815   66.000081   \n",
       "16  1986   32209.70000  18.951123    5.215820    3.217354   64.843510   \n",
       "17  1987   36697.30000  18.920193    4.762748    3.184703   65.053560   \n",
       "18  1988   39721.50000  20.025175    4.988231    3.195750   63.586471   \n",
       "19  1989   43120.00000  19.565399    5.334416    2.964518   64.013683   \n",
       "20  1990   46820.00000  19.569201    5.463050    3.125374   62.391713   \n",
       "21  1991   49282.90000  21.998908    6.197078    3.782854   57.853332   \n",
       "22  1992   53984.70000  21.268433    6.057827    3.720684   58.415810   \n",
       "23  1993   59237.00000  21.201276    6.086399    3.825987   57.813698   \n",
       "24  1994   61400.91700  21.904705    6.033646    5.399170   55.598624   \n",
       "25  1995   67393.85100  21.504259    6.224939    4.468614   56.395955   \n",
       "26  1996   74156.63800  22.107522    7.741592    4.048820   54.800583   \n",
       "27  1997   81884.91240  22.610262    8.368328    4.644799   53.112755   \n",
       "28  1998   87704.61670  22.842661    8.817956    4.870464   52.607228   \n",
       "29  1999   91201.87700  24.762927    8.999833    4.139236   50.964237   \n",
       "30  2000   98295.70716  24.301732    9.501314    4.179161   49.688534   \n",
       "31  2001   97070.04100  24.268381   10.206843    4.501882   48.407351   \n",
       "32  2002  102947.86150  22.884812   10.556112    4.449368   49.043653   \n",
       "33  2003  111766.06690  22.542526   11.516827    4.074626   49.298672   \n",
       "34  2004  121141.85240  22.798859   12.923817    3.740024   49.170396   \n",
       "35  2005  130262.75920  23.748135   14.235676    3.579472   47.821971   \n",
       "36  2006  143070.49860  24.090251   14.158324    4.225048   47.547686   \n",
       "37  2007  155135.25970  23.512272   14.916764    4.469121   47.567871   \n",
       "38  2008  161947.52830  24.442236   14.759924    4.534958   46.218837   \n",
       "39  2009  156894.06990  24.951552   15.946336    4.455007   44.915704   \n",
       "40  2010  172050.62810  24.068907   16.118511    4.127845   46.108899   \n",
       "41  2011  186099.55100  23.788930   16.402637    3.907820   47.275875   \n",
       "42  2012  194923.34950  23.278451   16.327404    4.511259   47.352835   \n",
       "43  2013  198045.18050  22.707689   18.911461    4.130228   47.086118   \n",
       "\n",
       "    Illumination     Other  \n",
       "0       2.641014  8.381455  \n",
       "1       2.412749  8.147853  \n",
       "2       2.183200  8.238431  \n",
       "3       2.059809  8.042659  \n",
       "4       1.957971  7.259634  \n",
       "5       1.857438  7.274102  \n",
       "6       1.591527  7.415308  \n",
       "7       1.418013  6.117270  \n",
       "8       1.460879  6.063231  \n",
       "9       1.479644  5.627232  \n",
       "10      1.419243  4.695512  \n",
       "11      1.354517  4.614163  \n",
       "12      1.310055  5.010430  \n",
       "13      1.211113  5.565888  \n",
       "14      1.197024  5.313513  \n",
       "15      1.370983  5.208256  \n",
       "16      2.067700  5.704493  \n",
       "17      2.142664  5.936132  \n",
       "18      2.052793  6.151580  \n",
       "19      2.123609  5.998377  \n",
       "20      2.630073  6.820589  \n",
       "21      2.877063  7.290764  \n",
       "22      3.444865  7.092380  \n",
       "23      3.832571  7.240070  \n",
       "24      4.075099  6.988756  \n",
       "25      4.608581  6.797653  \n",
       "26      4.159951  7.141532  \n",
       "27      4.042548  7.221309  \n",
       "28      4.208718  6.652974  \n",
       "29      4.589034  6.544733  \n",
       "30      4.636738  7.692520  \n",
       "31      5.035778  7.579765  \n",
       "32      4.957773  8.108282  \n",
       "33      4.451090  8.116259  \n",
       "34      3.658957  7.707947  \n",
       "35      3.180485  7.434261  \n",
       "36      2.761137  7.217555  \n",
       "37      2.612328  6.921644  \n",
       "38      2.451552  7.592493  \n",
       "39      2.450592  7.280809  \n",
       "40      2.190216  7.385622  \n",
       "41      2.141934  6.482804  \n",
       "42      1.992931  6.537121  \n",
       "43      1.936747  5.227757  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_enerji"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Year', 'Total', 'Household', 'Commercial', 'Government', 'Industrial',\n",
      "       'Illumination', 'Other'],\n",
      "      dtype='object')\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d4dcc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(df_enerji.columns)\n",
    "\n",
    "\n",
    "x = df_enerji.Year\n",
    "y = df_enerji.Total/1000\n",
    "plt.plot(x, y, 'o-')\n",
    "plt.title('Total Energy consumption in Turkey (in Tera-Watt-hours TWh)')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Energy Consumption/TWh')\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## <a src=\"data/iris.txt\">Iris Dataset</a>\n",
    "\n",
    "Famous data set from (Fisher, 1926)\n",
    "\n",
    "|Class 1 | Class 2 | Class 3 | ? | ? |\n",
    "|-------------|\n",
    "| Iris Setosa | Iris Versicolour | Iris Virginica | ? | ? |\n",
    "| <img src=\"data/iris1.png\" width=\"200\"> </img> | <img src=\"data/iris2.png\" width=\"200\"> </img> | <img src=\"data/iris3.png\" width=\"200\"> </img> | <img src=\"data/versi1.jpeg\" width=\"200\"> | <img src=\"data/versi2.jpeg\" width=\"200\">  </img>  \n",
    "\n",
    "__Features__\n",
    "- sepal length in cm\n",
    "- sepal width in cm\n",
    "- petal length in cm\n",
    "- petal width in cm\n",
    "\n",
    "<img src=\"data/564px-Petal-sepal.jpg\" width=\"200\"> </img>\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        text-align: right;\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sl</th>\n",
       "      <th>sw</th>\n",
       "      <th>pl</th>\n",
       "      <th>pw</th>\n",
       "      <th>c</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5.8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5.2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>7.7</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>7.2</td>\n",
       "      <td>3.2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>6.2</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>6.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>7.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>7.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>7.9</td>\n",
       "      <td>3.8</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>6.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>7.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>6.3</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>6.4</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>5.8</td>\n",
       "      <td>2.7</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>6.8</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      sl   sw   pl   pw  c\n",
       "0    5.1  3.5  1.4  0.2  1\n",
       "1    4.9  3.0  1.4  0.2  1\n",
       "2    4.7  3.2  1.3  0.2  1\n",
       "3    4.6  3.1  1.5  0.2  1\n",
       "4    5.0  3.6  1.4  0.2  1\n",
       "5    5.4  3.9  1.7  0.4  1\n",
       "6    4.6  3.4  1.4  0.3  1\n",
       "7    5.0  3.4  1.5  0.2  1\n",
       "8    4.4  2.9  1.4  0.2  1\n",
       "9    4.9  3.1  1.5  0.1  1\n",
       "10   5.4  3.7  1.5  0.2  1\n",
       "11   4.8  3.4  1.6  0.2  1\n",
       "12   4.8  3.0  1.4  0.1  1\n",
       "13   4.3  3.0  1.1  0.1  1\n",
       "14   5.8  4.0  1.2  0.2  1\n",
       "15   5.7  4.4  1.5  0.4  1\n",
       "16   5.4  3.9  1.3  0.4  1\n",
       "17   5.1  3.5  1.4  0.3  1\n",
       "18   5.7  3.8  1.7  0.3  1\n",
       "19   5.1  3.8  1.5  0.3  1\n",
       "20   5.4  3.4  1.7  0.2  1\n",
       "21   5.1  3.7  1.5  0.4  1\n",
       "22   4.6  3.6  1.0  0.2  1\n",
       "23   5.1  3.3  1.7  0.5  1\n",
       "24   4.8  3.4  1.9  0.2  1\n",
       "25   5.0  3.0  1.6  0.2  1\n",
       "26   5.0  3.4  1.6  0.4  1\n",
       "27   5.2  3.5  1.5  0.2  1\n",
       "28   5.2  3.4  1.4  0.2  1\n",
       "29   4.7  3.2  1.6  0.2  1\n",
       "..   ...  ...  ...  ... ..\n",
       "120  6.9  3.2  5.7  2.3  3\n",
       "121  5.6  2.8  4.9  2.0  3\n",
       "122  7.7  2.8  6.7  2.0  3\n",
       "123  6.3  2.7  4.9  1.8  3\n",
       "124  6.7  3.3  5.7  2.1  3\n",
       "125  7.2  3.2  6.0  1.8  3\n",
       "126  6.2  2.8  4.8  1.8  3\n",
       "127  6.1  3.0  4.9  1.8  3\n",
       "128  6.4  2.8  5.6  2.1  3\n",
       "129  7.2  3.0  5.8  1.6  3\n",
       "130  7.4  2.8  6.1  1.9  3\n",
       "131  7.9  3.8  6.4  2.0  3\n",
       "132  6.4  2.8  5.6  2.2  3\n",
       "133  6.3  2.8  5.1  1.5  3\n",
       "134  6.1  2.6  5.6  1.4  3\n",
       "135  7.7  3.0  6.1  2.3  3\n",
       "136  6.3  3.4  5.6  2.4  3\n",
       "137  6.4  3.1  5.5  1.8  3\n",
       "138  6.0  3.0  4.8  1.8  3\n",
       "139  6.9  3.1  5.4  2.1  3\n",
       "140  6.7  3.1  5.6  2.4  3\n",
       "141  6.9  3.1  5.1  2.3  3\n",
       "142  5.8  2.7  5.1  1.9  3\n",
       "143  6.8  3.2  5.9  2.3  3\n",
       "144  6.7  3.3  5.7  2.5  3\n",
       "145  6.7  3.0  5.2  2.3  3\n",
       "146  6.3  2.5  5.0  1.9  3\n",
       "147  6.5  3.0  5.2  2.0  3\n",
       "148  6.2  3.4  5.4  2.3  3\n",
       "149  5.9  3.0  5.1  1.8  3\n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4kQf5kskc4Gz6hV5vzblR46hKHcBIImGWMVBhOWHylo70ZhL7eZiveITveJs9\npuUaKhOlVCpwOrA410uhMkRBO4PbRBRe3OxjS4HaZpORZ51pWTjC3qilSnKPslc0f7HQNLFTNums\n41cANrMMm8m0Wg9ZrKZkSkCVxNjtVOCiXNtmAe201u2Bv4BH8tm/h9a6Q3mabiOEqORcruivyXo8\nISqF2bxtWkvPQxZrgglQpjG8wMfbwTqW8S2/8z1bWRFxExefz4ibgzje4b/MZALn0D9PxkAHLvrx\n+AnPb8dBW7rThnOLnWiivFNKJQKfA/dorY/lftlklzx31EqpW5RSy5RSyw4cOFAaYVYYVuw4TTJV\nmnESXyLr2gorMZ/kLUXN1llepFAXm8l7sOOihpFcnWrUM+30WrBSk9QSiaPYnT6t9TxypX/XWs8M\nFoEGWAQ0KO55hBCixNx9t/n2hg2hceOyjUUIUSqOss+0XpYOG8k7xj+FOuYMnuUbxjGaXrzFraGO\nXzqHcEXp+G1jFd/zKtMZySKmcxZXBpPDKFLpwGP8RCqnFfLdVV5KKTtGh+9DrfUXJk1CZYiCGgC7\nczeSEkTHWbDwb+4wLVGQmxUb53B1GUQVyYGLJpxu+loX+pdxNCXrdHrjID5PfT4rVrozBICmdKIm\nqXk6uDacXMxdJRJHWazSvAmChWzy0sBMpdTyYFFoIYQoPL8f3n4bJk82Pj+Rp5+GK66I3NagAawo\nYAK4vXth9WrIzj5xW1EsRznANlblSWIRLoMjbGMVGRwtw8hEedeJS03rgPnxcQr/AuBsrirkUQOA\nxk0G8/mIP5gPQAvOjlrQWQef3ntx4yGLlfzAZPYzDT/P8ztt8pkaerIJZuacDGzQWo+L0uxr4AZl\nOBs4Kuv5TmwQYziP67HjIo4kHMTRg5uoQ3McxOEgnto040nmkk06C/iUPWwu8TiOsI+/WY2bLMBY\ny7eDdexjK6OYTz1aRbRvTTfuInf54dhL4yDbWEVWlKy94ew4GMU8GtIOO3E4iac6DXmMn6hKbcDI\nZjqcWbTgTOw4cZFIFWpyH9NoyCklEnOpjpcqpR4DfMCHUZp01VrvVkrVAmYppf4IjhzmPs4twC0A\njRo1KrV4hRAV0OjRMDxsitbQoUan7pH8ZpUDX3wBR47Ar79C69bQqlX+7QGOHTMKss+ZAw6HsQZw\n7Fi4447ivQeRh5ss3mAwy/gaG04C+LiCx+jHo6E2fnxM5i5+YSo2HPjwcCG3MphxMS2AK8qHs7mK\n73mF7awJPTRwkkBn+vAq17GXTTSlE0lUJ42DhT6+m0wW8Clt6EYiKQxkNJ8yInSunOQxuWWTwf20\nJ5s02tKDqxlJbZoU781WHl3Jh2CKAAAgAElEQVSB64E1SqmVwW2PAo0AtNYTgO8xMnduwijZcGMM\n4qxwrNi4hQlcy7McYic1aEwciWh0aL1fTVJ5gnPZyPG17bVpzguswlXA6aHRZJHGK1zDamZjw45G\n8y+uZzFf4CaDAH7q0oJH+R6Flb9ZSQvOoSq1inXekubFzXiGsojp2HDgx8tlPMAARuYZyQtXj5a8\nyGr2sw0fHurSIk/7FOoyhv9xkF1kcYy6tMRqUi6mqEqt06eUGgxcCvSMVghaa707+O9+pdSXwJlA\nnk6f1noiMBGMtLulFbMQooJZuzayw5fj0UehXz9o2TL//atWNYqrF9S11xodPrfb+AB46CFo2hQu\nvrjgxxEnNJHbWMY3eHGHspl9yVPUpgnnMgiAzxjFr7yHl+xQRsQ5vE1V6nAFhay5KCodG3ZG8itz\neYcFTMNFEo05lW95OZRF7xC7cRLHWfRjLXNRKLI4FnXULpxCYef4+uA+PEBTOvEDr5HGPxxkF/tN\nkmd4yWYXGwCYz0cs4xteYCU1kanlWuv5mK/ZC2+jAXnSVkQJJJNAcuhrhaIOxlr2F7k6osMHsI9N\nPMG5PE/xSiG+zmBWMQsf7tDv65mMj2iznbU8SQ9eZwu1yun18A73sJjPI/7ufMs4atKYnkTJDB6m\nVgHW51WnPqWRm6hUHoUqpS4CHgb6aK1N5+QopRKCNVhQSiUAvYC1Zm2FEMLU//1f9NeilWUoqv37\nYdas4529HJmZ8OyzJXuuk1wW6SxkWp7U9m4ymcHY0Nff80pECuycNt/yUpnEKco/O056cRtPMpeH\n+YpfeDfXz4zGTSbpHGIqB3mHfzifm7DhKNCxc6eRb0cPHuQLRjGPgYw2nV4aLoAfN+l8wdNFeXtC\nlKglmC2hhG38joeiL2c4xj/8zvcR5SHMaAKkc5h1zC3yuUqTFw+/MBVPcGpqDjcZfEX5vw8oiZIN\nHwMLgVZKqZ1KqZuB14EkjCmbK5VSE4Jt6ymlvg/uWhuYr5RaBSwBvtNa/1jceIQQJ5F9+6K/tndv\nyZ7rwAFjSqeZXbtK9lwnuUyOhgoH53YE4/88QIAs0kzbZORKty8EGNPLjrLf9LUtHK8adQ1j86RO\nt2LHjgsXiTiIw46L/oygCR2inq8rAzmbfqH20ZJo+PGxPu8kJyHKXLSSCVC8sglp/IM1WID8RDSa\nw5TPJZrZpJtO2QZj/Xl5V+zpnVrrQSabJ0dpuxtjHjZa6y0g6aqEEMVwwQVGAhczF+WuJFNMzZub\nb7fZoGfPkj3XSa4qdYgjKc/TVIWFNnQDjGx0DWnLDpMJIk3oWCZxiorFSTw27KZTN5ODyRQA3uZ2\nsnM9UPDjpRXn0J0b8eHmdHqHUq1HY8HCnbxLHx5kPb9ixc4U7jYd7ZCpnaI8SKCqaefOgo3kYqyt\nq0VTLAVcmxbAR0vOKfK5SlMiKSRTm4PkrvWraEWXmMRUGLLSXQhRcY0fD1aTPyQ2G7z8csmey+mE\n55+H+LCn9XY7VKkCjz1Wsuc6yVmxciOvRoyMWLDiIpFBPBXadjOvR6TBVlhwEs8QSvj/XlQKVmz0\n4j95RtycxHMlx6/hRXxquv965mHBihV71BtYN5ks5DNm83YoOUYj2nERd3Aht9CBf2PPNYroJF7W\noIpyYShvmm7vz4hiJcey4+AGxkVce1ZsKCwRo+pOEjiXQdQlykPWGFOo0N+dHMbfpgSuqwDTOyt2\ntUMhxMnNajXW2p15JmwOppZu3hwWL87bGVy/Ht5/H7KyjHINZ58NX34Jv/0GqakweDDUOsGTzFtv\nNZK2jB0LO3caI3yPPGLU9xMlqisDqEY9vuBp9rGF1pxLPx6jNk1DbdpyHmOYz+eMYTtrSaUD/Xic\nxpwaw8hFeXYtY/GQzVwmh+phXcljdGdwqE1+U9wmcTsaTQA/1/A0l3Jv6LWNLGYM/0YTIICfAAEu\n4g6u5/nQg4m7+ZA3uYnlfI0FG3acDOFl2tK9dN6wEIVwLoOII4nJ3MkhdpNINa7hGVp6avKRtytu\nMjjTMoQWrttYqr5iPfOoSWO6Mxgv2cxlKsc4wOlcRHt6sZqZ/M6PJFOL7gzmRl7mQ4aRTTp1acl/\nmMJM3mQpX2PHSW/uoie38B2vsps/aM4ZdGFAnsLy2WTwPz5hC8tpSFu6cV1EcpriOMwefuFdDrKD\ntnSnM335g99YytfEkcR53MBwZvMFT7GHjbTgLPrxOPU4QeK4ckBFSaxZbnXu3FkvW7bsxA1LUeqw\n707YZtvYS0r9HKUdw4mUxffhZKGUWq617hzrOMKVh2utQB59FF555XjNPJcL7rvPKOWQ48034YEH\nwOs16vjFxRmjdD4fZGQY+9jtMHu20YEUlVZ5u9YqzHVWyWSRzlH2UY36OMIycAJcS0KeBEFmHMTz\nNAtpTHv8+Pg/6pKWq9i7kwTuZzqnEzndPIMjpHGQmjTGWgmfv8t1VnnMyriWqXEf4VfgB5zaWOPq\nVw7cKiOUwTZnrZsPDy4SsWLDhxc3GdhwoNF5plYrLNhx4SELK1YsWFFYUCjcZOIkgUSqMZaloXp2\nh9jNMM4gk6O4ycBJPHbieJpFxR4h3MBvPMXFBIKRu0jEgg0fHjxkYsWGFTtDeZMewaLqsVTY60ym\ndwohKq61a41pnJmZEAgYH5mZ8OKL8McfRpv9++H++40RPp/PqK2XmQlHjxodPjA6jGlpcM01xutC\niHLnfR7iOhIYgJ0HOJ2d/MF3vMooLuBVruMvFkH2KthzM2zvCf+MBf9h02PFkUgdmuHARYAAC/iU\nZ7iUsVxGV8xSFeTlw828YNHoP/if6Vo9NxnMIXLd8VZ+Zyr38ha38A3jyOBoIb8TQpSNY74/eSfu\nIzwW8CtAgdsCmcqLWxl/P3NKF/jw4MMDGAlPMjiCG6OND4/pWlpNIPiAReMPdrQ8ZIVqXbrJ4Ah7\n+ICHQ/u8y70cZV/o2G4yyeAwb5FPNu8CCBDgJQbiJiNUJiibdDI5EnoI5MeHhywmcXuxEtvESuV7\nvCSEOHl8840xepebz2e81ro1/PSTscavIHbvhh07oFGjko1TCFEsD9KJbWF1wv5mJffSBjsuvGSj\nUCzW0xlyJMCFRwOAH7IWwpHXIfV3sNU0Pa5G8xID+J0fQjeRThJoSRd28wcZHMGOEy/uPFn7jHIL\nOTe1bqKVlwtPSLSAT3mDG/GSjSbAXyzkJ97gOVaQRPVifIeEKHmrPK9idZK3u5ZvJcWS5cfHUmaE\nvl7Od3mmYGsCbOA3fHixFTBLaG67+ZPMAj6AsWJnDXM4m35FOlesyEifEKLicjjME7lYrcfLKzgc\noAr4FyoQMKZ5CiHKjd38FdHhC5dTy1Gj8Sg379bykq2CN4Q6C3wH4GD0BAt/siCiwwfG6MI2VjKc\n2XyKn+HMiZqmvRoNAGjNuaZrAZ0khGr5+fDyFrfiITN0PA9ZHGEvX/PCCb4LQpQ9G66y7N9FFV7u\nIdp0aIWKWuqnIIwpqObXebT2FY10+oQQFVf//tE7dP2CT+B69zY6cydiscCpp0LduiUXnzjpKKW2\nKaXWBGvUyiKiIlrPPB6iU3AqZ8GrOwWAW5vBgFbwcGP4I84D6TOitl/FzIgOXw4fHlYzC4CdrIta\nY+wAfwNGBs7bA2/h0DaswV83roCF1v7T6MIAAHaxwbRj6MPDUr4q8HsUoqx0cD1IwOxPbBmugrDj\n4rywREvduM60jmZn+mItYFkIM3VoRi2aULBhTE17LizyuWJFOn1CiIqrUSOjbIPLBQkJxofLBRMn\nQgPjCTxJSfDZZ0aphcRE41+Xy5j6GR9vJHVJSjI6e9Omxfb9iMqih9a6Q3lKZFGRbGYZT3ExW1kR\nTKiQXeB9vQoybRBQsCUORjeErXHOqO3jqILZTV4AP3HBbIDxVA0lqwhnwUYVjk8b7bJ7Oi9utdL3\nEPQ6DPfuCvDo5jVYvftCxzFb1wSQRLUCv0chykqcpQ4Pep7GGQCXHxwBsAegvr8mTuJxEEccSSRR\ngziScJGEgzgcxNGAtthxhdq4SCT3teYiMdgmHheJOImnGvVCx3GSQFM6MpBRoX2uZSypnIaLRBzE\n4SKJOjTnFiYU+/0+wBckU5O40PuIpwGnYMOJMxiji0Qe4qs8CaAqAlnTJ4QofT6fUebg9dfh2DH4\n179g3Dg45ZTCH+vjj2HECGPtXatW8NxzsH07fPut8fpll0GNGpH7XHyxsV7vm2+MhC4XX2x0Cles\nMMo7NGhgbCvo2j8Rso5feZ8H2c4aUqhLPx6nBzeGUtQLURABAmxlBR6y+IKnCpQ9Mw9Nnv6bV8G0\nmi76MC90Axn+s2nciJoNW2jiqQJARy4xrctnw348g59nM2T8SB3tZlBEAk83HH4Vaj1LTRqRSgc2\ns4wAvlALJwn05p7Cv19R4axhDu/zEDtZTzXq058RnMf1sQ4rX6e5HmGi/3qWu5/GTTod7HdQw34W\nW1nJXyykOg3owEX48bGCb0nnEG3pQT1asos/WcdckqhORy5Fo/mCp9jHFs7kcroygH/YwUp+xEk8\nnbgMF4msYTZ72Uwqp9GScyKu2TgSeTp9BH8cu5vt1r+p669Ou8QRWKrUyOddFEx9WjGeHazkBw6x\nm9Z0pTHt2c82VjETF4l05jLiSCr2uWJB7nCEEKVv6FBjtC0zeCM3c6ZRJ2/t2sIlTZkyBe666/hx\nVq2Cyy+Hr76CG2/Mf9/kZLjuushtHTsaH6JI/mQBT3NxKFHFfrYyhbvJ5GhE/bKTjAZmKqU08JbW\nemKsAyrv/mYNz3AJGRxGYSGbtALtl0xtMjmKDUcw818WOlcHTitYYfud9VyGJkAS1XmE72hIWwAO\nsdP02EorDqicqZtxPMFMnuGS4KijIoCfO3iHOjQzdvD8AcoBOveopAeyl4e+etA3kTGBs9hn82HR\n4FPQO6sTZydUrIQQovDW8Qtj6RN6oLGPzbzNbWSRxkXcHuPo8hdvbUC3+MjC7U3oQBM6hL62Yecc\n+ke0qU8r6tMqYts1PBXxdQ0ackGuzJun0Sv6pO70H1C7rqKNzqINADsh7SYIuKHqDYV4V+bsODiD\nvhHbapHKhdxS7GPHmnT6hBCla/du+OQTcIelM9faKJMwbpxRcqEgtDYKoWfmGgHIyoJhw+DCije/\nvqL7iEcjMhOCkQTjM0ZyMXdVyvpjBdBVa71bKVULmKWU+kNrPS+8gVLqFjDuIBqd5JlivXgYyfl5\n6tuZseHkUu7lMHu4lPtIpT3pHGYTS7DjZIy6yLRsglaaLI4BRgr2kfTkLXZixUY1fxVjoUuuEUKN\nprq/OjkDfM05g4ns4S8W4MVNK7riJO74Do6WoM2mbjrAdXroq5Rdt/NClpdtTjhig6bZkBxYDvW+\nhqS+JvuLyuJDhuUZwXaTyTSeoBe3YZEVVwWz/yEjSVM4nQkHHoHk6wueuO0kdFL+RRblx4kKvEtx\n90rgjz+MNXTuXDdjXi8sWVLw42RkwKFD0c8hytwO1ppu9+HhGAdI4eRLiqO13h38d79S6kvgTGBe\nrjYTgYlgFI0u8yDLkdXMDNX2yo+TeHrxH67lmeMbdYDEjCV0yJgN1hr0SrmW2daP8zyIyM1NJu9y\nHxZsHPPOgyhL/tzu3yD++AiEFStt6Gbe2NEC4ntA5s+Ro33KCY62sO9+UC7IWorCRxM3HO+fZsCh\ncdLpq+R2ssF0e05NO1nXWUDejebb/XtBe4xrTpiSTp8QonQ1a5a3wwdGWYVTTy34cXISsRwxKYja\nuHHR4xNFVptmpHEwz3aFhcSTsOaYUioBsGit04Kf94KwDAQijzQOok0yWgLEk0wmR0kghcu4jyt4\n9PiL2gs7LjFq8el0UE7OyYCZjfwnTL6XTRqzmIgPNzan+eiKBcjUJx59jFB/ujEKcXSK0fFznQV4\nYd9dRow4IFoH13+gcOcSFU4tmvA3q/Jst+MMrR8VBWBrZN7xs6YYU6xFVDKWLIQoXY0bQ69exmhf\nOJcL7r+/4MexWOCxx4zOX7j4eBgzpvhxikIbyGgcRP5/OInnUu7FXgFrGJWA2sB8pdQqYAnwndb6\nxxjHVK6dwnn4o9S3u423mYafqRyiH49HTn87+j5k/S/YmQKt3bxa141P+fIcy0zONFCfMi/nYtfQ\nzjqwcG/GEgd1XoOW6dDKC8k3gHt9KMaoHT4ckCizWiq7QYwx/X3Zl4dP1qnwRVNjFKhc9wEqHqoP\nl6mdJyCdPiEqMKWUSym1RCm1Sim1Tik10qTNEKXUgWDdsJVKqaFlHugnn8CQIUZ5BIsF2rc3krm0\nbFm449x/P4wefbzjl5ICEyZA9+4wciSMGnV8CujGjfDFF7BmTcGP7/fDr7/CjBnwTyGf8p+ETqMX\nd/EeNWiMwkI8yVzOI1xNnh/Dk4LWeovW+rTgR1ut9VMn3uvkZiRIuA0nCaFtTuJpTHvO5Iro65yO\nvmes4wnaa4ej0e6bdZTPc6jI7c4AdM5uSDNXIZNCaA1H34VtHWFzM/hnZESMppQLrNXAnwGbm8LW\n9nB4IuiCF4kWFUMnLuV2JlONBigsJJDCVYzgyvAR7IokazHsfxiOvFOwWrhgXCNZiyHtS/CaJ1E6\noeSBUPsNsNYBrGCtDjWfhpS7ina83CGi+YtFLOZLDrKrRI5ZXsijBSEqNjdwvtY6XSllxxhl+EFr\nvShXu2la6ztjEJ8hLs6op/fGG8ZaPmcR59zv2gVPPnk8mcvhw3D77ZCefrzNiBFGKYft28FuN8pF\ndOoE331n1OOLZsMGIxnMsWPG00KPB4YPN5LHiKjOph9ncSVe3NhxSqkGUWhDGEc7ejCTCbjJ4FwG\n0YMb8x/9yDWNy0r0etEpPqjtNTpzaxKMAu65uQLQLNt4En7+EStdfE2gkS7cyMH+e+DIZNA5xd6j\n7KviIK4bBNIgoYcxanl0MqGRwP33QvYiqDul4OcWFUJXBtKFARX792UgANtOBc/649v23gapi8HV\nIfp+vj2w/QLwbgdlAe2G5JuMDlxhR+iqDoHkwcYxlLPERvgOspNRXMAhdqGw4MPDhdzKEF6qmP9X\nuUinT4gKTGutgZwejz34UX4TQ1gsRe/wAXTrBmm50rmHd/hy/Pmn8W9WMKHDkiVw553w7rvmxw0E\n4KKLjEyjOuzbN2aMUVqiR4+ix3wSUKgKWahWlA8KxRn04Qz6FHynqkMha0Gog1XLC3W8sMNBRF/L\nEYDLD0Lv4FLgMQ2CHb+wNvYAXHAEBoeW1flBLYeseRB/XuR5/YeM9YS22sbX2m/czGo3HHnL+Dck\nyq9iaw1o+KNxo3roDfAfJGLqp86EYx9D9SfA0aTg3xNRIVT435d7h0Z2+ADwwN/nQauj0ffb1R88\nfwL+45fG0fcg7iyjA1dYShkj5SXoea5kL5sIhE05n8MkmnMm3bimRM8VC8We3qmUmqKU2q+UWhu2\nrZpSapZSamPw35Qo+w4OttmolCrC/7gQQillVUqtBPYDs7TWi02a9VNKrVZKTVdKNSzjEEtGZiZs\n21a0fd1umDbNmL5pZulSY1qoznWTlpkJb75pvo8QInaS+kPS1caomXKBJZH7dydShRTiSMKOE2dA\n0S4D/h2W++n2vVDDC3EBO3acuAIOGrthQO7Z3NoNWWETJrw74e9/wca6sLkxbDkFDoyAjbVgS0vj\n66hTMi3BGJPAUhUazDg+MpE5J8oUUDtkLy3GN0iIUpL2sfl2fQyyV5u/5tsTrFeZ62+wzoBDr5Ro\neEV1gO1sZ01Ehw+MMkQ/8GqMoipZJTHSNxV4HXgvbNswYI7WeqxSaljw64fDd1JKVQNGAJ0x+vzL\nlVJfa60Pl0BMQpw0tNZ+oINSqirwpVKqndY6PJf+N8DHWmu3Uuo24F3gfLNjlev6Ydm5ix4Xktdr\nTPW0WvO+duyYMQppJlqZCCFE7CgF9aaA+z7ImAvW6tRP6ssEZWMZ33CY3bTcM57maZHlXKr54NUt\nsLLuDexLbk/jjO2csns8KnfHy+ICWwPjc+2H7d3Au4PQKIVnAxwsSGJWKyRebowY2mpAYl+whCWh\nsDfFmKCRq8af0sfPL0R5ovNJluTfZ749kEao6GWe144VO6SSkE0aVmy5r0QAMslnBLMCKXanT2s9\nTymVmmtzX6B78PN3gV/I1ekD/o0xKnEIQCk1C7gIiPIIQQiRH631EaXULxjX0dqw7eE59d8Gns3n\nGOW3fli1asbawKz8a3BF1bFj9Kml55xjdAhzi4+H/v2Ldj4hKhAvbn7nB9I4SFu6U4dmJXdw/yFI\n/x7QRpZKq0k9skA6pH8HgSxI/DfY6oJ7rTHaZqsPCb1Amdw0OtsZH0H2QDbnHFwH3i3gqwvkreFp\nBTp528CROLBfAmpSrpmYCnCCrR4ceRv8R8B3kDyjFAWhnFBzJDjbmr+e8h84Mj5XYXer8Z7jzin8\n+YQobc7TwL3c5AULxEVZCmFvDpZEI2FRBAckXVHSERZJPVpjx0U2kUtGbDg5kytjFFXJKq01fbW1\n1nsAtNZ7lFK1TNrUB3aEfb0zuE0IUUBKqZqAN9jhiwMuIFenTilVN+d6BPpAlAqxFcGECTC4ADPB\nLRZwOIzRQYfD+HjrrejtExPh5ZfhnnuMfQIBo8PXurWRdVSISmwbqxhFT3x4CBAggJ+eDOUmXi1+\n8oKjH8Hemzl+u+GDOpMg+drjbTJmw84rjNE7HYB9frC3AO/mYAMrWKtCo3ngSI1+roxfYEdPzFO1\nhFNw8HGMFS4KnKcEO3bBWxJ7E8ABOy8DtDHSV4AC8gaL8V6VzZjOWXdy9A4fgKMZNPga9gwG/2HA\nD67OUO9TST8vyqf6H8OWNuR5CFJjJFiidCuUBepOhV39jALq+IwyC9aaUH1YKQdcMFas3M4UXmIg\nPtwE8OMgnqrUpg8PxDq8EhHLRC5mv81MRxbK9ZSzcix12Hf5vr5tbP51gU60vygX6gLvKqWsGHcb\nn2qtv1VKjQKWaa2/Bu5WSvUBfMAhYEhMIv3f/+C112DfPujbF4YONTpb4T79FB591CiX0LGj0VFr\n0eL46zfcYBRnf/hho3OWlASTJhn7ffut0eayy2DYMLj7biMjZ2oqvPKKcbxwf/4Jt90Gv/8ONWvC\nM8/AvHlGltEDB+Dyy+Gaa4qXeCaH9sOxaUY6d2WD5BshqV/ETZ1Gs5xvmc1EvLg5l2toTy9mM4F1\n/EIdWnAp99KIdvmcSIjCCRBgLJeSxsGI7XN5h3b04KziPOH27jQ6fDrX1Oy9Q43pjvYGEMiAnZcb\na3vC7wA8uUqt+DJg99WQuiT6+Xb25sQdPjA6cmExuddAyn8h5XaMDuGzcHRSrqQsBWRJgibrQGcZ\nUzdVAVInJPSEZjuM0UlLAtjqFP68lYRSagpwKbBfa53nl51SqjvwFbA1uOkLrXVB5tlWftmr4dDL\nxsOShPOh6h3GlOJwnk1w6CXjZz7uLOPn3n6CacRaQ8aPRqKiQBpUuYa01Fn8mHE1a1wHqeWzcQn3\n0yT58cj9AulwZBKkfQW2WpByF1vrj+G7wJPst2XS3lOff8d/RFLa/7N33mFSVFkffm/nnp5IGnIW\nxYQoIosBc17FrGta15zD6ppd0yrGVdccV10/c8JVdxHF7CIgomICBATJMLlz9/3+ODXTPdPVMz2J\nCdyXpx6qq244NTPVVefec3/ndREuchRA8VngGW7ZOF9mu0suBHf/+m3HlkPZvZL+wbst9LhYBlDS\nia+Dsvsh+IHMNPa4CHzbNnqp4/g9tzGb//AAa1nCGPZjD07BT36j9boK7eX0ra6dXVBK9UMEJhqy\nnFQIKMBAJAw0g04dcmYwdCBa62+AsTbHr0vbvxLo2LwDDz0El14qoZlaw8yZcmz27FQahauuEser\nlhkzZKZt7lzJ6wfiBF54YapMVRUcc4wkeo9YL2hvvy159hwOSbtQVQUHHADTp4sSJ8DXX0sah9rc\nQhUVEsZ5zTXiRLYlWsvoZs30lJR78COofgv6p9REn+QCZvAUEaTMj3xGghgKRZwoP/E5n/ECl/Iq\nY9m/bW00bLIsZi41lGccj1DDezzaOqev6lX741rDylNkX3lz1BtOQuQbEYRw9cs8HfxCHK2WoMMS\nYhn5Xpy0mvdycPhcyDhaOj4oOg3W/kVeOAsOF1VCRw4Kg0plvrRumvyTTJ2IhnyitT5445jTRaj+\nN/x2jPV3m4Dwl1D2IAydm3KYQv+TlAk6AsTFYSp/FIbMBO8W2dteewWUPVD3/CqPfMFlw0LUlEDM\nAT/qGF/oKVwYgvF+6xmerIYlO4hzpoOAYqZ+lfv6J4gp0AoW+hYwLbEjt6/1U5yw7t3q/4r96Po2\nDv0SPNYAcOQHWDoBkmEgCqEvZEB18HRxZAFiK2DJWFkvqMOi9Fv1Igx4SULMG2EgozmN+5v9K+gK\ntFdy9qlAbQzWycioTEP+C+yrlCqx1D33tY4ZDIbuRHW1JFUPBlPqmKEQLFsGjz4qn6NRmDIls24y\nCSeemPqc7vClky7yEgrJ+ryoFY4Vj0NNjczq1XL88fbJZG+5xX5tX2sIfVLf4QPZr3oFwl8DsJIF\nvM/jdQ4fQJQgCWLErbCyJAmiBHmY09CdOCuHoWsRI4zK8ioQoYnE4k2hw1lEHyIQnAHB6TKDQMN1\nPtlwWC96NjQqBqHA2c8K28wSMpmshJq3oPrNxhOqu4bKWr+iP4KjB/Vfo+Iys1D5PASnwZpLYOnv\nsttsyEBr/TESkWLIFZ2EladZf7dWyKUOy1ra9Telyq06y3oO1d6TUZm5W3NJ9rZjv8qMWtrz69We\nIaoc4vCBOHBRBzzivo2Etp67ZY+I8JF1LyXQPNI3QdQh5UHqVzrh9Z7pgzVhRNQo3cYKWJMWXrn6\nYksYpjbkOg66GladnSqz7gYrvUrtvZcQW1ae3ojKbvenLVI2PA98AWyulFqulDoVmALso5RaAOxj\nfUYpNU4p9TiAJeByE4Svk3IAACAASURBVDDL2m6sFXUxGAzdiNmzZU1dQ0IheP112f/oo8x0CbV8\nb+UDWrcuNZvXEr79NlW/No9fQ5JJ+PTTlvdhR8179R2+WnRcnEHgO2ZkffFuSBUb2MBvbWmhYRNm\nBDvaHveS1/q8VPkHg3JnOZlo8H8OuErBPdT+XN4+ZH2l8e8Gm62AEb+Ab4fc+6uHAv/uMHIxjPxN\nRGWSldQPJ40DEeqmLnUQoj/LLIShLfmdUmqeUupdpVQjCyY3EWJLLSeoIXERRwJZRxf51qaMhuCH\n2dsOfoSoy6b4Kh8SNrdaxKFZHZshH6rfqDfzvsqTchLTSThgdpORk1oUemsJfYxteEBknrVeEKh5\nh8yZeMSBjP3aVIfdllY7fVrr47TW/bTWbq31QK31E1rr9VrrvbTWm1n/b7DKztZan5ZW90mt9Uhr\ne6q1thgMhk5ISUn22bM+lsZT//725yHlMDZc/9dcPB5wWRHt7mwvokA/m9Cx1uDsaZ9AVrnrVAzz\nKcGRTc66AZoEPgra0kLDJowbD+fzLB7ycCL3mo98hrE9e3BK6xr3bgUl54lgAw6afuWwzqsAqAIg\nYH32ybF+/8oubuJwQB+7fF9e6P9/qY/9ngJ8ZJ3xs0UBedAvTQyq+t/YvlQ2RAeh6vVm9GVogq+A\nIVrrMcA/gDeyFVRKnaGUmq2Umr127dqNZuBGx1lI1sGTOqVcFyibwVeQtXRZ2y7JWJean6WrJBBw\nWOsDnb3rnQsksg/vZGuvvh2FqX1HlncB5aFu1ZrTNj04EK/f1iZGe4V3GgwGg7DttjB4cGYevLw8\nOP982d9qK0nJYEetWqfPV1/UpTn4fBImWpujLz1kNJ2ePWHzzVvWRzYKj8P+q1aJmAuwPQfn5PS5\n8LAd+xGgqG1tNGzS7Mgh3M23TOZy9uJ0zuNprmcGbtpAxKjP7TD4fSg5VzZHtpcxNxRfBMVnS/Ly\nkWug38NQdCr0vBZGLIC8nRvvq8d5MGQW+PcE9ygoPkfaSReBCH5sOY7NCZHWoJKybrAWR673oAJX\nz2b0ZWgMrXWl1rra2n8HcCulemUp+6jWepzWelzv3r3tinQPnD0hbw8azsihAiJwAuK4FZ2UOQCp\n/CL4ko3AvhnO4sFl4G0QIelMwuaREopc1sRryQXWYI9QnIDNQ1IuHW8Sft9UjJ/Kk8GjusbOFbvr\nlfHJ+tlaB7Xk4nr9Cx7I28s+ZcwmgnH6DAZD+6IUvPOOOGyBABQWSr69m2+GPdJy+nz+uZxPZ/x4\nuD9tQfWnn0KvBs/3fv2guFgEYQoKZGZx773F0Ssqkv/32ENSMtTy8MMi5JJOfj588QVtjqsUBr4u\nL4mOQhlVdfSEQe+AU14cvfi5lmkUUYqPAvwU4qOA7TkQt/bi1/l4tJ+RjOdcWh4qtprFVLKura7M\n0I0oZTjHciNnWeItzrbUefNPgNL7ZCu5yOaFzQsFx0HxCVB4AuTtBk4f+HeWnGD+CfbiLSDqn8FP\nRIQFwD8OhrwPI36Cvg+AK21UXydh7bUtE3zRIVh7VepzyYXyUt0Uyi/Op6FNUEr1VUqme5VS45H3\n2PWN1+omJK11enZLIfr/S0KXVZ48a5QPis+EwpNSZfr8HfL2lHO1ZQoOh15XZbZXi/LAoOmSN1IV\ngKOQXSr97Fc9AncS8hLgScLQWICL3V8Qja+iKjoH7d8Vet8sf/+OQlABLlo9lKFRPx6rnjsJ+1eP\nYOcqf+rZ6OwHvolWvSLru+Eo6HEZJCohUSX2FhxmXUeh/J+3l1xfsgYSFbLmtvjMtGvNk59P/39J\nLtBsP8duTkembDAYDJsKQ4dK+oS5c2H9enHmihqMlG++uYi+vPmmrOObPBlGj65fplcvOPdcuP12\nEWoJBESg5d13YdYsKbPTTqLy6fFIOyNGyJaOwyFrDefPh6lTZabxkEPa7fIJ7AubrRGVMRwiQ63q\nf/2OZEce4TcWMpMYEUbxO2YGL2GBJ0qNI4ITGBGswZ/nb15kGjCdx3mCc+tEYYrpy418Sr+2TMBt\nMORCryshOh+qp1rKnVGRXA/NgKWvyUh9MgnuQRBLSynqKIShX4NnWOpY2YOw5jIJldYx8IyEgW9n\nl6BPVmVZ+5TWB2QXhUmslH6UG4pPg8hcqPindR0xSdGQKANdCSi5tt63Nj1DaajD0onYHeillFoO\n/BVrCktr/TBwJHC2UioOhIBjte7mb+/JGhEpqXpJHBX3AOj7CAT2SZVx9oShX8jgR3w5eLeTNAnp\nOPJg0NsQXSRpHTyj5T5rCt8YGPGrKIImgyj/7zjR4eeQ+A8sib9BD8eW9HKM5tHQWP4XCIITesbg\nTOeZbDNypdRz9qTIO5YpSrEs+iYbkt8z1DWZosLRkB+SZ6MjD3zj5TsgulBSmHi2kgGXX3eDkPWM\n908Q5xUvJIPimHq3klyfwQ+kjHcryQvY8wqIfA2uQeK4rjrdWm8IuIdAv8dlkGkTQXW1e2XcuHF6\n9uzZHWpDLvnrmsqB1xZ9tJaNkaevtX209ufYVVBKzdFaj+toO9LpDPdaBjffLGkdgo2o6zkckndv\nyRKZ5euizA3dzF3ea4mkxWN4krBXaFv+FJiXczs/8QXXMDHjuIc8nqUKxyYW8NHZ7rVOeZ9tDKJL\nIPoduIZIQvVEDmuuHL1glFUu+DEsO6CB0qZTEq0P+8a+vk7Cgp6QzExRgWcbKL0bULDyTIgvyizj\n7AObra5/LLZCnD/XIMkBppMQninJ3v0T62bzNzXMfdaGLDtInJn03JIqD4Z80WTeuY3FjTVufvTH\n64m1eJMwJfQgAwNnZ6/YFMkgLBoKifWkRJPswrOVtaXFjzoKYfiiVK7CpbtbA6/RtGp5MGwueEa1\n3MYOpLn32ab1tDcYDF2XZBLuuKNxh6+2XDAIr722cexqJ15Wt9Vz+EBksd/3f0MkmXuI5j+52PZ4\nlCCf8H+25wyGdsczVNQ9479mJm/PRnIdrP4LrLkc1lxtk1ohIbMYke/s6ysH9Lw6MyxT5UGfWyCw\ntyRK73NL5noglQe9rs9s091f8n7VvnwrayY//4BN1uEztCGxpZkOH8jnDXd2jE0NWBl8JsPhA0m8\n8FbiitY1XvWyhGPWU8m1m6zSDcogs+8VlkZk5EeZcUx3+EBm4zfYCUB1T4zTZzAYugbBYNMOXy01\nNTLT14VZ47K/VgVUJhbk3M5almQ9t4S5zbTKYGhjEutSMuu5UHYPbLgdwp/bn1dua1YgCz3+DL3/\nBk5r9N81RMLA8tNyfRceLeFzrlolwlLocxcUn5XRnMHQrsSWSvhwBkmI/rjRzbFjbfwT3DZ+WNIB\nK1zVrWs8ulhy8LUEHYKolZ4ptjhL+pg4RH+wOd49MWv62gkTtmgwtDGBgIRtrlzZdNm8PNhuu/a3\nqR0ZEevFV841Gev3nBpKXGNybmc4OzCXd2zPjeXA1phoMLQe7zagm5N/M2b9nyXBso6Cd/vs1ZWC\nHhfKphOSb8+OohNka6yMwdDeeEZnuT88InTUCRjkOY6YpOCuhysJm8f62NRoBr7tQeW3zPFTAZl1\nh+zfM8oH/l1aZ2MXwsz0GQyGroFSEt6Z1zDsStXPu+f1inDLfvttXPvamGMd9+DV1Itk8SbhmPDh\nuDKkqLNzKvejbJRfejCAbdmrDSw1NEQp5VRKzVVK/bujbemUVL4CCwbAj25YOonWvYqk/W2rPCg8\nEZYfCIuGw8o/QegbWHMlLBoJi7eDskdl3R3k5swZh8/Qkbh6Q/HpDcKNHeDwy6x1J6DEtyeTqovr\npXFQGrwaDvI+07rG8w8UwZV6s51uMtXMHNRPWeEWcZvC46yPA6HwD5k/R5UnqWQ2EcxMn8HQSVBK\nLQL+B3wCfKy1/r6DTcqddevg1Vcl/PLAA+1z3VVWyjq79ethzz1h7Fh48UX4179kBu/66yWfX2Mc\nf7w4fX/+s8z4DR8Od94J06bB/1nr0044QdpyduDLmo5K8uboIvCNtWSym/diO8x7HDdEEjyXvIBF\nnjJ6JDwcGT+L7XyX8H7wjwQpY1vnSQzxHsFCZvE9H1FEH8ZzOH5SyWtLGcYtzOTvHMsaFuPAwdbs\nxSW8xBe8whoWM5wd2Jo9WMMS5vAWTlyM5zBKdB+oeRciP4B3NAQOyHgJ1mjm8yGLmE0fhjKOQ9om\nv1vX5kLgB2DTzQKcjfKnYdUfU59bGrpVi2u4vBi7SsE1FCoeS631q1gKFU8jrzpWCOmaiyH0GfRv\neeoTQ2506WdaZ6LPPZJ3suzvog6btwf0mZJdpTadmvdE5Vb5ZT2re6AMhkS+B/94KH0MgtNg3bWi\nDNrrr1B4WLNNPD1/NQPLx/J2/vcEnbBN0MsJzicpcfSC9XdJbryCIyTEsup1iK8QFU7/zhD9GWre\nEQes4IiU8AqIyvWQz+S+rXxZBnkLjoOCybDuZoh+L6q5va6D8ByoeEJm9PIPlzBuR5qT1/cxUQMt\nv1/SOgT2E3VdV2mzr7erYtQ7W0BnULVsC4x6Z+dBKTUH2BnYCdjV2t8CmKe1bv43cBuQ87321ltw\nzDHyZZxIiHrmeedJWoVaPv8c9t9fHirRKLhcUq66wQvfAw/AOY3ktPrtN5g4EcrKIBxOzep9/LHk\n/+sMxH6FpTvLQ0WHZYTSMwqGfASO/KbrN8K3obu4zXspaEgoGdssSuZT4UySUHHceHDg5DqmM4Ls\ngl5rWMI1TCRENTHCuPESoIQK1qCsf1przlhbxO5lQVkbofzg6isPYJckOo4Q5Ab2YhnfESOCBx9e\nAtzM55QyLGv/HUl7qwoqpQYCTwN/Ay7RWh/cWPnO8ExrNfF18jKXi3DJz0XZUyK0hIJjYMALkIzA\nwt6Np2SoRflg2LeS4sHQLnS2Z1q3uM+ay9JdIfRp8+t5x8Kwr5pXJ/gZLD9AZtF1DHDK8yKxGnQ8\ntZ5OOa0yEUm14OwF8dWAtgYUNfR/AQrSUihtuB/WXmZ9sJQ7+9wDJWc2/9q6GUa902DouiSQBSsJ\nZMHKamBNh1rUFFVVcOyxEArJLF8kIvsPPCCJ1EEcwcmTpWx1tTh9wWCmwwfiLIYbUfI77TRx/Kqq\nIBaTNn78Ea6+un2uryWs/CPEV4KuAmIykxGdD2uva1WzMV3NnZ5LiTgg4oS4Q9Q81zqriaogCaKE\nqSZIBbczmWS2NU/AfZxAOasJU0WCGGGqWc8y4kSIESZKiJgK82iv1ZQ7qoC4XE9sCay+oK6dV7mZ\nJXxNmGoSxAhRRQVruI8TWnWtHYlSavvGthyauAf4C1kXnXUjQrPhly1h0QBY0Ad+3Vv+9hsjV4fP\nNcBS2fRkJnNPJ75C/o8tshf1s28cQjNzLWxoOV3vmdZdKH+qZQ4fWPknm6HsrOPw22QZcNE1yKx6\nCOKLrVn3qBzXNXL/62rk2VgD8aVAGIhIWR2CFcdJEnaQaJm1l8kAqg7LeR2GNRdBbFnLrm8Txjh9\nBkPnoRJ5YVwMnKy1/p3WunMPZU2bZh9GGQrBs8/K/qxZjTty6WgNTz1lfy4SgenTxYlsePy553K3\nuT1JBiH4CfKOk4aOQOW/WtX0j+GH7N9pbRK1B6lgKfa5ymqoYCGz0Dn4JA5gVr3JyRhUvya/J+Aj\nniVG/d+tJskiZlFNWZPtd1LuStvuTNtqP2dFKXUwsEZrPaeJcmcopWYrpWavXZtDfrrOSHw1LNtT\nlO90FIhC8CNYultqzZwtOYZdJypkxL/PFOh9M7Z/6CBhYyA59BrKsWdDKXD1z62soTV0vWdad6Hs\nntbVX3dT7mVDXzZTjKkJlBNq/iv7Va+KmFIGWs4ZmoVx+gyGzsNxwMfAOcALSqkblFKdW2mjoQNW\ni9YQj6fKqCwvbHbU1rNrM1s4erKzTKo0ZkfrbEyqLD8XWxTJho5nHQ3UYRpBA8mGv7q034HO0odC\noXOfdulUaK330FrvARwIvA1UAOXAVOtYY+wMHKKUWgK8AOyplMrw9rXWj2qtx2mtx/Xu3btN7d9o\nlD9uhXGlE5dwruCH2esVHJVjB3GIzIMeF0OgsTB/6zXG1UvK2crbp+OUkLK8STnaYWgFXe+Z1l1o\ndOAlF7I9P7KVbcYzvln9J7B9XmmbvHyGJjFOn8HQSdBav6m1vgw4E3gH+CPQudX/9t3X3kkLBOAP\nf5D98eNzF1VRCk491f6czwe77iprAdNxu+HII3O3uT1x5Mvi+IyvVg8UHN2qprfwnIm2e67aPA+9\n+BmKfcqKAMUMZTtbRU+7psfVi8J1SiJqy4nfmeNwZYi2KAazDQX0aLL9Ts7TwGjgPuAf1n6jUnRa\n6yu11gO11kOBY4EPtNZdN9a1MaIL7JOq66SEAWej9HFQOay/1WEReAAJAVNZ1sMm1qX2+z8NgYPF\n8XPkg6MQSi6yQkXzZC2fbwcY/GGzhZUMzadLPtO6C8WtnFAtuazpMrX4J9Cm7oSOi8gKQP5h9vn1\nlBPyJ7ddn5sI5lvPYOgkKKVetdTO7gUCwIlAScda1QTFxfDYY+D3g8cjDllenjh8e+4pZdxueOkl\nOe7zybFAQMo35G9/y0zJkM4TT0CvXlIfID9fFD9vu61tr6s19PunhJwpy0aVD55hoiTWCryOHlwU\nuRZPEtxJQEsKh8KkF6+Wn5kHPz7yuYSXcTYSRnc+zxCgB17ERh/5FNALNz4cOHHixqN9nLCumJ6J\n/NR1uPpB6f117RzFX+nHSHyWWqiXAPmUcD7PtupaOwmba61P01rPsLYzABtZ2k0U/86pv/F6aPA1\noiuw4XpyCsNUgVT+LO+29nWUt/6MnSMfBr4CI3+DIbNgs7VQ+ncYsQyGfQ3DF8LQmeBuQiXY0CbY\nPNNOorM/07oLxeeAZ9uW1XUNhx6n515euWHAS6mBFQDywFma9hz0WVteKm2Cygdnb8CPuCPW+t2+\nj4KzWMp4t4CeV1nrel2yKT/0uh48w1t2fZswJmWDwdB5mAmcorWuVEpdC1wE3ATM7VizmuD442UG\n7oUXoKYGDj4Ydtyxfpm99hI1z1tvldQNkyaJ2Mvrr8PLL0vKhptugl9+gQkTRKxl111FFfTMM2H1\namlnzBj45ht49134+WdJwD55sr0D2VF4NoMRS6DyRYgulOSyBYfaj1Y2k+39N3BMXPOW414iOso2\nyZ041fk8y9X3fMcMSujLzhxHIb3q1auIfMarocnMCqzDl1QcENyBB4p+5gvH66xmESMYx4jkVtwe\nn8QS92o0CUbFBrJHz0/BOwMi88G7lchpO3x17eZRyB18zRz+zUK+pJThTOQY/BS0+lo7AXOVUhO0\n1v8DUErtBHyWa2Wt9YfAh+1jWieg6HjYcAvEotQlTFd+kZP3NfKyWfGU/QxhPdwSgll0vHx09YWi\nP0n6hdp0DDjlpbHkvMzqzp6y1aKU3JeGjc09wHhgF2B7oAZ5zhnaG4dDFKNXnAA10yX1QeGfoMdF\nsOoUK53QNtD3cVh5NgTfkXp5+0HhUbCgVGbRHYXQ86/Q86LG+8vbG3pPgfVTRKjFvxuUPgSxhRB8\nT5y7wuNkoKbyeRFhydsZAvtD+CtJcaTyoOhYycuXTq9roOBwaw2fgoIjxRk0NBuTsqEFdIZUBm2B\nSdnQebDkrT1a622VUrsAtyDCEVdprXfqCJva9F67/HJx8mpq5LPLBSUl8N130KePHHvgAfjLX0TZ\nszH8/qbLdFMe51w+5J9EkOt34qaQXtzNfPKzDKCHYj9zCZtTbil+gswQTqwu5JzCCgCiupo/6kJi\nSqeWZmjIT7p4whHG0Y0SVOcqca2U+gGZ2fvVOjQYyb2XBLTWuoXD6PXpDM+0FhNfB+uuk7xbygvF\nZ0DPS0WKPRs/5iPv/ja4BosoTMFk6HVjXWoQQMJGyx6CsnshWQ6BfWX2vOELoqFTYD3TfkHEXGqV\nto4DSrTWuS7sbDO69H3WEpJhWDIGYktTIisqT8ImB74mn7WGX3cVp0uHrIpu6gZx0im5Akpvzd7f\n6sug/CFLvRPABc4SGDa//n1saFNMygaDoetSu3L5IOBhrfWbQCeawmoh69fDvfemHD6QdYCVlXDf\nffI5GoUrr8zNmQuF4KGH2sfWTsx6fuMDnqxz+AASxKihnOk8mrXeB9VHUpnm8AFEHPBpfiVrgi8D\n8GL0hPoOH4CCakec92NXtfWldBX2B4YBk6xtGCLkcjDw+w60q/Pg6gV9H4TNVsLIJdDrqsYdPkiF\nbTVEBWDkUmmr70OZL4rKAT3OhRE/w2ZroP+/jMPX+bELkR7V0UZtElS9BLHf6qtq6iDU/AfC38rn\n4AcQnpfm8IGtwwdQdkd2wbT4Okl4rtMHc+KSnqHsH625CkMb025On1Jqc6XU12lbpVLqogZldldK\nVaSVaV0iK4Oha/ObUuoR4GjgHaWUl+4wMPPNN6m1fOlEIjBjhuwvWZJdmdOOF15oE9O6EkuYi9tm\nDCBKiO/4IGu9+e6fidr8Fbk0LIqKLsl36n9Zxde+1u+2yN6ujtZ6aWNbR9vXZUlmSeWhg/BTEfyU\nB8uPgNiv9uUMXYm5SqkJtR+aGyJtaAXBDxs4YbUoCH8pu+Ev08KlmyIBySwpFiPz7FVzdQSCM3Js\n37AxaLc1fVrrn0Dk45RSTuA34HWbop9orQ9uLzsMhi7E0cjswp1a63KlVD+gGRJanZQBA2QmryEO\nBwy3FmL37i3J1nNl801PT6MHA0nYyGg7cFLKiKz1SuNFOPUaEg2cOg30dG4NQG/dl1/0alvHr5Rh\nrTHbYKiPIx8Sdi+aGrSVuL36DUksPfxncBZtVPMMbcpOwElKqXoh0kqpb2nDEGmDDe7hIpzScP2s\ncoJroOy7BkrIp67OrG+HI4sis2ugTfoWAIfYYeg0bKxZhL2ARWZ01GDIjtY6qLV+TWu9wPq8Ums9\nraPtajWjRsEOO2SKrfh8cMklsl9SAkccYT8jaMf99zddppsxlDH0ZxTOBmN1brwcwPlZ6+3nuQtX\ng0lUh4ZecdgscDMAx7ueyKxoRXse5XmqtaYbuirJIAQ/h8gPbddm8dmWEl+jHUOyGsoegeBnEF3c\ndv0bNiYmRLqjKD6VzHkdpzhugb3lY8ER1gxdDjn2fBPAkSV027s5+MYi6wHTUD7ocUnz7Da0KxvL\n6TsWeD7Lud8ppeYppd5VSm21kewxGAytoawMZs6EVavks9bwww8wZ4593r6pU2HvvcHrlZQMpaXw\n/PMwdmyqzOOPi+PndouDWFgoddJxOODNN1P9l2UJFcuVRBWEvoTY8uxl4uVQ/jTUfJg6FvtV6iWz\nCFIAZfFvWBB+gpqEjHUlSbKYr1nKt3WJy6sSC1gQfoKK+PwmTVUorua/bMnuuPDiIY8S+nMpr+Gn\nkOe5lk95Mc3GpRD6kr6+w7m86kx6xMCVBGcStgg5uU6/T5ljNQuYSaFzJBfEbsJppYJAg0crrok9\njV/VH93VaH7lOxYzt27msYYKFjCTDaxo8joaI0aURcxmJQvqjq3nNxYwkyCVrWrb0EzKn4AFfWD5\nAbBkHCzeVhT3Wkuvq60k6j5RBsSD7auIDsK6q2D5QbB4K/h1T0iUt75/w0bDhEi3gmSN9WxqYZiz\nqx8MngbuYZZj5wHfjjDkY1HlDM2UWcAhH4N361RKBc9W4Ptd/bY828LgJsI0B04VZ1J5ZfbQWQr9\nXwDfmJbZb2gX2j1lg1LKAxwCXGlz+itgiNa6Wil1IPAGkKGrrJQ6AzgDYPBgk1/HYEhHKeUDPga8\nyD39itb6rw3KeJHE0jsA64FjtNZLmt1ZMgmXXipCKl6vrMvbYw9YtAiWL5ck7C4XPPOMpG6opaQE\n3n4bNmyAigoYMiQzyfratZKKoTbMMxqV8kVFEA6L7PrAgfDII3D00TIrGInAGWfA3/+e2V5TrLsZ\n1t8iqRR0FPyTJNeQMy1x9IqToTI9H3ce+LaGyDciWKHj0OsGUSy0iCbL+Ud4a+b4fsPthpiCHUOb\nM99XTkTVoNHk6xJGht185V1cV2ZicDhn+b/FpbLnKSyiN9fxHpWsI0w1vRjMFYxnMXPqytyn/8CN\nq7Zhi8qf6mys6T2esEP+OJJApcvJP5zX8SNzcOMlRoSDPBfynI6xKP4ObuVnmGufDBmhJczjdiZT\nyVoUCjd+xrAvM3kVFx7iRBnDvlzI/+HDLodbdj7jRR7hDECTIEEpwymilJ/4rK7tQ7iUY7gxp8Ty\nhlYQ+h+svkAcr9pZ4sj3sGx/GPad3IstRblh4MsQ/QUi34nYw6qzsqw/SkBSFGYJfiby84NMbm9D\nN2f9XaKKq1zWs2kiDHhF1DCbQ6ISEhXUffMn1sGqcyA43Qr9jEDRqTD0a4ivAjS4B0jdeDlEvhKH\n0NWn6b6cPWDQO5DYIH26h4j4kqFTsTHy9B0AfKW1Xt3whNa6Mm3/HaXUg0qpXlrrdQ3KPQoiTzdu\n3LiulWPCYGh/IsCe1uCJG/hUKfVubX4xi1OBMq31SKXUscBtwDHN7un++8XpCodlA3HUGnLMMTBv\nHowcWf94jx6y2bHjjuLkpfPVV/U/L1woG4jDBzJDOHQoXHxx7tdR+ZKVTyiUUi4LfQgrT4aB1tLj\nDfc3cPgAgqlF8LVrJdZdD55RUHAIAE+GJjDH/xsxR0oH7XPfT/UiaCKqhvU+QKXKfOH7haLg7pwY\n+LJJ8wvpRSG9eIxz6jl8AJok1/Wdx0sVYuMyD/yj+MN6Yi7L3VGWW3oKMeQ63uV++qqR7OU+zbbP\nCCGuZw9qSM2uhqnmU0uNvbadeUzjUc7igmYkaF/CPB7kT0TTlEmX8R3LmA/ourb/zd30YzMmcVLO\nbRtawIZ7Gyj6ASRk9jgyD3zbtb4Pz3DZtIYNd0suyEaTtkflZTWxvn4OPoOhO1H1ljh86QMuwU/h\nt2Nh8H9zbye2FH47vL5QS2yhbJBS9ax4Shy0ng3kA1zF4Nqz+fY7e8hm6JRsDDf8OLKEdiql+iol\nQ4ZKqfGWPes32v8GaQAAIABJREFUgk0GQ7dBC7Ursd3W1nBw5FDgaWv/FWCv2nuvWdx9d25pFWIx\neOyx3NtdsADWZFEGa4pgUOxqDutvz5xZ0BGoeRcSllOz/pbc2tI1sOFOAGK6mo/9PxFr+M1q95Nu\ncCzqgGn+WWidRRbbhg+wWYun5Jf/kZUffVoxxBv2rzL7j1DDVO7I2tcc3iKBTehuA2KE+YKX66WW\naIr/8iBxIjZn6v8ZRwjyJrfn3K6hhcRXkvkVgsw8JNa2bV9KweD3ofBIZGrZaa8ECIArdX8aDN2R\nDXfaKGpGIfSRNRuXI+VPSiRKU+ggbPh7s0w0dF3a1elTSuUB+wCvpR07Syl1lvXxSOA7pdQ84D7g\nWN3VssUbDJ0ApZRTKfU1sAZ4T2s9s0GRAcAyAK11HKgAMobLlVJnKKVmK6Vmr11r83K3PscxmVhM\nwj1z5Zdfci9rR3PX9iWyOZguCU8BCTvLlfhKAKLJ9SRbEfkWVpDMwbGqJZEtpxKwzHpvXu8mZ5sq\nWZf1XAWrG+0vHYVq1hq8dSwjaaNMakdjNhraiPzf24ut6IisC2prnCXQ/znYPASbh6HwZGwDkRx+\nWaNkMHRXrGdJBsoj4Zk5t/Mbjc+cp5E0a2U3FdrV6bPUCHtqrSvSjj2stX7Y2r9fa72V1nqM1nqC\n1vrz9rTHYOiuaK0TWuvtgIHAeKXU1g2K2L32ZwywaK0f1VqP01qP6927d2aNXXbJbT1PIAAHHJCL\n6cKkSa1bJzRxYvPKB/YGnJnHHb5UwuecX27dENgfgDzHIHrGbV5WcxzKGhL14WwquXUaJQzIem4f\nyw8eWw3eHPwphYOt2D3r+dHshsrxkZFPD4opzakswPYciJfsaxlrUTjYmj1ybteQI1pD5Suw5Hew\naDOILgRHL+rfI17oeX325OptgXLIbGKva61+au8FJeIQpQ+I5LzB0F0J7EeGCiYADllGkHM7+4LK\nz62sf0LTZQzdgo2xpq/LMfSKtzvahG6D+VluXKz8fh8iUtnfpZ1aDgwCliulXEARsCGzhSa44w74\n7DMIhUSl0+GQzeVKrfHz+2HECDjqqNzb9fngzDPh4Yczz3k8qTx/Pp/0m0zK5nRKf3fd1bzr6PVX\nqHoTklXIqjolMxt97peXToB+j8Mvm0PGDJQz7Zhb8oj1FJ0qpRycHr+eO5zXEFOglaRHAHBqDzEl\n1+HWXhJE0Bq0A5QGj4ZTdfOu4xJe5hoaKK1pGBKGUsvE3SpdvN0jzhpFXdipOwkJpdBK1DiduPCQ\nxx+4NWtfQxnDOA5hDm8Roca6eh8JYigc1iygwoOf03moWWIre3AK73If61hWt37PhQdN0lII1Thx\n4yWPY7k553YNObLuRthwRyrkuWIJIvmThlIpUZX2xj0Qhn0rYWc178vavx5/Bv9OG6d/g6Gj6Hkl\nVL0gIiy1M3UqD/r8XWb7cqXgMNhwuwgw1a7PVT4rn55G7m+n9dxr5vIIQ5fFOH0GQxdHKdUbiFkO\nnx/YGxFqSWcqcDLwBRJW/UGLQqm33hrmzoUpU+DLL2GLLeDyy2H6dLjvPnH8Dj0U7rlH1D2bw0MP\nwTbbwI03isLn6NEiHPP555LeIRCAc86RxOy33Qbffw/jx8MVV2QKxjSFewgM+0ZedIMzJGSsx18g\nL23G0DNCyiw/DGKLADeUnCOjomuvEkEJ3wTo9xC4+9dV285/NTdFhvJ64gpWOtexWXwoB7nuZb56\nlw95DgcO9uRPjEqO4c3YeSx2b2BIrIjJrnsZrLYU1cRkBAqPJJI3kU/VC/zAx/RlJHtyKj0iFVDx\nJCQ2sHn+77k5/1PuUkdTxkqcuNhNncg5sb3BfS0kNuD1T+RW/VfeDV3DF65PyNMeDkieTi//UbzB\n7axiAaOYyGQupw9DG/2xXchzfMyzvMejJIiyGyexHfvxDvfyA5/Qj82YzBV4yeMZLqWaMnbkULbn\nIJx2M6sWPgJMYTbv8g/+x6sEKOZALqCYvrzJ7axiIVsyiUO4jN4YBec2JVEGG6Y0SOJsE2Ksw1D2\nd8m75erV/na5+kKfhl9jhu6OUupJJI/fGq11w4gVrLXo9yL5/oLAH7XWXzUs12lJVkPFvyD0BXhG\nQ/GfIPiJrCFP1kDhsTBkLpTdA8H3wDVIRFbyJjWvH+WGQR/Dmouh6lVxGEvOhcDBcr9H50s0S88r\nIL4GVp0LaCg8DjxjoPJZES3zbgVFp4CrQeRPMgxVL0LNDPAMExVQ98A2+zEZ2gfV1ZbQjRs3Ts+e\nPbtd+9gYs1NLphxkbMiBpmzsLiil5mitx7Ww7raISIsTCdl+SWt9o1LqRmC21nqqldbhWWAsMsN3\nrNa60YV0Od9r998vjl8kAomEOGf77guvvNL8NAqdiWQYft1dVAV1NRJy45BAWa2BqITPuAfDkP+B\nsyB7W6vOg4p/Wgv0lQhVaGT2RAdltFVb2dB1FEhS5czjimEOKpyaiKrBjQ+nhut+1WwWSgBx6d+/\nEwz6T2qGsmaaOKo6btkYEAd2yOfgaF4ahZbwPk/yJOcRJ0qSBD7y2YJduIJ/N+r4bSxac6+1Bxvj\nmdYowY9g+aG5zeI5iiStSWDf9rfL0KVp6X2mlNoNqAaeyeL0HQicjzh9OwH3aq2bnALu8PsMRIhl\nyTjJN6lr0mbeGkSTOEthxHJwtGJeRmtYcRxU/9uawXdIf71uhJ5/TpVbfRmUP9hgNlBZzyLr2aQ8\nMORTSd8AkpJh6U6S31bXAF55/gx6B/J2a7nNhmbT3PusC7+RGQwGAK31N1rrsVrrbbXWW2utb7SO\nX6e1nmrth7XWR2mtR2qtxzfl8OXM2rWSty8YFIcPoKYGpk2zT+XQlSh/AiLfWg4fSBhoxJK6tsJu\ndDXEfoGyRsJjwnNEFlvXUBdWo0NAKKXSpkNA2JptkbC6l3sG2eCoJqJqrN7DhFWY+/pF0LUzMbpa\ncqpVvmB9TsCKE612a22sgegCkeFvZ2qo4EnOI0qoTpglTDU/8AkzebXd+ze0AFc/a6AhB3QMXP2b\nLmcwtBCt9cc0vvTgUMQh1FZaomKlVL+NY10rWXslxFenwqh1mMzlA0BitaRtaA3B6WkOH8hzJwjr\nrkmJxUTmQ/kD1vNCy6ZDQLD+sylZCStPTbW9/jaILUlrOyL7K06wBkQNnRXj9BkMhpYzfTq4bRad\n19TITF9Xpup5G+lsG3Q45XTZtvNWg9C53JhZAHGbb+j1LihLHwDWNan+I99D0sZmHZJQnHbmez7C\naSNCEKGGz2j//g0twDMKvNthLx6RjlvC0bwZky8Gw8akTonaYrl1rPNTNRXb0Gk7Kv+vlX29mpmW\nCACXRIMAVL+dW1oHtAxeJq3ZwKqXUnn+0kmsl0FQQ6fFOH0Gg6Hl+P32qpsOh4R5dmVU02qSOZV1\n5NGS5dOeLAOmGhFiqd+HpdLm8JMhwFFLc66nhXiwkfmXzvHRxf8eujOD3pKwLOWVkGFHCRRfDI4e\n8ln5wD9RwrcMho4lJyVqyCEF0cYma/5JGxzZvktz7SuArUK1Uql0LMrfDDVcR6psVtuS8l1h6LQY\np89gMLSc/fazd/p8PjjllI1vT1tScrb14GwCFYDis7OfLzxGpOibyT5l4Gngvzk0jApDQfpxFYDi\n02XfMxLcQ8l4L1IBuZ52Zit2x2nj4Hrxszent3v/hhbi7AmDp8OIJTD0S9hsDfS9GzZbLZ9H/AJD\nPgRXn4621GCoVaKuZSCwwq5gkymINjbFp9nnv7Sjx6Wt66voZHu1T52EfEsrofBI7H3ohrit3J1W\ne8Vn2wwiOsC7Dbi7xqTrpopx+gwGQ8vx+2HqVCgokC0/Xxy+G26AHXboaOtaR/5kKD5VRi5VABwF\nMvPhLJV9FZBzBYeJAls23EOg76NWO/lWXT+4N7faCFiCMCPlQaoKQOVzYLmHMfExePDjJYCPAnrr\nAVywqshqw5qB6XERBPZK9TfwDVmnpdJsLDwaCk9o9x+ZCzdX8jZ5FOGnAC/5uPFxKH9hNLu2e/8d\njVLKp5T6Uik1Tyk1Xyl1Q0fb1CxcfcE7OiUKpFzy2WUtmYr8BKvOh2UHw/q7RNDBYNi4TAVOUsIE\noEJrnSWjeSej59Xg39X6nre+9519M8vl7SfPntbg2xZ6T0k9d6znCgPfTAl6ufpBv6etGb+0Z4p7\ny/o2ereAfo+m2i4+E/IPsepZz0bXQOj/UutsNrQ7JmWDwWBoHZMmwapVItwSDMI++0BfmwdZV0Mp\nFpf+kSd7f84CNRcffvbXZ3Dk8tm4gu8DGpSPlYGRPKUO5lvex4WXSZzEidxeP9l40Ykyulr9HwmR\nCewPa2+C8nuRNR5OavJ25dm+ST7lBRIk2E7vzc6Ok1jO9axiIQGK2ctxHrcNe4nFzAUgQBHnRnuw\n45KJEJ4l6ool58PwRRD8UNTi8iZmJvXVGsofhvV/kzKe0dDnTsjfr9U/tlFM4DFW8TX/IUQlW7MX\nG1jOVUxgEXMIUMxBXMhkrmxUzVOj+Q/38zq3UsEaBrIVf+RutmGvrHU6ARFgT611tVLKDXyqlHrX\nEpzo2lT/F3473BJ9iUPwA5GVH/pVppy7wdBClFLPA7sDvZRSy4G/Yi041Vo/DLyDKHcuRFI2dJ2Q\nEocXBv8XwnMhPE9SHfh3S6VNSVRCyVng265t+utxgaSAqJkmzlz+AZkKzoVHQWAfqPkPoOXZ5CyR\nNXzhbyR6xL9L/Yge5YQBz0PkBwjNlNm9vD2bESpq6ChMygYbNpV0CZ3BhqYwKRs6jk4hcd2BrGIR\nl7EdYarrjnmSiglVmvOtceUqB1wwAmocCq3ku9SNj1FM4HpmZG98zeWSONdCA5cPhWVeB3ElsZsK\nBzrb+rz0isBtS2B47bp6lScP+n5PZK+3/nZYd0N9oRrlh4HvQGD3xvtsJsv4nisZX5fQHcBDHrtz\nMqfzYNZ6r/I3XucWIgTT6vm5hmmMZpcW27Ox7jWlVB7wKXC21npmtnJd4j7TSVg4CBINo+is3JWl\n93SIWYbOS2d7pnWJ+8xgaCbNvc/MTN8mTGdw6gyGzspU7iRKfdXNqEPzRQGcsAZKEvB+MUQVdQ4f\nSGqFBXzJYr5mGFlGbDf8vd7HH/yw0kOdwwc07fCBlUsJHi+FW36trRgU5bfet9qvwdJxmeFrqEyq\nQ7D2agh81nS/zeB1biFKqN6xKEFm8CTHcjMF9MioEyPKG0yp5/BJvRAvcC03NOZQdzBKKScwBxgJ\nPNCYw9dliC2BZLndCah60zh9BoPB0AUwa/oMBoPBhl+YQ9JGXtutYYW1nn2RD6I236IOnCzn+0Za\nj9X7tNxrm60pN5Q4jPWPeSG60L58Yn32vGzRH1pqRVYWM9fWgXXhZQ328t6VrCGZxelt/Ofa8Wit\nE1rr7RCBifFKKbsE051LVbApHPlk/Qt1Fm5UUwwGg8HQMozTZzAYDDYMZTscNmvOYgr6Wj7bsLBN\n+gRklm4AWzTSev2caP2j4GxppL2Gvg19OB0Bzwj78s4eoLLkZPNs3kIjsjOYbVE2j5o4UfowzLZO\nIb1RWVTlBtD2NrYHWuty4ENgf5tznUtVsClcfcA3gYzgIJUHJRd0iEkGg8FgaB7G6TMYDAYbDuFS\n3NTPOeRJKnasgp7WBOBeFVY+vTSHzYWXoWzHcLbP3nhR/fQJWwWhTwxcOv0rOQcpbavfU9akV/ND\nwVHgKrWvo9zQ4/JMyW2VB71varrPZnI4V+Fp+HMkj105ngJ62tZx4+X3/Lm+GI5V7xhubHMb2wql\nVG+lVLG17wf2Bn7sWKvaiAEviOCPCoCjUGaTi06EokaUaw0Gg8HQaTBOn8Fg6J6Ev4WK/4PQLFGr\nbCb9GcVf+YARyW1RGnzaz35cwHnlu1HrkBUlvPyt8gpG6m1Bg0MrJiYP42rezWwwUQmVr0LVG1B6\ni+X4yUyiwsENZccyUf0BFx4cOBnDvpzDU3WzYX4KOZLrGMiWdU16VT6XRG9mlN5ebHIUyMxLYyIu\nAD2vgt43g9OaZXKPhP4vQGDvZv+cmmII23A1/2Uo2wEKP4UczMWcwcON1jua6zmK6ymgFwD92ZxL\neYWt2L3NbWxD+gEzlFLfALOA97TW/+5gm9oGV18YNg8GzxCZ9+ELoO/D9nk6DQaDwdDpMEIuBoOh\ne5EMw/JDIfSpSEjrJHi3hEHTwFmceztas9naV5hS9jOafJRSoF6CwR9I3qJkEhwOngv2Y6FaJV2j\n+Vi9wOgaN3sHnkm1VfEirPpTKv+ZTsCAF6Hfg3Xt5APnA+fxjNVWgvs4kTJW4SUfTZKPeIYglfgp\nJEmCJHF+82oYNkcc21xfwJWCHhfL1px6LWQ0u3AHc9HorGGbGSaiOJTLOJTLmlWvI9FafwOM7Wg7\n2g2lwL8jsGNHW2IwGAyGZmJm+gwGQ/di3XUQ+ljUKZNVoGskJ9Lqc5vXTvVbUPYg6DBKV0tbiVWw\n/CBxlBwOPqo5m1n+VTLxl7Y9kvcswfhyaSe2DFadYtlTKZuugd+Ogvg6cNT/GlbWv3e5n9lMJUaI\nCNWEqWYtS6hhAyEqiVBDjDBvcCvz+ajljttGnKlpqePWFRw+g8FgMBg6M+3q9CmlliilvlVKfa2U\nykiQooT7lFILlVLfKKUaWQRjMBgMOVD+JOhwg4NRqHxFZthybuchcc7qoSG+GiLzAHjd9WTW6m9F\njpedyhey9Kug+rWs9afxINEGKQvsiBDivSZCJQ0Gg8FgMGzabIzwzj201uuynDsA2MzadgIesv43\nGAyGlpHh8NUSlxx1KlOR05Zkpf1x5YSkOINRRyKr3koNFVY71dJ3hp1x65w9DXPUZUcTIoutBoPB\nYDAYDHR8eOehwDNa+B9QrJTq18E2GQyGrkxgP2y/2nzjweHNvZ2CY0QJMwMNvnEATIzuUE+5M539\nXFNkJ/8gUL7MAsoJgQOydj+ew3CSJbVCGl4CTOSYJssZDAaDwWDYdGlvp08D05RSc5RSZ9icHwAs\nS/u83DpmMBgMLaP0bisXneWwKZ9IzPd9pHntFJ+ekqgHwCVt9n28znk8xv8+BQmVcvys9A07hvoy\nwGulZ/OPh8Lj0tpRsl98NnhHZ+3+SK6jhH51aQtceHDhxYWnLu+dlwDDGMvOHNe8azMYDAaDwbBJ\n0d7hnTtrrVcopfoA7ymlftRaf5x23i4wKmPc3HIYzwAYPHhwq40aesXbrW6jO9hgyI1cfldLphy0\nESwx5IR7CAz/Gcofh/As8G4jDpyrb9N1a96DDfdCYh0UHAaD/gs170L121K/+ExIlsPyoyD+K+68\nfXik8DterD6Az/N+xaMVh4X2YVLRf+q32/cxKDwaKp4TBc/CE1kdGMxUzmERsxjCGA7hsnqJx4vo\nzd3M5yOe5ns+oi+bsQ9nEqSc6TxGFesZz2R24nCc3VSIeTFzmcqdrGQBWzKJg7mYHvTvaLMMBoPB\nYOhytOubgtZ6hfX/GqXU68B4IN3pWw4MSvs8EFhh086jwKMA48aNa37CLYPBsGnhLIGelzWvzvrb\nYd0NorIJEPkGyp+AYV9JEmoQp23VGaBDgIbw17g33MYJys0JGjmmPoPIX6D0jlTbSkFgX9mAJczj\nWsYQI0yCOIuZy2e8wHVMZxQT6qr5yWd/zmV/0pVHB3Mq/2juT6TLMYe3uZujiRFGk2Qp85jBk9zG\nHPowtKPNMxgMBoOhS9Fu4Z1KqYBSqqB2H9gX+K5BsanASZaK5wSgQmu9sr1sMhgMBlsS5bDurymH\nD8Sxiy+XGUMAHYPV51llaseeoohATCitXg2U3w+x5Vm7e4oLCVNNwhJ4SZIgQg2Pc06bXlZXJUmS\nRziDKEE0SQDiRKmhnBe4poOtMxgMBoOh69Gea/pKgU+VUvOAL4G3tdb/UUqdpZQ6yyrzDvALsBB4\nDMwbj8Fg6ADCX4KyEXnRIaiaKvvRBaK4mRNuCH2S9ezPfGF7fDFfk6AZaSW6KeWsopoNGcc1Sb5h\negdYZDAYDAZD16bdwju11r8AY2yOP5y2r4FmZkw2GAyGNsbZK3suPbclKOwsAWK5taesNrPgp5Aq\nMjPZeMnD0eGiyh2Pn4K6Gb6G5NNjI1tjMBgMBkPXx7xdGAwGg3csuAeS8ZWo/FByvuy7+oF/F2gy\njYIClQ95e2YtsT/n4aF+OggPfvbmdFS2xH+bEH4KGMchuKg/++olj9/z5w6yymAwGAyGrotx+gwG\nQ6ennNVUU9Z4ofg62VqCUqLU6RkNKg9UgaRVKL0PfDtBbAUkqmDAi+AfT9jhY72ngKTyQv4x4CiQ\ntBAqAO7hMPiDRpPAH8HVTOQY3HjJowg3Pnbg9xzPlIyyCR1mfWwWkWQLr81CoyljZSppfCfnbJ5g\nS3bDja/uZ7Qv57Anf+po0wwGg6FtKS+HVatAG61CQ/vRPXW+DYZNBKXUIOAZoC+QBB7VWt/boMzu\nwJvAYuvQa1rrGzemnS1lATO5n5NZwxJAswU7cz7/qi/bH/kRVpwA0W9FX8W3LfR/DjyjmteZo1Ac\ntuhPgAOcfSC+EhYNgsR6QBMJHMhjg4bwuZqFIoqPAk5Rh7JL8mkIzwFHALzbihPZCE5cnMtT/IFb\nWcnPlDKCnjYpSt8Pnsy/vM8SdcqLwKSaLTklbyZuld+sS/uBT3iAP7KBFWiSbMUenM+zFNG7We1s\nTPIo5FqmsZrFrGcZg9iaAhPaaTAYuhOrV8MJJ8DHH1uDj4Pg6adh4sSOtszQDTFOn8HQtYkDf9Za\nf2Wp5c5RSr2ntf6+QblPtNYHd4B9LaaMldzI3oSprjv2PZ9wPbtzDz/K2rdkDfy6CyQ2UKeoGZ4D\nS3eBEUvB4bdv3I7lv4fQl2ApapJYDuuurVfkocI3+RKIKVlvFiXCQ5xGiaMfW+Xt3uxrLKEvJdjn\nD5wTuo4nfc8QTYvH+Mj/PSo4gdMDDYWQs7OaxfyNA4hQU3fsOz7gJvbhDuZ2+nDSUoZRyrCONsNg\nMBjaFq1hr73gp58gbj13Fi6E/faD+fOhDfJSGwzpmPBOg6ELo7VeqbX+ytqvAn4AmymjLsh0HifR\nQDglSZwyVvI9H8mBqlcgGSaVQgHZ1yGoejX3ziI/QPgrJAWDPVUO+DI/ScxRX2AkSpDXuCX3vnLk\nFcfd9Rw+gKgDZvjnE06uybmdaTxIosF1JYixioUsZFZbmGowGAyG5vL557B0acrhqyUahUce6Rib\nDN2abjfTN/SKtzvaBEMbksvvc8mUg1rVRlP1uwpKqaHAWGCmzenfWelTVgCXaq3nZ2njDOAMgMEd\nPMq4kp+JEck4rtGsZal8iC2tn1uvlmRQzuVKbCkod33fsQFlLnBqe/3O1fySe185stYZsj2ugKrE\nInyOPjm1s4KfidtY7cDJOpayGeNbY6bBYDAYWsLSpfZLAaJR+PnnjW+PodtjZvoMhm6AUiofeBW4\nSGtd2eD0V8AQrfUY4B/AG9na0Vo/qrUep7Ue17t3x673Gs2ueAlkHNckGcE4+eAbJ+IpDVF54N8x\n985824HOdDDTKY2Btnk+O3CyBbvk3leObBbrbeuEurWih2tszu1syaQMpVCQZOfD2aE1JhoMBoOh\npYwbBzGbYcS8PJg0aePbY+j2GKfPYOjiKKXciMP3nNb6tYbntdaVWutqa/8dwK2Uyp5ErpOwK8dT\nSG+caSkSPPgZw74MZms5ENhPBFuUL1VR+cA7GvL2zr0zV18o+pM4i3U4kXk18fS8Go5c58KbTAVI\nKBx4yeMIrmn+BTbBsY4H8GrqOX7eJPwhfBzO9Ottgj05lQAlONMCO7zkMYEjKGV4G1psMBgMhpwZ\nNQoOOUScvFrcbujZE04+uePsMnRbjNNnMHRhlFIKeAL4QWt9d5Yyfa1yKKXGI/f9+o1nZcvwEWAK\ns9gnfgQlyQJKEz05OnEJl/ByqpBywpCPoORicA2SreTPMHgGqGZ+vZX+A3pcJuka8IB/Jxj4CRT+\nAZyl4BnNZM/DnK2eYQjbUkQfxnMYt/Il/RjZptcOMMR7BH+LvcwO4T4UxRXDIn4uiFzBvoH/Z+++\nw5wqugeOf88m2+m9gyggoqKCgmBvr4KC9RXsCmIXEHvBXrGhYEFsKPafCiq+KIoiKkhRAQEVEBFp\nK+DC9s1mfn9MtiU32Zay2T2f58nj7r25NyeR2dy5M3PO9CqdJ53GPMwSjmEETWhDG/ZiGPdzFa+G\nPeb6TkQ6ishcEVklIr+IyOhYx6RUvBGRE0XkVxFZIyI3O+y/SEQyROQn32NkLOIMi+nT4Z57YM89\noW1bGDkSFi2yj/vugxdfhF3+k3eUqp46t6ZPqXpmIHA+sFxEfvJtuxXoBGCMeQ44E7hCRDxALjDM\nmDgoBmQMjbbdz4h/ZzDCFIIUAo9D2/2h0X9Ln5fQAFo9YB81seMx2H536e+538GW4dB1HSSU/qkc\nCAxkeM1eq5I6J5/JzZxpf6nBX+umtGEUzzGK58ITmAqmstl0lVIORMQFTAaOBzYCi0RkpkMbetsY\nc3XUAww3txvGjbMPgPx8OPFEWLwYcnIgNdXumzsXDqz8tH6lnGinT6k4ZoyZD6Fz7htjJgGTohNR\nGOXOh3+n2EycAMaX4WzzRZB+AriahO+1vFmQcVPgds9fkHEjtHYcRFWqHGPMZmCz7+fdIlKcTVc7\nfUpVziHAGmPMOgAReQsYSn1pQ5Mnw8KFkOv73sv2ldo580xbzqGCGrBKhaLTO5VStdOu6aUdvrLE\nDdn/C+9r7ZxK0NSdu14P72upeqGCbLqx9ddfcOWV0LMnnHACzJlTuePmzrU1xHr2hMsvt9kHlQqv\n9sBfZX7fiHMZojNEZJmIvCciHaMTWhS8/HJph6+sLVtsp0+pGtCRPqVUHArz3U69e6rCqIJ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f/Oq9vhA3tDpDhTb1FR5dcGzpkTvJQKwA032HZV/P7y820H8NJLqx+rqjW006eUUkrVFS6XHalI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cT5rkvXzWLE2q9eKBB5p2rnHjvJevXasDyEgV9nDO7YBWRTtXRPYK30BExorITBGZWVhYmHiF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8dYz28EKUNw4MbHadxnW5PYVCiljk8aksFgMBgMrZCOl/S99x4UFdWvTzCoX6+9VrsWsLQU\n5syBBQtg772bNs5YCm+H8DogZG2IavGHP6ZAzkSQJvhndHWHgV/Bxmu1iqczH/IvhrwzGj+2IWOI\nSD/gaaAneipoulLq3rg2o9FLzZZbm15WSt3QnHG2GZTSydvWJ3S9XaeTIGcSSIpZLBHo/SyUvKbr\n9HBCp1Mh+4jkfUrn6wQuUgm+URD6FvBA/rnQ5Sr7Pt3v1LOKWx6nMlrKR1378qlvOX6ZzCGcw86M\nSfGZXoUtT1IsQR7rXsIS908EJIeJXME4zk3zjwN92JZ7+JG3eYhf+YIB7Mph/I2u9GMJ7zCPaQQp\nYx8msy8n4MKd9tgNwUcWt/AF/2MGC3mNTvTgUM5nKH/K6HENBoOhmq1bYfp0PSnQvz9ceCEMH97S\nURkMCXS8pO+ppxre1078paxMn+iZTPqKX6Um4YtBhSD0E3h3aprjuPtCr8ebZixDcxEGLlFKLRaR\nHOBLEZmnlIovSv1IKZUiCzEA8MfZUPRczWxa2QdQ9Dz0eTn1bL44IOdo/aqLDdfBpjtrjhFL4S16\nZr/Hv22OIZB1COGsA7mOA1jJBwTRY3zFHCZyOcdxTWK/tadA8csUSylnD4VKAQRK1SYek/P4lvlc\nyot1x22RTy+O58Za257lH7zF/dXx/MhHfMAM/sW8jC/79OLnEM7hEM7J6HEMBoMhgU2bYMQI2LAB\nysu1F+usWfpe87jjWjo6g6EWHaOmb80avRRz9Wp9QjYUu5s+rxc6d274mOngTDZ+GBwxHnoqCuUL\noexTLSJRRaQQSj9IW9rd0HZQSq1VSi223hcDPwJ9WjaqNkrwOyj6T+1kTJVqs/XyD5P3qw/htbDp\nVvuEr+p4Wx6G0K9Jh/iMF1nJN9UJFkCQUl7hFrawrnbjii+1gqgq5bEeNQkf1Pz8nJcopKDBH2kD\nq3iTexLi+ZWFLOaNFD0NBoOhjXPHHbBunU74QOs8lJXB2WdDpZ1Ql8HQcmQ06RORFSLyrYh8LSKL\nbPaLiNwnIstE5BsR2a1JA6ishL/+FQYP1uIr/frBf/7TsLF8PvtaQIcDJk9uXJx10fliXb9TCxf4\ndtOzc6CTvWV9YdUYKDgUlvaAkrdh3WWwrA+sPgqW7wSrxkKk2VXtDM2AiAwERgCf2+zeS0SWiMhb\nIrJjswbWVih9Vz84iUeVas/KpqDsA8BTRyMHlM1Punchr9ZKsKpw4eYH/ld7Y+m7ekUAsCQLOw0W\nAD5gRh0xJec73rOdzaughIUksZowGAyG9sBrr+nyn3gqK+HHH5s/HoMhBc2xvPNApdTGJPsOA4ZZ\nr1HAw9bPpuGaa+CVV2pq8iC1P18yfD44+mg44wyYNKm2YuesWdCjR9PEm4yc4/QT+833gvh0rZFn\nCPSxPMCiZfD7wTUy71V2WQUTAScQrJGUL/sE1p4GfV/ObMyGZkVEsoGXgKlKqfii1cXAAKVUiYiM\nB15Fn3N240wBpgD0798/gxG3Qhx5uj423n5BvLrGtUmOka9XDKS0tHPqdknIoRuCA2Wj5plFXu0N\njjwQD6gw/iiUKmwTv3x6phW+HdnkIzbPD524yKFLg8c1GAyGVk+ylV7hMOTl2e8zGFqIll7eORF4\nWmk+A/KqzG2bhEceqZlybwzPPw/PPQdjx8L69dq24eWX9ftDD238+HUhAt1vgyGroPdMGPAxDPwa\nXNaNWslr2HrsUQnEf/4glM4xs33tCBFxoxO+Z5VSCdm8UqpIKVVivZ8DuEWkq91YHdo0OucY7KfC\nHJB7QtMcI2usvTVKLOJIKQJzMFNwkziGGz87xYu55B5H1Wc6apP9eA5cjOa01DGlYDiH4rB5fujE\nzVjObPC4BoPB0OqZOhWy4lZiOZ1ayKWjPTg1tHoynfQp4B0R+dKaQYinDxDr/F2ATT2SiEwRkUUi\nsmjDhg3pH724uJ7hpjGO2w0HHqgTQG8dN29Njas7ZB8GvuG16wsjhXr2L4Fk0wkOiNZTwdTQKhER\nAR4HflRK2ah/gIj0tNohInugz3t7V+uOjDMX+r0Jjs7gyLVeOdDnv+CO+1pSYcuUPeWUndU2arWN\nAKJFYRw99dj4dBvx69+dXaHfXHAkes9VMYBdOIMH8RDATy4+csinN9cwD2d88uXsDH1ngyOPcUW5\n7FHs1F8LVtgOnFzFHByNuBS48fIv5tGJ7vjJwU8uXgKcw2P0ZpsGj2swGAytnmOP1WqdPh/k5uoE\ncPvt4cknm8/H2WBIk0wv79xHKbVGRLoD80TkJ6VUrCKC3WP1hLsopdR0YDrAyJEj07jLshg1Snvs\nNZZjm8gLL1MERmP/p3ShVfzjvngc+eDKjNbHr3zJi1zPSr6lHzsyiWsYlkGTZAP7ACcB34rI19a2\nq4D+AEqpR4BJwLkiEkZP/U5WKp1spQMS2B+G/aGXQRMG/77g8NXsV1HYeB1svgeiQb3ss9vtkHey\n/Xibp8PGf0Kk6iGLdS66ekCnK8A/UtfmBr/WM4D+vdOyYBnDaezFcfzMJ/jIZhv2Sp64ZY2BYeug\n7BMuQ7FB9ed/jufpTC9Gc1qjEr4qhrA701jDL3xKiHK2Y9+M+uQZDIb2i4gcCtyLrk95TCl1a9z+\nU4E7gNXWpgeUUo81a5A1wcDNN8PFF8MXX8D8+fDEE7DrrjoBvPZanRRm0svZYEiTjCZ9Sqk11s/1\nIvIKsAcQm/QVAP1ifu8LrGmyAO6/Hw44ACoq9PrqhjBhAviTP3VvFXh3AmcXCMcp8IkX8FhKgSHA\noWsCe03TS8iamB/5iJs4lCDlgGIDK/mO97mS15N7iBkahVLqY5LKc1S3eQB4oHkiageIG7JG2+/b\neA1sulv7ZAJE1sG6c8GZBzkTarfdOhPWX1zTNpbwath0M/R9A1zdwHVwvcP0k81wxqXXWDyQdSAA\n3YBJXF3v49WFEyfbs1+Tj2swGDoOIuIEHgQORt8jLhSR2TY2RLOUUhc0e4DJ6NYNVqyAadO0eidA\nKARXXQWBAJx1VouGZzBABpd3ikiW5RuGiGQBhwDfxTWbDZxsqXjuCWxVSq1tsiB22w2+/hrOPFPP\n+k2cCPvsk15fjwduuEErM7V2yhdC2Ga1ngJ63Amdp2oD6NzJMOCT1KbRjeBJphKkjJrJWkWIMp7k\noowcz2BoVlQlbLonMYlTZbDx2sT2G6+zT/hi+xXemHy/wWAwdDz2AJYppX5TSoWA59H6D62fG2+s\nSfiqKCvT95IGQysgkzN9PYBXrFIiF/CcUuptETkHqpedzQHGA8uAMmiEmkAyhgyBhx+u+X3aNFi8\nuG6Bl/32g3/9q8nDyQjln5GwhBOAUu09Zmf0nAFW8o3t9t/5HoVCUk9IGQytm8gWIMmKgcqVidvi\nZ97tCC1rVEgGg6FjMfDKN+tss+LWw5shkoxhp/Vgp+p+rIjsD/wCXKyU+j2+QbOqUSulxf3sWNt0\ncxkGQ2PIWNKnlPoN2NVm+yMx7xVwfqZisKVPH3u/vXhKS/XUvCfOU2vrVnjrLV2ge+ihmTdmTwdX\nb3B4dI1RLOIHd/OpR2XTmSISv/SyyDMJn6Ht4+ys/TLjLR0AvLskbvPsAMEEe9IYBHwjmyw8g8Fg\naAeko/XwOjBTKRW0JhJmQGINSYP1IBqCiPaE/vXXxH3DbB2SDIZmp6UtG5qfcWnWwHz2mV6HvWBB\nzbaXXoJevWDKFDj7bJ1ANtTsvSnJPkInePHfleKC3BObLYwjuSRBvMFLgCO4uNliMBgyhjih280g\ncQIlEoDutyS27367dV4mG88PXa9r0hANBoOhjVOn1oNSqlCp6qdvjwK7N1NsqbnjDn3fGIvfD3fe\n2TLxGAxxdLykb9269K0cIhE4+OCafiedpJeFFhdDSYkWiJkyBVatyly86eDwwoCPwLuzFmoRP7gH\nQb93wWVrx5YRJnAph3IBHvz4yMGDj4M4m6O5qtliMLQClNKquXffrR+UBG1mxtoq+WdDz0fB1VcL\nJXl2gr5zwb9XYtusA6HvHF1P68jRirnOntoKIjAGBnwIvl0gtAI2PwhbHoXwxtTHD2/Q7TY/qPsZ\nDAZD+2IhMExEBomIB5iM1n+oJs7PeQLwY0YjCgbhv/+Fe+7REwFV4tezZsGIEbDXXlqxc+VKOP98\nGDhQW3oNHao9nQ8/XC/9nD4dHnxQtzMYWoBMWza0Pm6xeSKfitJS+OYb+Phj+/2RiD7xL7us8bE1\nBs82MGgJVK7SghPuwc0uEezAwYncxrH8i0J+pwt98ZPTrDEYWphgEA47TEtXV1bqC18goM+foUNb\nOrrGU7kKNlwBka36wl+5AjZcBv754LCxKMgaDVmfJR9v480xYi5OWHcR9HoGcm1sYor+C2tPQc/o\nK+BS6HItdL2ysZ/KYDAYWgVKqbCIXADMRVs2PKGU+l5EbgAWKaVmAxeKyAR0kfUm4NSMBfTzz7D/\n/vqBfzCovZr32QeWLoXly2vafWZ9z4voa4PLpScLLrkEVq+GCy4Ah0Pvu/RSuO46uOKKjIVtMNjR\n8ZK+0tL69ykq0rN6kUjivnA4Ua2pJWnGGr5k+MmmL9u3dBiGluCuu/TFr0ooKRTS59zkybAoVX1b\nG2HNyRBeC1jfBSqkPfY23mi/xDMVFV9B4f+Bqqi9fe1J2lvPmV+zLVKoEz4VJ0BVeANkj9czhgaD\nodWTjhBLR0cpNQct9Be77ZqY9/8A/tEswfz5z7BhQ83sXigE772X3Aasql04rFeFLV2qy4Hi7x+v\nvx7Gj4edd85c7AZDHB1neWc0qm9I36znF67TCXvvrafnnc7E/T4fHHlk08RoMLR1nngiURk3GoXv\nvtNPPdsykWIo/5TqhK8KVQFbZ9R/vK3P2YvC4ISSN2pvKn4d269rFYKi5+p/bIPBYDCkpqAAfvml\nJpGroj6+z5WV9hMGoRDMnNm4+AyGetJxkr7LLoNrroGNSWpmunWz3z5unJ6S33ZbuOgivVRNRL+y\nsuD007UfoMFgsL+4gT5fku1rM9jZolTRkM8WJlGUDr1Nxd9UJBs/atPW0JKIyAoR+VZEvhaRdjC9\nbTB0UCKRzJXJRKM6ITQYmpGOkfRt3QoPPWS/DDM3V9f57bGHfd8PPqiZubjlFnj3XTjvPD1dP2cO\n3HdfxsI2GNocJ5yg6/jiGTQIevdu/niaEmcn8O1KoqK4B3L+Uv/xco5Lou4Z0Us2Y8kej23iJ37I\nnVT/YxsyzYFKqeFKKePJYTC0Vfr31yrt8dit+kqGw6Ff8fj9cNxxDY/NYGgAHSPp++23RL+9Knr3\nhiuv1GItdjgceoq/ir32ggce0Ibv++/f7GIpBkOr5sor9ax4drb+PRCATp3guXayBLHX0+DIr7Ft\nkGzwDIRu19d/rMDe0Ol0aywH4NZJXPe7wdWjdltXL+h+l5UkunR7CUDeWeDfs1EfyWAwGAw2iMDz\nz+vJgSorhuxs2GknyM9P3beqba9ecMMNOslzufQ9ZSCgld+TTTYYDBmifQm5LFkCr72mZxqOO04b\nZYJ+WpNMNn7jRrj5Zq3IZEckok9ag8FQNzk58OWXMHu2lrYeNAiOPz69C2RbwLs9DFkORTMhtAz8\nf4Kco0CSPFSqi243gyqD4le0r2be2ZB3pn3b/PMg6yAoel6rh0Y26Nq/svch73zdT1I/x9vCOl7m\nZr7kdbLI53Cmsj8nIrZ+yIYGooB3REQB0yyDaIPB0BbZfXc491xt1wB65deSJfq9y6XvEZ1Oreg5\ncqS+15w/Xyt2Dh4M998P++4LkybpBLKyEo4+Wo9rMDQz7Sfpu+wyvYQzGNRPUq6/XvuEnX02dOmi\nl53NmpW4xHPjRvjnP+3HDATgrLNqZi0MBkPduFxwzDH61R5x5mq/vsaiQrByL6hcViPosunfEPwO\n+r5i38ezDXS+BJbvDJWrgZDevv7vUP4Z9H4i6eFK2Mzl7EYRG4hQCSznUc5lBV9zCnc1/vMYqthH\nKbVGRLoD80TkJ6XUh7ENRGQKMAWgf/+WV1xuLxhlTEOT89e/1l6pElubXiXoEg7DwoV635df1pQE\nLVmidSHeekuvDLv22uaL22CwoX0s71y4sKZmLxLRT1LKy2Hq1BrFwGnTdC2e366GxobsbO2vcpe5\nGTIYDBmg+CWoXFlbwVOVQek7UPF18n5bn4bwOqoTPgBVCsUzIfRb0m7v8DAlbLISPk2QUubyEFto\n48qqrQil1Brr53rgFSBhDZdSarpSaqRSamS3ZCJiBoOhZSkpSb80oawMPvmktnq1Unr71KmZic9g\nqCftI+l74YVEmXjQU+5vWNLnbjfccYdealYX2dlaev6GG+pXsGswGAzpUvYhqBKbHQrKP0/R7z2d\nHCbghoovknb7lneppCJhuxsvy1lcd7yGOhGRLBHJqXoPHAJ817JRGQyGBrFgQf3ax1s7VJFMM8Jg\naGbaR9LncCQXVLFTTaoLEZPsGQyGzOIaAOJL3C4ucNsoxlXhHgTY1SArcCXv153BOEj8XosQpjMp\njmeoDz2Aj0VkCfAF8KZS6u0WjslgMDSEoUObZpwuXZpmHIOhkWQ86RMRp4h8JSJv2Ow7VUQ2WH5G\nX4tIEgWDOjj+eHuZ+Eikxji9okLX9z37bN3jRaNwyCENCsVgMBjSIu9UEsuqHeDIgaxDU/Q7ByQ+\n6XNqhU//vkm7jeciXNT+nnTipg/bMYBd6hO5IQlKqd+UUrtarx2VUje1dEwGg6GBDBoE/fql19bh\n0Cqf8SVEgQBcemnTx2YwNIDmEHK5CPgRyE2yf5ZS6oJGHWH4cLjqKrjpJj29XjW79+ij0LWrfn/a\naVrZM5mKJ+iTUymtsGTEWwwGQyZx9YT+78Dq4yGyHlDg2QH6vKBn+5LhGQx9Z8PaUyCyGYiAdzer\nX3IVzgHszMU8z8OcQZAyIoTZjr2Zyqwm/2iGpsOIkxjqS13/Z1bcengzRdJGUAp++EHfO263Xc33\n6MqV2oboxhvhjz+S9xeBIUP0KxjUy0JF9LgXXKD1IZSCn3/WmhM77tiwVWgGQyPJaNInIn2Bw4Gb\ngL9n8lhcfbWe8Xv9de3Jd8wx0LOn3rdhA7zyin3C16OHtmzYsgWysuDYY2sSRYPBYMgk/r20BUTl\nchBv6mWdsWSNhSG/Q+Vv4AjoWb40GD19w2wAACAASURBVMmRTGct6/mNAJ3oRPdGBG8wGAxtnAUL\ntMXXli369+7dtdL72WfDV1+lN4ZSsHSpflXh9erEr7gYvvtOWzasXq2TvexsPblwwAFN/3kMhhRk\neqbvHuByICdFm2NFZH/gF+BipdTv8Q3SlrceMsReJamgQJ+Adklf585w+umpPoPBYDBkDhE9e9eg\nfkPq3c2Jk14Mq//xDAaDoT2xaZO2VCgurtm2fDnsvXeNHUNDqbrffOopmDFDiw1WCb2UlMDhh8Oy\nZTWTEwZDM5Cx+WUROQJYr5T6MkWz14GBSqldgHeBGXaNGi1vPXSonlK3o6xMzwJGo/Uf12AwGAwG\ng8HQ9pg50z65a2zCF0t5ub7PjFf2jER0MmgwNCOZXFS8DzBBRFYAzwNjROQ/sQ2UUoVKVZtUPQrs\nnpFIcnJg9yRDr1wJJ52kl4OaxM9gMBgMBoOh/fPHH/Z2X81BRYVe7mkwNCMZW96plPoH8A8AERkN\nXKqUOjG2jYj0UkqttX6dgBZ8aXoqKrRpZjJKS+Hdd/XLqHYaDAaDwdCqMII2zUc6f+t2IQaz3366\nvq7Ezi+1CXE4EicVsrNhzJjMHtdgiKPZ5YNE5AYRmWD9eqGIfG95Gl0InJqRg77xRnLTzCpKS7W6\np8FgMBgMBoOhfXPQQXoVWCBQsy0QgBEjmmZ8h0OPN2aMFgqswu+HHXaAI45omuMYDGnSHJYNKKU+\nAD6w3l8Ts716NrDJKSvTErzdu+tXXbhckJ+fkVAMhkwhIv2Ap4GeQBSYrpS6N66NAPcC44Ey4FSl\n1OLmjrXdU/YpFM8CBHJPAP8eLR2RwWAwGJLhcMDcuTB9Ojz5pBbHGjlSz8ptu61eIbZunW5XUZH+\nuPn50KtXjZ3Ydtvp+r1p0yAUghNPhPPO0/edBkMz0j7/xz34IFxxBTid+gQbNQp8vtQnrdsNJ5/c\nfDEaDE1DGLhEKbVYRHKAL0VknlLqh5g2hwHDrNco4GHrp6GpWHcxbJkOqhwQ2PIodL4Yuv1fS0dm\nMBgMhmR4vfC3v8GUKTB2LDz3nF7u6fHoe8gXX4Qjj9RtH3kE/v735HWAPXok9/M7/XSjFG9ocdqf\nO+S8eXD55Xq5ZlGRTvQ+/RS23z7xqYqIXlft98PDD8M227RMzAZDA1FKra2atVNKFaPrYuPN3iYC\nTyvNZ0CeiKRn7Gaom4qvYcs0UGXA/7N33/FRVlkDx38nkx4CSJUmxYKFFVRElF0RK4ii2MBC0XXR\nRVHs7VVsqOjaO4qIZW3oKiJixYKVIkWkCEpvoQXSJpnMef94Bkx5nkDCTKZwvn7mw+Rpc8ZwmbnP\nvfccBYLO800PQ/GiaEdnjDFmZ8aOderybV/fV1zsdO4GDHCeb9wI11xTdeKXdeuc+nvGxKjEG+n7\nz3+cqZ1llZTA/PlO4cxJk2DJEujb12ncfj/06AF160YnXmPCRETaAIcBP1XY1QIoW/9yZWjbGszu\n2zYBtLjydg1C3kRocG3tx2RMNewscUdtJO2wRC21x/5fu3j99crfHcHJBzFtmlPvOSVl59M8b78d\n+vePTIzG7KbE6/StXu2+PTUVNmxw5lEbk2BEpA7wLjBcVbdW3O1yimtmIxEZAgwB2GeffcIaY8JK\nygB8QGn57eIDSY9GRMYYY6ojI8N9ezDoLA9KS9u166Tbv/kmdiXe9M5TTnE6eBUFg3DIIbUfjzER\nJiIpOB2+11X1PZdDVgKtyvzcEnC9O6Kqo1W1s6p2bty4cfiDTUR1zwPx+Kc0+6zajcUYY0z1XX55\n+Qyb29WvD4cf7ny33BUvvRTeuIwJo8Tr9N1wg9NIy3b8MjPhwQe97+QYE6dCmTnHAPNV9RGPwyYA\nA8XRFcgtUx/T7K6U1tD0WWdUT+qEHhnQbCwk7x3t6IwxxuxM375OMr/0dOc7Y3Y2NGzolPwScb4/\nfvCBkwciO9v9GiecAEceWbtxG1MNiTe9s2lTmDPHWdv3ySfQvDlcf71Tj8WYxNMNGADMFZFZoW23\nAvsAqOpzwCSccg2LcUo2XByFOBNb/cFQ5zTI/xgQqNMbfFYCxhhjqktEeuKUGfIBL6rqAxX2p+GU\nKjoC2Aj0U9Wlu/mi8MwzTrKWb75xOny9epWf1tmjh5Od86OPnGSBxcXwyCPOMS+/7IwIGhPDEq/T\nB07H76GHnIcxCUxVp+K+Zq/sMQpcUTsR7cGSG0G9AdGOwpiYZMlDzK4QER/wNHASztKEaSIyoUIZ\non8Cm1V1PxHpD4wC+oUlgP33dx5esrLgvPP++vmyy8LyssbUhsSb3mmMMcZEiYj0FJGFIrJYRG6O\ndjzGxJkuwGJV/UNVi4E3ccoOlXUGMC70fDxwQmipgzGmCtbpM8YYY8KgzChFL+Bg4HwROTi6URkT\nV7xKDLkeo6oBIBdoWCvRGRPHrNNnjDHGhMeujFIYY7ztSomhXSpDJCJDRGS6iEzPyckJS3DGxDPr\n9BljjDHhsSujFMYYb7tSYmjHMSKSDNQDNlW8kJUgMqa8uEvkMmPGjA0isizacVTQCNgQ7SAiKJHf\nX6y8t9bRDqCiGGxrsfK7ihR7f7Ujkm1tl0cggCGhH/NEZGEEY6quSr8nGRWlSCIjVv4eRkqtvL9d\n+DtR03Y2DdhfRNoCq4D+wAUVjpkADAJ+AM4BvgwlLPMUg59nYH8X41msvLdqtbO46/SpaszdrhGR\n6araOdpxREoiv79Efm+7K9baWqL/ruz9JYRdGaVAVUcDo2srqOpI9N+Tvb/YpqoBEbkS+ASnZMNL\nqjpPRO4GpqvqBJzatK+KyGKcEb7+u3DdmPo8g/j/Xe1MIr+/eH1vcdfpM8YYY2LUroxSGGOqoKqT\ncOrLlt12R5nnRcC5tR2XMfHOOn3GGGNMGHiNUkQ5LGOMMcY6fWESk9N0wiiR318iv7dEk+i/K3t/\nCcBtlCLOJPrvyd6fiRWJ/rtK5PcXl+9NdrL21RhjjDHGGGNMHLOSDcYYY4wxxhiTwKzTV0Mi0kpE\npojIfBGZJyJXRzumSBARn4j8IiITox1LuIlIfREZLyILQr/Ho6Mdk6lsT2hr1s5MtO0J7QysrZno\nsnYW/+K5ndmavpoLANep6kwRyQZmiMhnqvpbtAMLs6uB+UDdaAcSAY8Dk1X1HBFJBTKjHZBxtSe0\nNWtnJtr2hHYG1tZMdFk7i39x285spK+GVHWNqs4MPd+G85e7RXSjCi8RaQn0Bl6MdizhJiJ1gWNx\n6v2gqsWquiW6URk3id7WrJ2ZWJDo7QysrZnos3YW3+K9nVmnLwxEpA1wGPBTdCMJu8eAG4FgtAOJ\ngHZADjA2NAXhRRHJinZQpmoJ2tasnZmYkqDtDKytmRhi7SwuxXU7s07fbhKROsC7wHBV3RrteMJF\nRE4D1qvqjGjHEiHJwOHAs6p6GJAP3BzdkExVErGtWTszsSYR2xlYWzOxxdpZ3Irrdmadvt0gIik4\njfZ1VX0v2vGEWTegj4gsBd4EjheR16IbUlitBFaq6vY7bONxGrKJQQnc1qydmZiRwO0MrK2ZGGHt\nLK7FdTuzTl8NiYjgzOmdr6qPRDuecFPVW1S1paq2AfoDX6rqRVEOK2xUdS2wQkTahzadACTaQuqE\nkMhtzdqZiRWJ3M7A2pqJDdbO4lu8tzPL3llz3YABwFwRmRXadquqTopiTKZ6hgGvh7Iv/QFcHOV4\njDtra/HN2ll8sHYW/6ytxT5rZ/EvbtuZqGq0YzDGGGOMMcYYEyE2vdMYY4wxxhhjEph1+owxxhhj\njDEmgVmnzxhjjDHGGGMSmHX6jDHGGGOMMSaBWafPGGOMMcYYYxKYdfrMTonIVyLSOdpxGJPorK0Z\nE3nWzoypHdbWYot1+owxxhhjjDEmgVmnz+wgIm1EZIGIjBOROSIyXkQyox2XMYnG2poxkWftzJja\nYW0tPlinz1TUHhitqocCW4GhUY7HmERlbc2YyLN2ZkztsLYW46zTZypaoarfhZ6/Bvw9msEYk8Cs\nrRkTedbOjKkd1tZinHX6TEW6k5+NMeFhbc2YyLN2ZkztsLYW46zTZyraR0SODj0/H5gazWCMSWDW\n1oyJPGtnxtQOa2sxzjp9pqL5wCARmQM0AJ6NcjzGJCpra8ZEnrUzY2qHtbUYJ6o2+mocItIGmKiq\nHaIcijEJzdqaMZFn7cyY2mFtLT7YSJ8xxhhjjDHGJDAb6TPGGGOMMcaYBGYjfcYYY4wxxhiTwKzT\nZ4wxxhhjjDEJzDp9xiQAEfGJyC8iMtFl32ARyRGRWaHHpdGI0RhjjDHGREdytAMwxoTF1Tjpkut6\n7H9LVa+sxXiMMcaYGhORdOAbIA3n++p4VR0hIi8D3YHc0KGDVXVWdKI0Jn5EtNMnItcAlwIKzAUu\nVtWiMvvTgFeAI4CNQD9VXVrVNRs1aqRt2rSJVMjGRMWMGTM2qGrjmpwrIi2B3sBI4NpwxWRtzSSi\n3WlrkWDtzCSiMLUzP3C8quaJSAowVUQ+Du27QVXH7+qFrJ2ZRFTddhaxTp+ItACuAg5W1UIReRvo\nD7xc5rB/AptVdT8R6Q+MAvpVdd02bdowffr0CEVtTHSIyLLdOP0x4EYgu4pjzhaRY4FFwDWqumJn\nF7W2ZhLRbra1sLN2ZhJRONqZOunl80I/poQeNUo5b+3MJKLqtrNIr+lLBjJEJBnIBFZX2H8GMC70\nfDxwgohIhGMyJmGIyGnAelWdUcVhHwJtVPVQ4HP+anNu1xsiItNFZHpOTk6YozUmsYlI+zJrZ2eJ\nyFYRGR7tuIyJV6H16rOA9cBnqvpTaNdIEZkjIo+GZo0ZY3YiYp0+VV0F/AdYDqwBclX10wqHtQBW\nhI4P4MzPbhipmIxJQN2APiKyFHgTOF5EXit7gKpuVFV/6McXcKZTu1LV0araWVU7N24cMzPgjIkL\nqrpQVTupaiecdlYA/C/KYRkTt1S1NNSeWgJdRKQDcAtwIHAk0AC4ye1cu4lpTHkR6/SJyF44I3lt\ngeZAlohcVPEwl1MrDd1bwzXVESTIOv5gGxujHUrEqeotqtpSVdvgTJ/+UlXLtTMRaVbmxz44CV+M\nMZF1ArBEVWNqOqkxa1nCJzzDV4wjny3RDmeXqOoW4Cugp6quUYcfGAt08TjHbmIaU0Ykp3eeCPyp\nqjmqWgK8BxxT4ZiVQCuA0BTQesCmiheyhmt21c+8zxCacR1/YwgtuI9T2Vb5r1TCE5G7RaRP6Mer\nRGSeiMzGWWc7OHqRefj6a+jdGzp0gGHDYOXKaEdkzO7qD7zhtsNuZJpoeZ1buZYOjOM6xnAFl9GS\n2XwW7bBciUhjEakfep6B871ywfYbmaHlQGcCv0YvSmPiRyQ7fcuBriKSGWqYJ1B5hGECMCj0/Byc\nUYoaLdI15g9m8gQXkst6/BQQwM9cvuBBzox2aLVCVb9S1dNCz+9Q1Qmh57eo6iGq2lFVe6jqguhG\nWsGrr8Kpp8KkSTBvHjz/PHTsCMtsgMTEJxFJxRlVf8dtv93INNEwn2/5mMcpoYgSiigiHz/5/Iez\n8FMY7fDcNAOmiMgcYBrOmr6JwOsiMhcnK3wj4N4oxmhM3IhY9k5V/UlExgMzgQDwCzBaRO4Gpoe+\nkI4BXhWRxTgjfP0jFY9JfB/yMMUUldsWoJg/mMEafqcZ+0cpMuMpEICrr4aCgr+2lZTA1q1wzz3w\n4ovRi82YmusFzFTVddEOxJjtpvCya+dOSGIOn3EkfVzOih5VnQMc5rL9+CiEY0zci2idPlUdAYyo\nsPmOMvuLgHMjGYPZc6znT5Rgpe3JpLCRldbpi0V//OF08ioKBODzz2s/HmPC43w8pnYaEy2lFONV\n8aAUl3+H9zBtbv6oyv1LH+hdS5EYExmRLtlgTK3pwPEkUzlzcwl+WnNoFCIyO9WwoXunD2DvvWs3\nFmPCQEQygZNw1rEbExZag/J0Gvpvu26cTxpZlY4rpYS/ceJuxWeMiX3W6TMJ41SuIpO6+MoMYKeR\nxalcTbZVAolNDRtCz56QVqGznpUFN94YnZiM2Q2qWqCqDVU1N9qxmPj3OS8yhOacRxL/pg3f8eZO\nz9nGJh7nQi4gnf6kcB+nsp6lHEYvjuSMHR0/HymkksEQnieLepF+K8aYKIvo9E5jalM9mvAgv/Au\n9zCTSWTTiNO5ln9wYbRDM1V55RXo3x+mTIHUVGdq5x13wFlnRTsyY4yJms94nnFcix9nzfMGlvEM\n/8RHCl052/WcIEFGcCyrWbRjyuZsPuVWjuJJlnAVr7GAqUxnAhnU5R9cSFPa1dp7MsZEj3X6TEJp\nSAuG8Fy0wzDVUbeuk7lz1SpYuxYOPNAZ6TPGmD2UorzFHTs6fNsVU8Ab3EZXzkZR/uQXclnPfnQh\nmwbM5QtyWFZujV6QUorI53ve5AQu5SD+wUH8o7bfkjEmyqzTZxJOAVtZwjTq0IA2dEKQXTpvFQvZ\nwHLa0JF6NNmxPUiQr3mVbWzgWAZQv8w+E0YtWjgPY4zZw5USIBf3Go7r+ZMNrGAkPclhGT6SKcHP\nWdxGFvVdk7L4yWcZcyIdtjEmhlmnzySUiTzKG9xGMimUUkpDWvF/TKYxrT3PyWcLD3A6fzCDZFIp\nwc9JDGEwj/ELkxnF6QQpBeBVrqc7g7mSsbX1lowxxuxhkkmhPk3ZwtpK+5rSjlH0YTULd3w2AbzP\n/fTlNnykUIK/3DlpZNGGThGP2xgTuyyRi0kY8/iKN/k/iimkgK34yWcNi7iPU6vMfPYUA1nMz6Hz\ncimhiC94kc95ngfKdPi2+5qX+ZbXI/12jDHG7MH6M5I0MsttSyWTXgxjNYsqfTb5KWAeU2jKviST\numN7Ej4yyOYY+tVK3MaY2GSdPpMwJvFEpfUPSpAclrGcua7n5JPLLD4lQHG57X4KeIs70QofqtuN\n557wBG2MMca4OIFL+BfP0pjWJOGjGftzFa/RjiPKZakuK49N3MVX/IOLSCOTZNLoTB8eYBrpLuUa\njDF7DpveaRJGLutdt/tIJo9NrvuK2IZ43PsoIs/ztfLZUv0AjTHGmGrozkC6M7DctmKKXGevpJBO\nF/qSRX2GMoahjKmtMI0xccBG+kzC6MKZpJJRaXspJbSjM38yi1H04TJaMoLj+JUpNKAF2TSodE4S\nyXTkZM/XOoxeYY09YQSD8MkncNNN8OijsG5dtCMyxpi4NY+vGEF3/kUz7uEkfucnUknnUp4ilcwd\nNy1TyaABzenFsChHbIyJVTbSZxLGSVzG54xmIyspphAQ0shgAA+xivncyXH4KQSUTazifk7jKl7l\ncl7gP5xDAD9BSkkhjXSyuYQnKGQbc/m83OukksEgHo3Ke4xpxcVOofVp0yAvD9LT4fbbYeJEOO64\naEdnjDFxZQYTeYTzQp9nsIW1LOB7buNjujOQFhzExzzJRlZyBKdxIv8ig+woR22MiVXW6TMJI4Ns\nRjGTzxnNND6gPnvTi2EcxN8ZwXGu9Y7GMpxnWcZ9/MhHPMpaFnMIx9GTK6lHE+7gMz7gIT7iUfwU\n0olTuJRnqEP9KL3LGDZmDPz0ExSE/j8XFTl/9usHq1eDzxe92IwxJsoUZQPLSSWjXFkgL2O5ekeH\nb7tiChjHdYxiGvtxJMN4JVLhGmMSjHX6TELJoA6ncy2nc2257X8ww/X4LayhiDxa8zeG8pLrMWdw\nA2dwQ9hjTTjjxv3V4SursBBmzYIjjqj9mIwxJgbM42ueZhC5rCdIkP04kuG8SUPca5MGKGEdf7ru\n80pMZowxVYnYmj4RaS8is8o8torI8ArHHCciuWWOuSNS8Zg9W332dt2eTBqpFVJimxpK9riHpOq9\nzxhjElwOy7if3uSwjGIKCeBnET9wFz08ywn5SCaTuq77dmWU0BhjKopYp09VF6pqJ1XtBBwBFAD/\nczn02+3HqerdkYrH7NnO4lbXekenMBQfNu0wLIYMgSyXlOB77QWHHlr78RhjTAz4jOcJUFJuW5BS\nNrOG+Xzreo4gnMZ1lT630siiL7dGLFZjTOKqreydJwBLVHVZLb2eMeUcx2DO5nbSqUM6dUglg+O5\nhAu4L9qhJY6LLoLevSEzE1JToU4dqFcP3n8fRKIdnTHGRMU6/qC0Qi1Yh7CRlZ7nnc1t9GIYaWSS\nRhbp1KEvt3Ayl0Uu2BgiIuki8rOIzBaReSJyV2h7WxH5SUR+F5G3RCR1Z9cyxtTemr7+wBse+44W\nkdnAauB6VZ1XSzGZPYgg9OVmejOczaymLk3IoE60w4pPGzbArbfCu+860zYHDYI773Q6e2+9BTNm\nwDffQJMmcOaZ7qN/xhizhziE45jBh5WSiZVSwn4c6XleEklcyAOcwwi2sp767E0KaZEON5b4geNV\nNU9EUoCpIvIxcC3wqKq+KSLPAf8Eno1moMbEg4h3+kJ3YPoAt7jsngm0DjXoU4H3gf1drjEEGAKw\nzz77RDBak+hSSacp7aIdRvwqKoIuXWDlSigJTVd68kmYOhW++84Z0TviCEvaYowxIccygA94kE2s\nIhAa8Usjky70pRn7s42NfMyTzOULmtCW07iGthy24/w0MmhM67DEUkwRX/Ey3/MWGdTlFIbSiVN2\net4aFjORR1jGHPajC6dxDY1oFZaYvKiqAnmhH1NCDwWOBy4IbR8H3Il1+ozZqdoY6esFzFTVSlWa\nVXVrmeeTROQZEWmkqhsqHDcaGA3QuXNn91XPZo+xmbW8zNVMYwJJJNGVcxnEI65F1k2YjR8POTl/\ndfjA6QjOnet0/P7xj+jFZowxMSidLB5gGu9xHz/xLmlkcTJDOZnL2cxabqATBeRSQhEL+Z4feZer\neI2j6BvWOEoo5g6OZSXzdow6zuULTuMa+nOP53mL+JG7OZES/AQJsJif+ZIxjOQHWnFwWGOsSER8\nwAxgP+BpYAmwRVUDoUNWgkcKVGNMObWxpu98PKZ2isjeIs5iHxHpEopnYy3EZOJUCX5upSs/8R4l\nFOGngKn8l9vpRiml0Q4v8W0vvF5RSQnMnl378RhjTBzIpiGDeJhnWMqjzKMXV+DDx3uMJI9NlODU\nNVWCFFPAaC4L+2faj7zDSn4rN83UTz4TeIhNrPY87wX+jZ98gjj9rFJKKGQb47gmrPG5UdXSUELA\nlkAX4CC3w9zOFZEhIjJdRKbn5OREMkxj4kJEO30ikgmcBLxXZtvlInJ56MdzgF9Da/qeAPqHhvON\ncfUT75HHRkoJ7NhWSgkbWcVsPoliZHuIAw5w1u5VlJoKbdvWfjzGxBgRqS8i40VkgYjMF5Gjox2T\nib7VLOIeTqIfyVxIJs9zGYXkMZOPKK2Q2RPATwHr+SOsMUznQ/zkV9ruI9Uzi2gJxSxjjsse9Twn\nElR1C/AV0BWoLyLbZ6q1BPceq6qOVtXOqtq5cePGtROoMTEsop0+VS1Q1Yaqmltm23Oq+lzo+VOq\neoiqdlTVrqr6fSTjMfFvOXMpovJIUwmFrMByAEXcRRdBWlr5bJw+HzRqBD17Ri8uY2LH48BkVT0Q\n6AjMj3I8Jsq2soFb6cpcviBIKcUU8jXjuI9e1PFYlhAkQCb1whpHPZqQ5FKiSMAzDh/JrucAJBPZ\npJki0lhE6oeeZwAn4rSnKTiDBgCDgA8iGogxCaK2SjYYU205LOd/PMBr3Mw8vkZRWnAQ6S5ZN1PI\noDntoxDlHqZePSdhS5cuTubOlBQ48URnPZ8v9MVg40aYPNnJ4mkD92YPIiJ1gWOBMQCqWhwaoTB7\nsM95gRKKyhViL8HPn8ykC31Jo3yGYx8pHMSxOy3Crih/MovZfEYem3cax4kMIdkl+2cqmXSgh+s5\ngnjWsvVFPi1EM2CKiMwBpgGfqepE4CbgWhFZDDQk1N6MMVWrrZINxlTLj7zLkwwgSCkBipnMUxxG\nL67gZV7nZoopJBha7+AjmXo04XBOjXLU0RNa7D4dWKWqp1XYlwa8AhyBs2a2n6ourfGLHXQQ/Pij\ns7YvKan8dM9774WRI53RwEAA9tkHPvkEWkU2y5sxMaIdkAOMFZGOOAkorlbVcnPqLCP1nmUpv1BM\nYaXtgo/GtKYnVzCJx0khnQAltOZvDPescuXYyEpG0ov1/ImPZErwcw63c1YVhdv3oQPdGcBnPL9j\nWxI+hvCcZwcuQDHF+F33FbKtyhh3l6rOgTJpTP/a/gfO+j5jTDXYSJ+JOX4KeIpBFFO4I721n3x+\n4WNm8yn38xOd6EkSPnwk05kzGMn3tXHXMZZdjfc0sn8Cm1V1P+BRYFRYXrFOnfIdvkmT4IEHnGye\nubmQnw+LFsHpp4fl5YyJA8nA4cCzqnoYkA/cXPEgW2u0Z2nHEaSSUWm7UkorDuEiRvEcK7mO8Yxi\nOvfxI9k0rPKao+jDKubjJ39H5s/3uI9f+NjznGXM5WteKbctSCmjubzcOvmykkmlHu5/R5uyb5Ux\nGmNii3X6TMyZx1euawj85PMNr9GQltzCRN6gmDco5nrG73QaTCITkZZAb+BFj0POwKllBDAeOGF7\n1tyweuwxp6NXVmkp/P47LFwY9pczJgatBFaq6k+hn8fjdAJNAtnIKt7jfl7kSn7mfc8O03bH889Q\np++vf3aTSaUtR+yox1eXRhzKibR0TU5Z3hp+ZxULd8x22c5PPh/xOOB08F7nFsZxHQv5HkX5ghd2\n3Egtq5gCfmWK62sJQj/uIZXyCbxSyeRC7t9prMaY2LFHD42Y2lNKgK3kUIcGpLisKSirqhG7ZFJ2\nPE+K8XsWipLLetKpQ3qFNRth9hhwI5Dtsb8FsAJAVQMikouzDmJDxQN3a9rZRo9qK8nJsHnn602M\niXequlZEVohIe1VdCJwA/BbtuEz4zOULRtGHIKWU4OdrxrEPHRjBFFJJdz0nm4bsT1dmMXnHur4g\npXTj/BrFkMcmz8/JreQwgYd5i9sJUIwS5DOe4zgGs42NlTqK4NQ7yGOT5+udxBB8pPA2I9jEKprQ\nlosYxZGcUaP4jTHREdvfmk1ChAJBJQAAIABJREFU+JinuYTGXMm+XEwDXuOmKusPHUx33MrupJBO\nDy6OYKTh8wuT+TetGUprLqYhj9AvIusfROQ0YL2qzqjqMJdtrhlWdmvaWd++kO7ypUcVOnWq3rWM\niV/DgNdDySc6AfdFOR4TJqWU8hjn46eAktA6tyLyWMocPmO053m/8DG/8TVKcMe2IKW8wrW7lICl\notZ0LJcUZrsU0jmEHrzJ/+1Y964ofgr4ipdpwUGVksY476uYgzm2ytc8not5juW8TSlPsZiunF3t\nuI0x0WWdPhNRU3mD17mRArZQTCF+CpjMU7zFHZ7npJDGXjSvtD1IIC7WECxlNv/hbDayghL8BPAz\njQ/4T2Q+JLsBfURkKfAmcLyIvFbhmJVAK4BQbaN6UMVt3ZoaNgxatICM0NqV7UlennrKvTNoTAJS\n1VmhGyeHquqZqmrD3AliOXNcE7IUU8C3vOp53ve85VofL5kU5vJ5teNIJZ2LebxcyYQkfNSlEY1o\nibh8tSumkEJyaU57ksqMEiaTyuncwF40q/I1f+Mb7uR4htCCkfRiCdOrHbcxJrqs02ci6h3uwk9B\nuW1+CviYJzzXQfzJL2xkpcse4ROejkCU4fUhD1NCUbltAfwsYCrrwlxsV1VvUdWWqtoG6A98qaoX\nVThsAk4tI3BqG32pGoFaCvXqwS+/OBk8jz8eLrwQvvoKBg7c+bkTJ0KHDtC4MZx2GixfHvbwjDFm\nd/hIcR1hA1xLIZTdJ64TLqTGte42sKxc5y5IkCLyCRJ0fS3BRxLJbGVDufcgCDksrfK1ZjCRkfRi\nHlPYzGpmMZk76M4CvqtR7MaY6LBOn4moTaxy3V6C37XIOsB6lromcimlhFXEfkKQNSwqN41nu2RS\n2UDtdGZE5G4R6RP6cQzQMFTT6FpcsgmGTXY2XHstfPEFvPIKHHnkzs+5914nw+e8ebBhA3z0EbRr\nB/OtprUxJrJKCZDDsl2aft+KQ6hH00rb08jiJC7zPK8Hgz2ydwY5lJOrFzBQwFbeZ1SFm4tKEXms\n4XePz58UUkgjjw1omeUVJfj5kfGsYTEAxRSxgO/YxOodx4zlaoor3LwtpoBXuK7asRtjosc6fSai\n2uC+liubRmRSz3VfWw5zzTCWSgaH0L3GseSSwzvczUh6MY7rWb+Tu5s1dRDHut69LcFPKzpE5DUB\nVPWr7TX6VPUOVZ0Qel6kqueq6n6q2iVU4yg2BAIwYkTl7aWlzkihMcZEyBTGcSlNGc7B/JPGPMlA\n/C7TN7cThBt5n2wakkE2qWSQSgZH0Zd/4P3vVXuO4Wj6UXZ5tZDE5bxImktncGdWMM/1M6aUEhbx\nAwN5pMJon3AKQ1nFgkozb8AZwVzCNJ7mEi4kk9v5O5fRgivZj82s8/ysXMqsasdujIke6/SZiLqI\nB11TPQ/kIY/pLtCENhzDeaSVOS+JZDLI5gT+VaM41vEnwzmI/3E/s5jMZJ7gWjrwOz/t/ORq6s1w\n0sgqN/UmjUxO4nLq0ijsrxfXvv4agpXvSgMwd27txmKM2WPM5jPGMJQ8NlEcSszyA+/wHJdWeV5r\n/sbzrGIoYxnIwzzANIbxapXZpHNYzg+8Tfn8WcLbjPCcLlqVhrSkyGNkMpO6vMs9lM/fpXzOC+xF\nc3yu00mVuXzJV4wtF+M6lnAbXUmnjutr1d2DSyUZE4+s02ciqj1HcydT6MAJZNOIfenMdbxT5V1R\ngH/zEv0ZSVPaUZcmdGcAo5hJNg1qFMer3EA+m3dMhwlQgp98nnOqE4RVA5ozihkcQz/q0phmHMBA\nHmYwj4T9teJe08pTpXZISfHeZ4wxu+E9RlYa9SqhiJ94d6cZNVNIoytncwr/phWH7PS1PuN5Sikp\nt00pZROrWMDU6gcPuCdlhjw2U8i2SlM8Sykhk3rlyh6Bc0O1AS35gbdcr5fDUnpwcbmbsODcyOzL\nrTWM3RgTDVanz0Tc/nRhRDUzlPnwcRrDOY3hYYlhDp+5rnNYyW8UkR/2OnpNactw/hvWayakDh2c\nBDC5uZX3XXBB7cdjjNkjbGCZ63YfqeSyjjrsFbbXWsti1yULJRSzwSmhWi0bWUkqGa4ZQfPYXKmD\nCU72zgJyuZVJPMVAcllPkCAH0JXhvMHlToJnV53oiY9kPuEZhCQE4Qxu4uQq1jEaY2KPdfpM9Wgp\n+GcBSZDWESQ+BovTyaKQrZW2J5GEDxtRCruCAkhLA1+FhDzBoJOspUEDp2g7wNSpTsKXojJJCTp0\ngNHeda9MbAhQQpBSz6LUXvwUkEwaPpeETcbUhvZ0YwMrXIuVN6FtWF/LLTEZOPXx9ma/al+vJQe5\nrs0DZ+pngctIZTp1OJBuHMyxPM2fbGAFaWTuWHKwFy3Y6JFo7ED+zmH0pB93s4W17EXzard5Y0z0\nRewbu4i0F5FZZR5bRWR4hWNERJ4QkcUiMkdEDo9UPCYMCr6FxS1gWQ9YdiwsaQWFP0c7ql1yMkMr\nZU9LJpWunENKDVNmGxdTpsCBB0Lduk4mz6FD/+rMDRrkdPSaNoXUVDjjDKcTeOCBTo2/tDQQgWbN\n4P77nTp/JiZtYxMPcy4XkcUA6nALR7GMna/BnMPnXMUBDKQuA8nmJa6mxGUExJhIO5cRpJFZae11\nP+4mpYryCzXxBzM8903j/WpfbwMr8Hncs1eCtOfv5T7vUkijEftwJGdSgp/PeYFnuYTnGcJsPgPg\nco/i8kdxNhmhNX1pZNKUdtbhMyZORWykT1UXgpO6UUR8wCrgfxUO6wXsH3ocBTwb+tPEmsAGWHEq\naJkyC4E8WHES7LsSfNnRi20XnMlNLGcu05lAMqmUEqAdR/Avno12aIlj7lynxl5B6A50YSG8/DJs\n3AiNGjklHLZThQkT4OyznYLuY8eC3+/sW7MG+vWDTz6Bv/+91t+GqZqi3M0JrGDejmlki/mZO/gH\nT7CIeh7JHf5gJg9yxo4RimIK+YIXyGMTV1VR2NqYSGjG/tzPNN7mDuYzlQY0py+3chR9w/5abtMt\nt6tY03VXBCj2TIQWJMDNfMhHPMoXvEiAYrpxPmeF1t+NoDvLmbujHc7mU/pwPedxJ7fwEaO5jE2s\nJpUMejGMC7m/2vEZY2JTbU3vPAFYoqoVJ9GfAbwSKhT9o4jUF5FmqrqmluIyu2rbm+AyDQYthW3v\nQv3BtR1RtSSTwrW8xTr+YDlzacq+7BPB8gl7pAceKD9FE5yO34QJUOLxpef99yE9vfJ5BQVw993w\n6aeRidXU2CJ+YC2LK32RLcHPl7xEX48ykP/jfoorpMMvppAfGc8gHqEejSMWszFuWtCeazwSmITT\nsQxkPHe57uvJsGpfrzntXdcIAtSnGSmkciY3cSY3ldv3Lf9lOb+WmxrqJ5/3GcVJXMbhnMpzNVhj\naIyJD7U1f6o/8IbL9hZQ7l+YlaFt5YjIEBGZLiLTc3JyIhSiqVJgPahL/SIthtL4+Z00pR1HcoZ1\n+CLht9/cyy+kpTl197wke9x7WrgwPHGZsFobKuJcUQlFLK9iiudKfnNNT59MqmdSDWMSwbncQUOX\nRCndGUxT2jKPr7mBw+hHMv+kCe8ziqBL4rHtVjKvUjbN7TaXKape0XQmuCZ/8ZHMb3yzC+/EGBPP\nIt7pE5FUoA/wjttul22VvhWo6mhV7ayqnRs3trvBUZF5HIhLhktJgczuEMiBddfDkgNhWTfY+q4z\nhS+GrGQ+j3MhwziA+zmdRfy403OCBHmBoVxEHc4njdvoxjr+rIVo41CXLu4dOL/fWcPnRsT974kI\nHHFEeOMzYbEPh7pmwk0jk/3p6nnefnRxTWgRqGEyC2PiRRJJPMNSBvAf2tCR9nTjFiZxJWNZwnTu\n41SWMosgpWwlh/HczX+5xfN6WezlWd2vqtp5XvX2iikMa7bScBGRViIyRUTmi8g8Ebk6tP1OEVlV\nJmfEqdGO1Zh4UBsjfb2Amaq6zmXfSih3+6slVHGbykRPZg/I6AZS5u6iZEFWT0jZF/7sCJufhJKF\nUPg9rBkEG9yns0TDn8ziFrrwHW+ylt+ZyUTu4gRmMqnK827kcD7lWfzkE6CYRXzPVRzAZtbWUuRx\n5KabIKN8shwyM+Gf/4Tbb3c/5/LL4cYbnePKysiAESMiE6fZLW3pxAEcQ0qZZA5J+Egnm+4M9Dyv\nL7dUSqaURianMJQs6kcsXmNiQRJJ9OE6HmIW9zKVw+kFwNvcVWnas58CPuZJikKjcjksYw6fs5FV\nADTnAJpzQKWbKGlk0ZurPWNI8yhNFKSUrBrWwI2wAHCdqh4EdAWuEJGDQ/seVdVOoUfVH+TGGKB2\nOn3n4z61E2ACMDCUxbMrkGvr+WKUCLSaCE0ehYxjIOPv0PQpaPE2bHkagpuh7BoDzYdNo6B0U9RC\nLutVrqeIvHIjFMUU8CJXuE45A1jMdJYxu9L2IAHGcGXEYo1b7drB99/DoYc6pRqysuDmm+GJJ+D/\n/g/uvddZvwfOyN+NN8IzzzgdwocegiZNnO2dOsFXX0HHjlF9O8bbzXzIqVxNNo1IJ5uunMMoppNF\nPc9zmnMA9zCVv3ECaWTSkJacz0gG8FAtRm5MbHGmRFf+DEoimbUsYRRncDUH8jDnMIx9eYIBlIaS\ntTTnQNLIIoO6pJBOX27hcLwHvTaHOo0VJZPOWn4P11sKG1Vdo6ozQ8+3AfNxWQJkjNk1EU3kIiKZ\nwEnwVwVPEbkcQFWfAyYBpwKLgQLg4kjGY3aTpMBeQ5xHWfmfgrpkIJNUKJoFWcfXTnxV+J2fXLdv\nZCVF5JFB5eyjP7rOSHYs4NuwxZYwAgHo0wf+DE1/zc93Ruvat4fzzoPbbnMeFS1ZAvfc4yR9SUqC\n33+Hu+6C//0PUqyGYixKJZ2LeICLeKBa57WhI3fweYSiMib+tOIQ1zWtQQJM5ilm8yklFO3I8vkT\n77I3+3EeI3iEuSxlNltZTzs6k72T0bq9aO66PUBRzE+xFpE2wGHAT0A34EoRGQhMxxkNrFyc0BhT\nTkRH+lS1QFUbqmpumW3PhTp8qOMKVd1XVf+mqtMjGY8Jg9Jc2PqOs2avdJuzLaU1rsszNQDJzWo1\nPC91PTIDJpNSacrZdnuzfxXX8143sccaNuyvDt92qnDBBe4JXrY791xYtw62bXOyeObnO/X+nn46\nsvEaY4yHQrbxGc/zElcxhbHli6EH1sDGUbBuOGz70MlivROK8hvf8ArX8zZ3siaUEOlcRpSbKg2Q\nQjon82++5bVKJR2KKeQTnH8bBaEtnejIyTvt8AH4cUnGhjM9O58tBCjhB8YzluF8yKPkEhtJ2kSk\nDvAuMFxVt+KU99oXpyzYGuBhj/MsCaAxZdRWyQaTCHLfhLWXgCSHZqOUQvM3YK/hsO190DIfiqRA\n2iGQdlCUgi2vN9fwMsPLTe8UhGMZ6Fnk9ngu4QUuJ+hSqsJqF7n473/dt5eWwnvvwTnnVN63ciUs\nWFA5mUtBAYweDcOHhz9OY4ypwjr+5FaOwk8BfvJJow5vcjv38zMN8hfAyj5AANQPW8ZA2qGwz5eQ\n5F7UXVGe4CKm8QF+CvCRzAc8yKU8SydOqZQYqYQimtPes4ZfAVtr9L4KPc7zkcwmVnEznVnHHxSR\nRyoZvMMIbudz9qdLjV4vHEQkBafD97qqvgdQNkeEiLwATHQ7V1VHg1N1vnPnzrGVWc6YKKitkg0m\n3pWscDp8WgjBbaDbnE7e6v6Q0gb2HgNJ9UGyQdIh42ho6frvcFRsYS1S4a+7Arms9zwnSKlrtjMf\nKWRa4onKqirLUFDgvr2kxFkv6rXPGGNq2WguYxsbd5Q38JPHFtYxToc7n3ma73T4ADQP/LNgy2jP\n681icqjDlw8opZRQTCEv8m8e5hzXmnsvcoVn4pWaJj5q5FI2Apwam4v5mdUsoog8wBlRLGQbj3OB\n57r3SBMRAcYA81X1kTLby04h6gv8WtuxGROPrNNnds3WtzymsIhTnL1ef9h/PbT5HtothtZfQ3Ls\nTIH8kjEECVTYqsxkIiUeRW7n843rh10pAb7ghQhEGedO9UggIAL9+7vva9MGmrlMAU5Pd6aFGhNn\nRGSpiMwNpZK3JQtxppRSfuXLSqNvQQJMZwIE3erVFsDWV0BLYOPD8MeBsGRfWH8blG7jO970rI/3\nu0fpoCCBHR2wigrIdd2+M141/JJJ5Wfecx1Z3MxqcqJXR7MbMAA4vkJ5hgdDbWwO0AO4JloBGhNP\nbHqn2TXBPKjUacJZtxcMfZhJCqTFZtFzr2kyGrrrmkLlOnJFLh/S28+q6fSahPbii/DJJ7C1wv+b\nBx6ouk7fG2/AiSc6I3tFRVCnjpMJ9IYbIh+zMZHRQ1U3RDsIU33iWj74r71umTadXWmw8kwomOLM\niAHY/DDkTSC5bRdExOUmYlWv5f16FWet7KoUj/XrKaST5PF1UFF8RCehlqpOxf1/kpVoMKYGbKTP\n7Jo6pzkfahVJEtQ5FfwLYcVpsDAbFreAjQ/sfHG7KmwZB0v2h4VZsLQbFHwPQIAS3uZOLmVvBlCX\nhzhrt4qiH8aprh+UrTmUdI8pNAfT3XXaTSoZHMN5bGUDz3Ipg6jPxTRkDMN2dAZXMp/76M0AsrmM\nlrzPg5S6rA1MKHXrOp2+xqGkOT4fDB7slGaoSpcuTgbPkSPhqqvgpZdg+nSn82dMFYIE+ZwXuIHD\nuZoDeYs77IaM2S1JJHkm90qjjvsMFsmCzJOg4Ku/OnzgTAEtWcpxBa1dr6kEqUdTz1i84vAqsr4z\nPRjsOmVUUXoyjFTK10sVkmjBQTS0KgnGJATr9Jldk94R3O72SR3nA2/ZUZA/yVnfEFgNG+6BtUMq\nH1/Wpkdg3VAoWexMjyn6HlacBIXTeIzz+YAHyWUdRWxjGh9wM51rnE2sC2dWmq4DcASneZ6TRT1a\ncGCl7aWU0J5u3EpXvuYVCsglj018zmhG0J31LOVWuvILH1NEHptYxXju4kWG1ij2uPHrr3DMMbA9\nS1ppKbz8MvTqtfNzGzeGa6+Fxx93snlaqQazC55mMC8znKX8wmoW8gEPcStdKfYY2a8lCnwqIjNE\nZCf/CJpYU0qAIq1iWmWL9yGpwV/r1yUD6vQBX0Nw+YxB8zhwWw4H0b3Srot40DORWArpFOO+Fjqf\nmlUnOIh/0JvhpJBOKhmkU4c0sriB9zidazmE40gjixTSSSebejTmWt6u0WsZY2KPdfrMrtn2gfvI\nnRbB+uGhdQ5lpqFoAWx93Ult7UZLYONdFTJ+Ouet2XwNM/mI4jLppZUgfgr4lOdqFP4E/uO6/VOe\n9VykvobfWc3CStuTSOZVbiCXdZTyV7KRAMWsZTEvc00o9r+u66eArxnHFtZVul7CuOSSylk4ASZP\nhtXua0mMqanVLOIHxpdLpV9CERtYzg/R/aLaTVUPB3oBV4jIsRUPsFTysSsJH5nq3hGrF0yG9ENh\nv1XQbAw0eQha/wgt/gsp+zhLHCqSDBalC7P4uNKulxlOI/bxiMR7WqVXgpddcT738ijzGMjDXMoz\njGY1h3IiyaRwKx9xF18xgIcYxis8w3KaxXj9PmPMrrNOn9k1/lngtsZNi6BoJrglQ5F08P/mfr3A\nWs/pn8v5lWSXNXYlFLGIH3Y95jJWMd91ez5bKGSbRxxzXT90SyjiD2a4LrIvwc8fzCzXGdwuhXTP\nOBLCr1UkUJsYO5lcTWJYxA/48FXa7iefOVEsAK+qq0N/rgf+B5Xz3avqaFXtrKqdGzd2ryFqaknR\nXCfzZt5E0AASVHpvDJBWYdAuLQhn5oRGkJPSoe65sNeVTicQoE4vZ+ZLxa9Vkswr9dyTtQQopjWH\nklZhWmUK6XThLJI8vqJVve5w55rSjlP4N90ZQCZ1y+3bl8704kq6cKbrWndjTPyyTp+pLLAeNj8F\nG0ZCYSj5XOr+oQ+0CiTD2efy5Qv1Q0o799fweX/R2VvbUOqSNMZHKvtQs0QxXndTU8nwvGu6N/u5\nZPx0Mp014wDX81JIpzn7k+Ty/6MEP01oW83I40i9et77Dj649uIwe4S9aOb65TeZVBrTOgoRgYhk\niUj29ufAyVg6+dikAVh5DizrCuuugdUXwJLWULyAszfCSZshNQjpQafDd/pG6LmlitIFkgKtv4W0\nw5z175IBKftBq8/ZIGs9YnD+GMxjZFI/NLUyjaM4iyE855lZ2u8x7dMYY6pinT5TXt7HsKQtrL8R\nNoyA5d1h9SCocw7uWct80OThykleJB0yj4dUj05OUjrUHwqSWeG8TFrXf4h2HEEy5a+ZQio9uaJG\nb6sfd1dapJ5GJmdyk+toAThJXtpwWKVRx2RSGcyjpJFZLjlMEj7q0ICBPExKpdjT6cjJUfsyWitu\nv919e/368Pe/124sJuF14AQyqV8pQZOPFE7gX1GKiqbAVBGZDfwMfKSqk6MVjKnC5uch/2NniYEW\nOPVnA2thzUX4SGZQDoz5HR780/mz30YQcU+sskPqvtB2Ouz7J7RbAO0WQUYX6pVmeib9PDh4DCfy\nL8awnv8wmxdYx9W8TiZ1aepxk3Af/rabb94YsyeyTp/5S7AIVvcLfQgWAqXO823vQu445+dKCsFX\nH1p9AqkHAz6nA1j3ImjxTtWv1+QBaHAtJGUDyZDcEpqNg6yTuIWJHM25JJNKEj7a0IkRfFnjTlNX\nzuZSnqE+e5NEMpnU42z+j77cUuV5tzKpQhyHcSdTaEF77uNHDuZYkvDhI5lDOYl7+Y42dORWPqYF\nB5GEjxTSOZYBDOfNGsUeN4YOhX9V+LLdsCHMnPnXzytXwvjx8GfNM7GWEwzCggVO9k+zR/Hh4y6+\npjUdSSGdNLKoTzNuYgKNPddJRZaq/qGqHUOPQ1R1ZFQC2dOoQt4kWHkWrOgFua85I3lVyX2u8ppy\nglA837khCaQrNCuBtO0dtsb3O38WzXBuhi4/ETY+AqUVlggkNwut8XNGoguCHmvbgaUl7zunkMLe\n7EsWf82YGMxjlTJ4ppLJIB6u+r0ZY4wLq9Nn/lLwNa4lcTQfNj/t8SEqsO19aHAVtJvn1OyTNJBd\n+KslPmh8DzS60+lkStaOD8lM6nIVrzKUlyilpNKah5rowSCOYyBF5JNGpud6ibKcOF5jKGMrxdGU\ndtzJFIopQpByo3sHcyyP8RtF5JNCmmeGtt0lIunAN0AaTnser6ojKhwzGHgIWBXa9JSqvhiRgBYs\nKP9zbi5s2gStWsHRRzulGLY78ED45RenEHtNTJ3qFH3fssXp/LVpA++951zX7BGa0paHmEkOyymm\ngGYcsEvt2iSY9dfAlhedzyqAgm9h62vQcpJTVshNxY7adhqArB6hTmGZ6ZWSDlknOx3KtZc569kJ\nQuH3sOVpaDPDuQHqIkjQsyRfVVM1O3M6t/ARbzOC1SxiH/5Gf+7hALp6nmOMMV6s02fCTPGcx+JF\nfO7rBXHqB3ll16zKZtaSQV3SK9UdEjI8ahyVUoqffDLIrrRWKJkUkj0yqaXi3WnxqgEYRn7geFXN\nE5EUnKllH6tqxcwBb6nqlRGNZPhw+Pbb8tsCATjqKOjdu3yHD5wOYo8e8EMNkvOsWwc9e0J+meRC\nCxZA9+6wYoV3MXiTkKI1smdiQPFi2PJ8qBMWovlQ8B3kfwp1erqfp15lPQLOenatsJ5O/bDuKij6\nqfwIoRY6ZYo2PwmN3Ke4HxvszXh9y7Xj1zP5bu/3BnSgBx3oUeUxxhizKyJ6S1RE6ovIeBFZICLz\nReToCvuPE5FcEZkVetwRyXjMTmR2x7XDJllOljK3dNQA2WdCwTfwx0GwaC9YlA2rL3ZG/Woon1we\n4wIGks0g6nMdh/I7P+/0vEk8SX9SGUIzBpDFMA5gKxuqPKeUUl7nVgZRj0toyGW05Ad2MjU1Rqhj\nexrRlNCj+r3kcHjOo5xGaSl8+KH7vh9/dEbpquuVV5zrlqUKhYWWKdSYPUn+F7jPUMlzMnIWL4EV\nvWFhGiyqC2uvdD6bSqv4XPDPcNmoodkwbruKYNt7npc7O/UVGpSm/3VPNPQ4trgrzXxHeMdhjDFh\nFOl5MI8Dk1X1QKAjuOar/1ZVO4UeVd/yMpGVlA7N33GSq0gmkOz8mX0u7HW5Mw1T0oFUIM153uRh\nCBY46yiKFwAB547otjdh1bk1DuV+evMT7xGgmCABljOXuzmBHJZ5njODiYzlqnLlEtbyO9dQdebI\nV7mBSTyOn3xKCbCZ1TzFYGbzWY3jr00i4hORWcB64DNV/cnlsLNFZE7oJkyrKq5V8/phxe6Z5gD3\n+n3bFdWgkPaKFe7nlZTAGu/1M8aYBOOrj/ukpVRIyoKlR0H+ZGfkLrgNcl90OoEeMzdCF3XfLKne\nawV9DT2vliypPOvL48LiS2kVaMD+Jc24ueQZhqXVrASRMcbURMQ6fSJSFzgWGAOgqsWquiVSr2fC\npM4psO9Sp+hs47udFNTNxzpr7RreCG3nQuOR0OQ+aDsf9hoKmx52OnplaREUTIHi6ifsWMZclvIL\nAcpfM0Axk3nK87xxXOe6fSs5zGeq6z4/hXzGcxRXWFdRTAHvcFc1I48OVS1V1U5AS6CLiFSsa/Eh\n0EZVDwU+B8ZVca2a1w9r2tR7X5bHNNeUFMiswXrN446DOi7TdJOSoFu36l/PGBOf6pzuvm5PfEBS\naCpmmdkE6oeiaeDbq4qLenQIJQ1SD6RSp1CyYK+rAWf93mKmsYDvypVcSBIfZ6a9wCMpG7kvdTVH\npP57V96dMcaETSRH+toBOcBYEflFRF4M1S2q6GgRmS0iH4vIIW4X2q3RB1N9yY2dzlzDWyD98PL7\nUveDhtc7WTdT2zjb/L/hmtlT0qCk+p2+tSwmyeXObYBiVuBR7B3YzGrPfYs9poZuJcez0O064isj\nZOimyldAzwrbN6ru6JW/AERmPtFbb7lvb98enn7afd+999bstfr0ca6bUSazXWams86vU6eaXdMY\nE3+SMqHVZPA1gqS6zkMQMhr/AAAgAElEQVTqQLNXnc8fLXQ/T0vct0sm4HFOcBPs/QKVRhYzjoHs\n01nCDC6nFXdxPPdxKpfSlJlMquk7M8aYsIpkpy8ZOBx4VlUPA/KBmyscMxNoraodgSeB990utFuj\nD6b6imbD2mFOsdqtb+889XXG0YBL4gwtgrSDqv3y/8/eecdHVax/+Jmt6Q0CoQUQBQUFRUBRUUCw\n93LVK4oFwauC1w6KFRQrKoIiVvzptXdBxYaICgqCiIgCAqGEkEB62Tq/P+akbPacTZH0efjsJ7tn\nds68J+Tsnjnzvt9vd/rjNzGldeCmN0ORSH5lEbO5jKe5kt9ZDEAnelvu8xBGUUweHzOTmfyLt7iX\nXDINCwfzVJ6eHAbAZlbzPNfxJP/mR942NY5vKoQQqUKIJON5NDAKWF/tPZ2qvDwD8zTrf86xx8Lb\nb1cosAJKSXP9ehg7Fv73P0hOVqtxCQmqBvDWW9X7fv8dTjkFDjkErr8eiorMxyjH4YAlS+Cuu6Bf\nPzjsMHjsMXjrrQY5tBaBlFCyFLJuhN1TwNOyPMFLKeIL5vEc1/I5z1BKpbpiLrv4gId4nuv4kbfx\nY3HBrmmbRB8J+2dC14+hy7twwG5IOBccXczfL0vAZfV9UUONcdZ/CLvJWfoDnqIPmcYoctlJGUWU\nUkAJeTzG+eSwra5HpNFoNPuchlTv3A5sr1Jf9A7VJn1SyoIqzxcKIZ4WQrSXUkZW3tA0HHnPQdb1\nhnJZAAo/UnYN6V9aC7kkXQ25T4Rvjxqq/IrqSBq96EZf/uaXkO1BAozgcp5hHD/wJh6KAcEPvMlo\nJjCeuUxhSNj+OtOHeFK4nj6UUoSXEpx8xCc8xr18y7FcyudUX4kSnMqNLGIu87kJPx6CBFjBR3zO\nM9zJogazYagjnYD5QpTnMvGWlPITIcR9wAop5UfAJCHEGYAf2Atc1iCRrFsH51er41y/Hnr3hsWL\n4eabVd1fMKhEWKZOheOPh2+/hXHjKvusXQvPPgt//w2dO1uPFxMDkyerR1tHSsi6GvJfM9LZbJD7\nJKQ+ACn/beroaiSHbUxhCKUU4qEYN7G8xd3M4Cf2soP7OZEAAXyU8S3zSeMBprG0MdRxNS0F7yYo\n/lqlb9oSIHoIBC1W7LBB/L/AszpUiVNEQfxVUPCU9TietVD9xp8sZmXZXQTiwjNeggT4llc4lzvq\nfEgajUazL2mwq1Yp5S4hxDYhRB8p5Z/A8RCamyeESAOypJRSCDEEddG6p6Fi0tRAIN+Y8FX5opTF\nyoi24E1IHGPer+QLVA1E9bufP6svXVu0WS9Lisk3TeN04OJrXuAH3qjibSTxUMwinuF4xjGFhTzN\n5eSThQ07h3IiN/M+c7iMQvYQNGL04cGHh6e5klLyw8ayYedH3uI7XsVbJdWnjGI28hM/8jbHcFGd\njqshkFKuAWNJMnT7XVWeT4EaXOj3BYdbZI1u2KCM27OyKhU3i4uV0ua4cfD99+F9PB7lwbdkScPF\n25oo/d6Y8JUr5gbUeZw9BRIuqNfNl8bkRSZRQHbF+emhGC+lPMfVbDP8Lsspo4gdrGcBT+gLaY0i\n92nYfbORshmA3FmQeAUErWQEHOaiLLIMnD0ijyWcpimjhewlaJIF4sdDPrtrdRgaTWugx+QFEdu3\nPHhqI0WiqU5Dq3dOBF4TQqwBDgUeEEJcLYS42mg/D1grhPgVmAVcKGUkmT9Ng1K61Hw1TxarNE8r\nCt4ETJQUbXYoq9lmoTp/sASHSbqolxK+4zW8JmMFCbKazxjIyTzPLt5G8iZ+prAAJy5WsbDigrIq\nW1nDXpNawCB+lvMudpOCfg/F/EAbTiO0IpIK50cfhVssBINqUue3SJetj39fW6Xw3dAViwrsUNT8\na4pW8WnY+SkJsoYvKTS5D+ijjO94rbHC0zRn/Jmw+yZjIuYHpDoX8l/EUoUTL+S/pH5WZ89tkceT\nJumfwk0/22mmb48ijgGcEHmfGlOEEN2EEN8Yll+/CyGuN7anCCG+EEJsMH5GUuXRaDQGDTrpk1Ku\nNmrx+kspz5JS5kop50op5xrts6WU/aSUA6SUR0opf2jIeDQ1IGIxt3gTYI+37mdTbX5gqxtyyteP\nZdDYJxAohLLVEKh5IdeNdRxRxJmmVdqxG/3McVoYqAsE0qKGw4WVqqQghgRAmcdv5w928leYibwP\nL1tZwx62W8bVZrBZfNQIcxGdiH004QgX5h/nwmhr3lilSgtsluenE3dDhqRpKRQtxHRyJ0st/PYA\nHOD5xaLND+7wMgEAEsZCxycMsRfjs0tEgb0DXRPvZxgXh3wPuYmlF4M5jJNreTCaaviBm6SUBwFH\nAtcKIfqiSoW+klIeAHxFuF6ERqMxQV9VaSqJOQZTQRackDTBul/yNXwXb+fKA2BqOkzaD+5Mh3xn\nPLgHQvYdsLEjZBwHG7vCzkuNmkFz+nKsqXqnHQfncDtmRrwBghzJuZb7HMV4XISmmdpxMoSzOJCj\nw8ZzEcNp3GB6YekmmlGM5y+W8R+6M5nB3MphTOQAtrIGgG/5P8bRgakcw0QO4C6OJZ9WrjybHOFm\n62WXgbva79LphHPOCVXgrMopp+yz0Fo9CWMsJndBJWnfzDmaC8NW9x24OIp/kUavMIVdNzGMYnxj\nhqhprggHpubs2EBaXeIELPoYdHwCkm+i8hLJBin3QueXIelK6LYI4s5Vdevt7oCev4I9hQnM41pe\nZgAn0JfjuJwnmcrn2PSlVr2QUmZKKX8xnheiRMi6AGdSaT00HziraSLUaFoWzUKJQtNcsKtVu2D1\n1TgJ9hTLXhscmcztFMBb5XttQzQ80CWXh/Lnwd4n1F3X8jqIwnfAlghp5sXyAluIcl85AXx4KTW1\nWHDgsFzNAziXO9jML6zla2w4kATpTB/G8yx+vNzLiIoVuQABBnE6pzCJvhzHdE4kgA+JJICPc7mT\nLhzINfSkrEqcWWziboZzM+8xj6tDvP/+YhkPchozMPNNbyVkZEC8yYrwaafB44/DmjXwxx8qzdNu\nh27d4Jln1PbRo1W6ZzkdO8Lrrzde7C2dqEOg/XTIuQO16iGAAHR+3TCvbt5cymNs5hcy2UCQADbs\npNKDy5lFITncxbF4KTGUcwWHcpKe9GkUcacDJp53wlWRhRKOBNfh4DX7PHZDzFD1SL0fAjnKxqjq\nTZWYo9Wj+pAIhnIeQzmvPkeiiYAQogeqfn050FFKmQlqYiiE6GDRZzyoD4r09PTGCVSjacboSZ+m\nkrKf1RdcGEHIfQrSnjXttiB4L75q87CAgO3OMrYV3EO36rVGshTyX4COM01rCBfzkmlBPMD/cYul\nr95PvM+xmIvNOHEzhU/Yxu9sZQ0d2Y/9GVKxr8dZx3q+Zw/b2I/D6WzYP/TicOaxk7V8RQkFHMwI\nEunAp8w2jTGAj9eYHCL+Ur49g7Xs4E+60Mc0xhZPXBz8+iuMGgXZ2So9c9IkZaVgs8Hy5fDdd0qd\ns3dvGDlSbR85EgoL4f77lWLnaafBxRerfZaVwd13wwsvqOcnnggzZ0L37k17rM2RxIugZAkUf6aM\nqeMvhdiRjR7GXnbyCjezko+x4+Q4LuUi7o+otBlLIg+xknV8y3bW0ZkD6cdwbNiIJ4VnyGAVC8kl\nk94MpSfKi7GQvUxjNJtZBUhS6MpNvENvjmiko9U0OfYU6PA4ZF1Dpd2CgMRxUPShdb/oQ8D/NwSr\nZmAI6PK+Kk3IuRv2Pq72KRyQcju0uy1ySrqmQRBCxAHvAv+VUhaIWv4fSCnnAfMABg0apPUiNG0e\nPenTVOLfBcJmUk4XAF+GZbccWy7S5DPYLiHPlks3s07SD8ESsCeGNWWy0XKsEvLDJlSg1Djz2GXZ\nr5xu9KMb/cK2CwQHcYxpHyeusJqMXHZaxOElj0zMahIdOMkjs/VO+jZtgqOPrvTYCwZh3jxl0zBn\njrpYOvZY9ahOTIya9FXnzDOV2Eu5SMwHH6jXf/0VOZ20rREshi2DwZ8F+NWfX+HL4P0Vuv/QaBeq\nZRQzmcHks7vipsgXzGUjPzGd7y1v2IA6B/sxnH4MD2tz4mKISQbXdexHSRX13b1sZypH8QxbaUfX\nf35AmuaP9MOeGYSma0oomA/2CH8DzoOg93OQ9xIUfQzOntDubnAkQM4M2DuzUhxJAnumgT0ZkiOU\nOmj2OUIIJ2rC95qU8j1jc5YQopOxytcJtDyqRlMbdKK5ppLowcrjKLwBYk+y7DYgMAinidaCX0BP\nE988QJnm2hJMm47iAsuxejKQKOLCd4eLPoSn2/xTJJKf+IB7OZ5bOZz3eZBSCjmIYRZxODmEUaap\npj489Ah3V2g9PPxwuIJnSQm8+CLk1MN687ffYOnS0H0Gg8ru4YUX/lmsrY2CNyCQR4h/mPSA5zco\nbTx9rO94jRLyQ1bBfXjYyhr+Yt+qsX7LqyETvnIkQV6i+XsTaiyQUq1Y5z0PpT+q15EoXgSBvYRZ\nBkkfBHKt+wlD/CXpcuj6HnR8TE34pIS9j4Sr4coS2DO9zoejqT9CLem9APwhpZxZpekjYKzxfCwQ\nYUlXo9GUoyd9mkocncB9qEmDD+KtJ2InOR8jPgCOKhM/dxDOLtiPuNQ5IOKoVFcTSvksbbbl6kNP\nDiWRjqZt/+FFenBoiCiLmxj6chy9ObKGA6w7/+N2ZjGGtXzNZn7hHe5jCkM4kGF0Z0BIHC5i6Mdw\nxvAQcSSHCFO4ieVcphJL+Mpmq+Gnn8ztF9xutTJXV377TdX+Vae0VI2lqaRsRRWPvqoEwbOm0cL4\nm5V4CI9DEiSD3/bpWOtYbNm2GStlRk2zJpALWwbCtlOVZ2zGaNg6VKk/W+HbQphZOhh15AXW/bzr\nrYKw9vfzZ1nvT9MQHA1cAowUQqw2HqcADwKjhRAbgNHGa41GUwM6vVNTiX83eH4N3y6cygcs5VrT\nbvEFn/FwrouPUrysjIP4AJy+F4YU74T9u0OPFbDnfij9CVx9oP3tEG1dc5NHlukdfBfRrOVL7uJL\nPmMOi3kZG3ZGcRWjGB8xdaw+5LKLBTyBr4ovoJdScsjgO17lLr7kc5424nAwinGMYjx2HDzCr3zI\nw/zCJySQyuncxGDO3KfxNTv69VOiLMFqy74eD/TsWff97b9/+L4AoqLgkEPqF2NrxdVX3UwJ8+pz\ngOuARgujK/1wE4OH0DhsOEhj38axH4fzNeYrvp05cJ+OpWkksiaCZx0h/nme1ZB9G6Q9bd4najCm\n969FHNhSIbDZvF/MMPPtwqFSPX1/h7e5D44UvWYfI6VcirXM6vGNGYtG0xrQK32aSkqXmcu+y1Io\nXmDdr3gBiQEvl2TDE5thWgYMKULtq2wluPtA51eg13ro9mHECR/ABpZZmLOX8gsLcOLmdG7kMdbw\nCKs4kWssfb7+CX/xo2kcHkr4hQW4iKoSxy8hcSSSyqU8whP8wX0saf0TPoDbblMTsqpER6u6vE6d\n6r6/wYOhb19wVfs/cLngqqvqH2drJPESENGEXh85wdkFYhpPzGU4l+IkKuQGjB0n7ehqWqv3TxjN\nBEvF3st4fJ+OVVeEEHYhxCohxCdNGkhLQkoofJsww3TpgYJXrftFDYLooYTaDTnAkQa2CN8LnrXW\nbR3KvfiqIGKgw2PWfTQajaaZoyd9bRUpoewXKHwfvFvUNkcHpVoWhl3V4AEefwa/5F/MqvyxeP2G\ncIqjC6Y346Rf7bOOJNDB1JDZhp2URhRnSGzkOIQQm4QQrwkhrjYMaFsWhxwCCxdWTvBsNrj8cpg/\nP3I/K4SARYvgvPOUp5/NBkccoer80tL2XdzNESnVynjhB+DbXq3ND8VfQeHHEDBWxO1J0OMHiB6G\nSqV2Kin79CVKnKkGdng/ZXnpbWzzflTrEP34+I2vWMHHFBsr87EkMZ0f6MMx2LBjx8kgTuc+ltTK\nq+wLnuVhzuZTZtf4Xhs2HmMt7apIRUURx6180BzEkq5HeYppao1Uf9tmBM1qzQ2EANdBhIlnOXuo\nuj7L4czSoQ3iT4euH0P00WBPhZgRypsvdoR1H41Go2nm6PTOtog/B7adCN4/VTG79KqavbTnlfy1\nv6haBxskX8fPeeczK+EdVaIHwCvcVHA5A5Kvh6JPqqWW2VVaWT3SYXpzJDEkUUZ4HCdyTZ33V196\nM5QEUvFQEjL5c+BuqDj6AkcAw4BHhRAHAr9KKc9uiMH2OT6f8tvzGRdawSA8/TSkpsI999Rvn0lJ\n8Npr8Morql6wusF7a8SfCRmjlGKusKmVjsQroeNsVbu3/RR1zoK6qO34JCRdBa7e0P1bo81mmFZH\nxhvM41FPb353Z2O3K6uV3qXJ3OZeT5TN+obNRn7mAU7Bb6zKBPBxBU9xPFfShT5MYwk+vNiw1WoV\nPpdd/Id0Aqi/nZ/5gJe5gdlsIhVrf61O9GIuGXgpI4CfaBNxpcZGCNEVOBW4H7ixicNpOQibSsk0\nq8OzRaiF9m6E/OeAqhM8v8pcsRALA8Bdg6hW7MgmsTzRaDSahkKv9LVFMscqVT9ZDMECkGUqrSZ3\nNgTDbQgA9nq+4omEdyizQam98vFI3EsUOtzQcZZRQ5Gg0szch0LXhfUKL0gQP+F3dm2IsFqhhsSG\njbv4iq4chJsYokkgmgSu4UW60yA1ZQHUlUsAZTiVRUuSou7fv3LCV5V77/3n+7bb28aED2DH+eqG\njCwyzk8P5M9X3pbbTlRemsECo61UCV6UVRFJEa5aTfgA3igbxVp3Nl7jvPba4E93LvPLhlv28eFh\nOidSSA6lFFBKAV5KeZGJZFCZMufEVeu065vpXzHhKyeIn1swE5YKx0XUPpvwCSEGRnrUYhdPALeC\nSZqAxhoZAGkh2BLMU+05M2BDR1jvgq3HqPKB4q8wzzQpgkAE4ZWC16HkB9hyhNrfhk7Kl68mtVCN\nRqNpoUT8Rq7pC05KqSXSWhqBfCj5EqpdYCFLIPdRoMykk58fvPeZOM8BEpaVXMPopOWQcLESgrG3\nA9f+9Q5xPUtDxFMqQsfHF8ylD0Prve+60pGezGQtO1hPCQX04FCcJnV++4gC4DdgJvCclHJPQw3U\nIKy3UsMDrrsOZtecstfm8e1Uq3lh8vPFkPMg5iqFXiVvn/ZknYf7yr0SX7Vbfz4bLIn6g/EyiDBJ\nDf2VRSGWDOX48fIVL3B5PerpCsg23V5MLgEC2DFRcW04qhZuVf3YE8Zry+UfIcRpwG4p5UohxPAI\n7xsPjAdIT7deyWxb2EBEqRsZYU1xSuQlf35lRknp97D1OGh/n4XVEICTsHOpAjtsG125v8AuyJ6q\nFDo7aDFIjUbT+qjpNmz5l5+k8lZa1S9BnfvQ0pAlWIphBYst2iTFogy/SZNfQClGOo4tqkaRltqg\nlDvDB5NIiojgu9SAdGkcNcCLgGOAa4BxQogfgCVSyq8aY/AGZbOFgp4mlGAh6mPZ5CJWFoaVLSkC\nEKzfeeG1+CjwCWWzIEySQUopQJoEEiRAMXvrFUckGnvSJ6UcASCEiEadi8egfvPfAc/U0P1o4AxD\nVj4KSBBCvCqlHFNtjHnAPIBBgwbppSVQtXmJl0H+Syr7pGJ7NCRcAvnzQreDel30KZaLqjEjoORT\nqwHDJ5iyBHJnQfs7wRZbzwPRaDSa5knE9E4p5QjjC3AucKbx/BsgH7i5pp0LIZKEEO8IIdYLIf4Q\nQgyt1i6EELOEEBuFEGtqmTqjqYp3M+y4CDakwqb9Ye9sCzEWA3saODqbNDgg7ozKWqGqiFgOlSNx\nmVya2IEBjqvI8i7h8ZLuXBGwcZ3XyafF/yJYXpSf9zz8lQzrbfBnDGTfFfGQDmIYPpOLXhfRDOW8\niH1bMlLKD6WUtwATgIXAZUDLUf+LjrZumzWr8eJoybj2t7jYdEH8uYSt0INKq44/q17D9fWkIKqf\n1xL6eOKxWaSI9mNEWComKBGVIdSv/NQqDdSGHVfDrazXxHzgIGAW8JTx/JVIHaSUU6SUXaWUPYAL\nga+rT/g0EejwKMQMVxM9W6Ja+Ys9EeLPx/wedQC8v4PV34irB0SZWDO0fwB86zC/i+JQ9bQajUbT\nyqhtTd9UKWWBEOIYlBHmy9R8xxPgSeAzKeWBwADC1cxOBg4wHuNruU9NOf5dsGUQFL6l6nx8m5Sf\nUdZ11n2EgE4vGXLUTmNbNNjbq5SW1EeMNmMJQMSC+2B6p7zLkOJY3NUM2I8rSiIhaiS32YfzY3QG\nhXZJlsvPa9Fv82LJYZD7LOy6yjC7lerO6p5pkPkfyxDjSCbdpGYugI/+nFDnX1NLQQjxrhBiE+q8\niUWZ0iY3bVR14PPPzbd36wa9ejVuLC0VYYdOLxvnoHGRK2LA0QlSp0G7qeHnZ/QREFc/S5Ar7K8S\nHQSncV47ghAdhHHiRcs+KXTmHKbipjION7EcwJEczun1iuNKC7XOS3i0XvvbR/SRUo6TUn5jPMZD\n08uCtmpsMdDtU+i5Gjq/Cj3XQtf3le2Pldqmo4O51ZCIAdfB0GMJ7LcREi6FpElwQAm0n2Iofprh\nA0fjqURrNBpNY1HbSV95UvypwFwp5YdY3lpTCCESgGNBuedKKb1SyrxqbzsTeEUqlgFJQoh6GHq1\nUfY+aaRkVpmJyRLIf1FNCK2IOQ56roHkayH2FGh/D+y3Tl1YplwH6V9Dwli18pf2NHRfgrBHMzE2\nn+sLzuPIwiiGFkZzU+EYrorLYYHnajxCIqukinls8HX0WvL2WIjX5c8zN94GdrOFbYR7KNlwspiX\na/y1tGCWA4dJKU9EXU3/F7W60LwoKoKRI5VfntutLBUCARg2DD79VImulHPkkZCh75rXibiTodOr\n4NwfbCnqfE1frGpl29+hameFG3BC1EDo8o6aLNaDLq6TuUt+Tg9/F2IDDtL9nbgj+AHd3ZFX1M9j\nKrfzKcdyMYM5k6t5jjv4FDt2/PhYzHymcQIPcgYr+cQ0HbQqo5nAJP5HFPGAwE0s1/ASp/FfADaz\nitmM5W6G8y73N1aa9yohxJHlL4QQRwDf17azlHKxlPK0BomsNRMsgZLvoWQJlP4IwTIIFmF9uRIF\nzu5U3MQE9V5bDCQai6yuXtB5vqp7tRsZCe3vNvfiS7oK7PH79pg0Go2mGVBby4YdQohngVHAQ0II\nNzVPGPcDsoGXhBADgJXA9VKG3K7rAmyr8nq7sS2zlnG1bUq/w7T2R0Qp41lHBC8zVy/oaCG4EH2E\naW2esNkZnPQ2g6ttX29fh9/kr8EpYZurhCRT66Ug+LeDK1zEYDOrcOAKE3PxUcoffMfZTDaPu+Uz\nRkr5cJUV9cdQqdX/vFByX+H1QkpKqErnu+8qW4bVq+H009UEsJxly2DcOHj++caPtaVS8D5kjjHq\nl4JQ8g1sPQp6roId50DpD5XvLf0ONqbDAbvURW4dyWAt9zrOw4cHP3622nOYzhjuYTG9ODxi374c\nS1+ODdkWIMD9nMwGluFBfdSv5WuOZxyX84TlvrbyG88xAT9lgMSPlxeZSHf6k8XfzGYsPsqQBNnA\nchbxDA+zikRS63zMdeAI4FIhRPldi3TgDyHEb4CUUvZvyMHbJL4MpaYZLFLqmyIOsm+HjvNU2nPQ\nxM6BUmVVsutaKHwPCKpavrS5YI9g2RB9BHT9ALImKbVcWzwk/xfaRy4/0Gg0mpZKbVf6/gV8Dpxk\nrNalALfU0McBDASekVIeBhRD2NW6uWpI9TcJMV4IsUIIsSI721zlrU3iOhDMBA6k17jz2Th0DqRh\nM1m08wtI9UW4r2Bh3N6BngRNFNfsOOncurOr6ryi3uiMH29uy5Cbqzz6/CYz/BdegLzqi/waU2QA\nssYbgkvGSSXLVPp21g2hE76KPoWQfUe9hnuRSZRSGOK3V0YRL3Btvfa3mk/ZyPKKCR+Ah2K+ZB67\n2GTZ76WKOHwhcTzPNcxjAt4qXpk+yiggmw95uF4x1oGTgJ7AccajJ3AKcBrUM49VE5ldV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BDjtA795Q2s4FjQsKgtOq5+VBfn7Tz5GCGpHxlLVHS8M0I9fUs3R36Lasmioq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\nIiIiOUyNPhERERERkRz2/0/s/foqruRMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d592940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from itertools import product \n",
    "\n",
    "keys = ['sl','sw','pl','pw']\n",
    "\n",
    "i = 0\n",
    "N = len(keys)\n",
    "\n",
    "plt.figure(figsize=(15,15))\n",
    "\n",
    "for v,w in product(keys, keys):\n",
    "    i+=1\n",
    "    plt.subplot(N,N,i)\n",
    "    if v == w:\n",
    "        plt.hist(df_iris[v],bins=20)\n",
    "        plt.xlabel(v)\n",
    "    else:\n",
    "        plt.scatter(df_iris[v],df_iris[w],c=df_iris['c'],cmap='prism')\n",
    "        plt.xlabel(v)\n",
    "        plt.ylabel(w)\n",
    "        \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MNIST Digits\n",
    "\n",
    "http://scikit-learn.org/stable/datasets/\n",
    "\n",
    "Scikit-learn has a set of utilities for loading standard datasets used in Machine Learning."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.pylab import plt\n",
    "from sklearn.datasets import fetch_mldata\n",
    "mnist = fetch_mldata('MNIST original')\n",
    "\n",
    "N = 8\n",
    "M = 8\n",
    "plt.figure(figsize=(14,14))\n",
    "\n",
    "i = 0\n",
    "for v,w in product(range(N), range(M)):\n",
    "    i+=1\n",
    "    plt.subplot(M,N,i)\n",
    "    plt.imshow(mnist.data[10000+5000*v+20*w].reshape(28,28),cmap='gray_r',interpolation='nearest')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Recommendation\n",
    "\n",
    "http://grouplens.org/datasets/movielens/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MovieLens 100K"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>movie_id</th>\n",
       "      <th>rating</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>13</th>\n",
       "      <td>210</td>\n",
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       "      <td>3</td>\n",
       "      <td>891035994</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>224</td>\n",
       "      <td>29</td>\n",
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       "      <td>888104457</td>\n",
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       "      <td>879485318</td>\n",
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       "      <td>879270459</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>194</td>\n",
       "      <td>274</td>\n",
       "      <td>2</td>\n",
       "      <td>879539794</td>\n",
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       "      <td>1042</td>\n",
       "      <td>4</td>\n",
       "      <td>874834944</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>234</td>\n",
       "      <td>1184</td>\n",
       "      <td>2</td>\n",
       "      <td>892079237</td>\n",
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       "      <th>20</th>\n",
       "      <td>119</td>\n",
       "      <td>392</td>\n",
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       "      <td>886176814</td>\n",
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       "      <td>721</td>\n",
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       "      <td>975</td>\n",
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       "      <td>864</td>\n",
       "      <td>685</td>\n",
       "      <td>4</td>\n",
       "      <td>888891900</td>\n",
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       "    <tr>\n",
       "      <th>99981</th>\n",
       "      <td>750</td>\n",
       "      <td>323</td>\n",
       "      <td>3</td>\n",
       "      <td>879445877</td>\n",
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       "    <tr>\n",
       "      <th>99982</th>\n",
       "      <td>279</td>\n",
       "      <td>64</td>\n",
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       "    <tr>\n",
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       "      <td>888528902</td>\n",
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       "    <tr>\n",
       "      <th>99984</th>\n",
       "      <td>654</td>\n",
       "      <td>370</td>\n",
       "      <td>2</td>\n",
       "      <td>887863914</td>\n",
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       "      <th>99985</th>\n",
       "      <td>617</td>\n",
       "      <td>582</td>\n",
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       "      <td>883789294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99986</th>\n",
       "      <td>913</td>\n",
       "      <td>690</td>\n",
       "      <td>3</td>\n",
       "      <td>880824288</td>\n",
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       "      <th>99987</th>\n",
       "      <td>660</td>\n",
       "      <td>229</td>\n",
       "      <td>2</td>\n",
       "      <td>891406212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99988</th>\n",
       "      <td>421</td>\n",
       "      <td>498</td>\n",
       "      <td>4</td>\n",
       "      <td>892241344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99989</th>\n",
       "      <td>495</td>\n",
       "      <td>1091</td>\n",
       "      <td>4</td>\n",
       "      <td>888637503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99990</th>\n",
       "      <td>806</td>\n",
       "      <td>421</td>\n",
       "      <td>4</td>\n",
       "      <td>882388897</td>\n",
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       "    <tr>\n",
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       "      <td>676</td>\n",
       "      <td>538</td>\n",
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       "      <td>892685437</td>\n",
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       "    <tr>\n",
       "      <th>99992</th>\n",
       "      <td>721</td>\n",
       "      <td>262</td>\n",
       "      <td>3</td>\n",
       "      <td>877137285</td>\n",
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       "    <tr>\n",
       "      <th>99993</th>\n",
       "      <td>913</td>\n",
       "      <td>209</td>\n",
       "      <td>2</td>\n",
       "      <td>881367150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99994</th>\n",
       "      <td>378</td>\n",
       "      <td>78</td>\n",
       "      <td>3</td>\n",
       "      <td>880056976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99995</th>\n",
       "      <td>880</td>\n",
       "      <td>476</td>\n",
       "      <td>3</td>\n",
       "      <td>880175444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>716</td>\n",
       "      <td>204</td>\n",
       "      <td>5</td>\n",
       "      <td>879795543</td>\n",
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       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>276</td>\n",
       "      <td>1090</td>\n",
       "      <td>1</td>\n",
       "      <td>874795795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>13</td>\n",
       "      <td>225</td>\n",
       "      <td>2</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>12</td>\n",
       "      <td>203</td>\n",
       "      <td>3</td>\n",
       "      <td>879959583</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       user_id  movie_id  rating  timestamp\n",
       "0          196       242       3  881250949\n",
       "1          186       302       3  891717742\n",
       "2           22       377       1  878887116\n",
       "3          244        51       2  880606923\n",
       "4          166       346       1  886397596\n",
       "5          298       474       4  884182806\n",
       "6          115       265       2  881171488\n",
       "7          253       465       5  891628467\n",
       "8          305       451       3  886324817\n",
       "9            6        86       3  883603013\n",
       "10          62       257       2  879372434\n",
       "11         286      1014       5  879781125\n",
       "12         200       222       5  876042340\n",
       "13         210        40       3  891035994\n",
       "14         224        29       3  888104457\n",
       "15         303       785       3  879485318\n",
       "16         122       387       5  879270459\n",
       "17         194       274       2  879539794\n",
       "18         291      1042       4  874834944\n",
       "19         234      1184       2  892079237\n",
       "20         119       392       4  886176814\n",
       "21         167       486       4  892738452\n",
       "22         299       144       4  877881320\n",
       "23         291       118       2  874833878\n",
       "24         308         1       4  887736532\n",
       "25          95       546       2  879196566\n",
       "26          38        95       5  892430094\n",
       "27         102       768       2  883748450\n",
       "28          63       277       4  875747401\n",
       "29         160       234       5  876861185\n",
       "...        ...       ...     ...        ...\n",
       "99970      449       120       1  879959573\n",
       "99971      661       762       2  876037121\n",
       "99972      721       874       3  877137447\n",
       "99973      821       151       4  874792889\n",
       "99974      764       596       3  876243046\n",
       "99975      537       443       3  886031752\n",
       "99976      618       628       2  891308019\n",
       "99977      487       291       3  883445079\n",
       "99978      113       975       5  875936424\n",
       "99979      943       391       2  888640291\n",
       "99980      864       685       4  888891900\n",
       "99981      750       323       3  879445877\n",
       "99982      279        64       1  875308510\n",
       "99983      646       750       3  888528902\n",
       "99984      654       370       2  887863914\n",
       "99985      617       582       4  883789294\n",
       "99986      913       690       3  880824288\n",
       "99987      660       229       2  891406212\n",
       "99988      421       498       4  892241344\n",
       "99989      495      1091       4  888637503\n",
       "99990      806       421       4  882388897\n",
       "99991      676       538       4  892685437\n",
       "99992      721       262       3  877137285\n",
       "99993      913       209       2  881367150\n",
       "99994      378        78       3  880056976\n",
       "99995      880       476       3  880175444\n",
       "99996      716       204       5  879795543\n",
       "99997      276      1090       1  874795795\n",
       "99998       13       225       2  882399156\n",
       "99999       12       203       3  879959583\n",
       "\n",
       "[100000 rows x 4 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pylab as plt\n",
    "import numpy as np\n",
    "\n",
    "rnames = ['user_id', 'movie_id', 'rating', 'timestamp']\n",
    "ratings = pd.read_table('data/ml-100k/u.data', sep='\\t', header=None, names=rnames)\n",
    "ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "943 1682\n"
     ]
    }
   ],
   "source": [
    "NRows = max(ratings['user_id'])\n",
    "NCols = max(ratings['movie_id'])\n",
    "\n",
    "\n",
    "X = np.nan*np.ones((NRows, NCols))\n",
    "\n",
    "for k in range(len(ratings)):\n",
    "    i = ratings['user_id'].loc[k]-1\n",
    "    j = ratings['movie_id'].loc[k]-1\n",
    "    r = ratings['rating'].loc[k]\n",
    "    X[i,j] = r\n",
    "\n",
    "print(NRows, NCols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a23765978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X[0:10,0:20], interpolation='nearest')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MovieLens 1M\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "unames = ['user_id', 'gender', 'age', 'occupation', 'zip']\n",
    "users = pd.read_table('data/ml-1m/users.dat', sep='::', header=None, names=unames, engine='python')\n",
    "\n",
    "rnames = ['user_id', 'movie_id', 'rating', 'timestamp']\n",
    "ratings = pd.read_table('data/ml-1m/ratings.dat', sep='::', header=None, names=rnames, engine='python')\n",
    "\n",
    "mnames = ['movie_id', 'title', 'genres']\n",
    "movies = pd.read_table('data/ml-1m/movies.dat', sep='::', header=None, names=mnames, engine='python')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>movie_id</th>\n",
       "      <th>rating</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1193</td>\n",
       "      <td>5</td>\n",
       "      <td>978300760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>661</td>\n",
       "      <td>3</td>\n",
       "      <td>978302109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>914</td>\n",
       "      <td>3</td>\n",
       "      <td>978301968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>3408</td>\n",
       "      <td>4</td>\n",
       "      <td>978300275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>2355</td>\n",
       "      <td>5</td>\n",
       "      <td>978824291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1197</td>\n",
       "      <td>3</td>\n",
       "      <td>978302268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>1287</td>\n",
       "      <td>5</td>\n",
       "      <td>978302039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>2804</td>\n",
       "      <td>5</td>\n",
       "      <td>978300719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>594</td>\n",
       "      <td>4</td>\n",
       "      <td>978302268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>919</td>\n",
       "      <td>4</td>\n",
       "      <td>978301368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>595</td>\n",
       "      <td>5</td>\n",
       "      <td>978824268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>938</td>\n",
       "      <td>4</td>\n",
       "      <td>978301752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>2398</td>\n",
       "      <td>4</td>\n",
       "      <td>978302281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>2918</td>\n",
       "      <td>4</td>\n",
       "      <td>978302124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>1035</td>\n",
       "      <td>5</td>\n",
       "      <td>978301753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>2791</td>\n",
       "      <td>4</td>\n",
       "      <td>978302188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>2687</td>\n",
       "      <td>3</td>\n",
       "      <td>978824268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>978301777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>3105</td>\n",
       "      <td>5</td>\n",
       "      <td>978301713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>2797</td>\n",
       "      <td>4</td>\n",
       "      <td>978302039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>2321</td>\n",
       "      <td>3</td>\n",
       "      <td>978302205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>720</td>\n",
       "      <td>3</td>\n",
       "      <td>978300760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>1270</td>\n",
       "      <td>5</td>\n",
       "      <td>978300055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>527</td>\n",
       "      <td>5</td>\n",
       "      <td>978824195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>2340</td>\n",
       "      <td>3</td>\n",
       "      <td>978300103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>5</td>\n",
       "      <td>978824351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>1097</td>\n",
       "      <td>4</td>\n",
       "      <td>978301953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>1721</td>\n",
       "      <td>4</td>\n",
       "      <td>978300055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>1545</td>\n",
       "      <td>4</td>\n",
       "      <td>978824139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>745</td>\n",
       "      <td>3</td>\n",
       "      <td>978824268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000179</th>\n",
       "      <td>6040</td>\n",
       "      <td>2762</td>\n",
       "      <td>4</td>\n",
       "      <td>956704584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000180</th>\n",
       "      <td>6040</td>\n",
       "      <td>1036</td>\n",
       "      <td>3</td>\n",
       "      <td>956715455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000181</th>\n",
       "      <td>6040</td>\n",
       "      <td>508</td>\n",
       "      <td>4</td>\n",
       "      <td>956704972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000182</th>\n",
       "      <td>6040</td>\n",
       "      <td>1041</td>\n",
       "      <td>4</td>\n",
       "      <td>957717678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000183</th>\n",
       "      <td>6040</td>\n",
       "      <td>3735</td>\n",
       "      <td>4</td>\n",
       "      <td>960971654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000184</th>\n",
       "      <td>6040</td>\n",
       "      <td>2791</td>\n",
       "      <td>4</td>\n",
       "      <td>956715569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000185</th>\n",
       "      <td>6040</td>\n",
       "      <td>2794</td>\n",
       "      <td>1</td>\n",
       "      <td>956716438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000186</th>\n",
       "      <td>6040</td>\n",
       "      <td>527</td>\n",
       "      <td>5</td>\n",
       "      <td>956704219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000187</th>\n",
       "      <td>6040</td>\n",
       "      <td>2003</td>\n",
       "      <td>1</td>\n",
       "      <td>956716294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000188</th>\n",
       "      <td>6040</td>\n",
       "      <td>535</td>\n",
       "      <td>4</td>\n",
       "      <td>964828734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000189</th>\n",
       "      <td>6040</td>\n",
       "      <td>2010</td>\n",
       "      <td>5</td>\n",
       "      <td>957716795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000190</th>\n",
       "      <td>6040</td>\n",
       "      <td>2011</td>\n",
       "      <td>4</td>\n",
       "      <td>956716113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000191</th>\n",
       "      <td>6040</td>\n",
       "      <td>3751</td>\n",
       "      <td>4</td>\n",
       "      <td>964828782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000192</th>\n",
       "      <td>6040</td>\n",
       "      <td>2019</td>\n",
       "      <td>5</td>\n",
       "      <td>956703977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000193</th>\n",
       "      <td>6040</td>\n",
       "      <td>541</td>\n",
       "      <td>4</td>\n",
       "      <td>956715288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000194</th>\n",
       "      <td>6040</td>\n",
       "      <td>1077</td>\n",
       "      <td>5</td>\n",
       "      <td>964828799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000195</th>\n",
       "      <td>6040</td>\n",
       "      <td>1079</td>\n",
       "      <td>2</td>\n",
       "      <td>956715648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000196</th>\n",
       "      <td>6040</td>\n",
       "      <td>549</td>\n",
       "      <td>4</td>\n",
       "      <td>956704746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000197</th>\n",
       "      <td>6040</td>\n",
       "      <td>2020</td>\n",
       "      <td>3</td>\n",
       "      <td>956715288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000198</th>\n",
       "      <td>6040</td>\n",
       "      <td>2021</td>\n",
       "      <td>3</td>\n",
       "      <td>956716374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000199</th>\n",
       "      <td>6040</td>\n",
       "      <td>2022</td>\n",
       "      <td>5</td>\n",
       "      <td>956716207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000200</th>\n",
       "      <td>6040</td>\n",
       "      <td>2028</td>\n",
       "      <td>5</td>\n",
       "      <td>956704519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000201</th>\n",
       "      <td>6040</td>\n",
       "      <td>1080</td>\n",
       "      <td>4</td>\n",
       "      <td>957717322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000202</th>\n",
       "      <td>6040</td>\n",
       "      <td>1089</td>\n",
       "      <td>4</td>\n",
       "      <td>956704996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000203</th>\n",
       "      <td>6040</td>\n",
       "      <td>1090</td>\n",
       "      <td>3</td>\n",
       "      <td>956715518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000204</th>\n",
       "      <td>6040</td>\n",
       "      <td>1091</td>\n",
       "      <td>1</td>\n",
       "      <td>956716541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000205</th>\n",
       "      <td>6040</td>\n",
       "      <td>1094</td>\n",
       "      <td>5</td>\n",
       "      <td>956704887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000206</th>\n",
       "      <td>6040</td>\n",
       "      <td>562</td>\n",
       "      <td>5</td>\n",
       "      <td>956704746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000207</th>\n",
       "      <td>6040</td>\n",
       "      <td>1096</td>\n",
       "      <td>4</td>\n",
       "      <td>956715648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000208</th>\n",
       "      <td>6040</td>\n",
       "      <td>1097</td>\n",
       "      <td>4</td>\n",
       "      <td>956715569</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000209 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         user_id  movie_id  rating  timestamp\n",
       "0              1      1193       5  978300760\n",
       "1              1       661       3  978302109\n",
       "2              1       914       3  978301968\n",
       "3              1      3408       4  978300275\n",
       "4              1      2355       5  978824291\n",
       "5              1      1197       3  978302268\n",
       "6              1      1287       5  978302039\n",
       "7              1      2804       5  978300719\n",
       "8              1       594       4  978302268\n",
       "9              1       919       4  978301368\n",
       "10             1       595       5  978824268\n",
       "11             1       938       4  978301752\n",
       "12             1      2398       4  978302281\n",
       "13             1      2918       4  978302124\n",
       "14             1      1035       5  978301753\n",
       "15             1      2791       4  978302188\n",
       "16             1      2687       3  978824268\n",
       "17             1      2018       4  978301777\n",
       "18             1      3105       5  978301713\n",
       "19             1      2797       4  978302039\n",
       "20             1      2321       3  978302205\n",
       "21             1       720       3  978300760\n",
       "22             1      1270       5  978300055\n",
       "23             1       527       5  978824195\n",
       "24             1      2340       3  978300103\n",
       "25             1        48       5  978824351\n",
       "26             1      1097       4  978301953\n",
       "27             1      1721       4  978300055\n",
       "28             1      1545       4  978824139\n",
       "29             1       745       3  978824268\n",
       "...          ...       ...     ...        ...\n",
       "1000179     6040      2762       4  956704584\n",
       "1000180     6040      1036       3  956715455\n",
       "1000181     6040       508       4  956704972\n",
       "1000182     6040      1041       4  957717678\n",
       "1000183     6040      3735       4  960971654\n",
       "1000184     6040      2791       4  956715569\n",
       "1000185     6040      2794       1  956716438\n",
       "1000186     6040       527       5  956704219\n",
       "1000187     6040      2003       1  956716294\n",
       "1000188     6040       535       4  964828734\n",
       "1000189     6040      2010       5  957716795\n",
       "1000190     6040      2011       4  956716113\n",
       "1000191     6040      3751       4  964828782\n",
       "1000192     6040      2019       5  956703977\n",
       "1000193     6040       541       4  956715288\n",
       "1000194     6040      1077       5  964828799\n",
       "1000195     6040      1079       2  956715648\n",
       "1000196     6040       549       4  956704746\n",
       "1000197     6040      2020       3  956715288\n",
       "1000198     6040      2021       3  956716374\n",
       "1000199     6040      2022       5  956716207\n",
       "1000200     6040      2028       5  956704519\n",
       "1000201     6040      1080       4  957717322\n",
       "1000202     6040      1089       4  956704996\n",
       "1000203     6040      1090       3  956715518\n",
       "1000204     6040      1091       1  956716541\n",
       "1000205     6040      1094       5  956704887\n",
       "1000206     6040       562       5  956704746\n",
       "1000207     6040      1096       4  956715648\n",
       "1000208     6040      1097       4  956715569\n",
       "\n",
       "[1000209 rows x 4 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#users\n",
    "\n",
    "ratings\n",
    "#movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "6040 3952\n",
      "1000209\n"
     ]
    }
   ],
   "source": [
    "\n",
    "f = open('movie_lens1M.txt', 'w');\n",
    "\n",
    "nnz = len(ratings)\n",
    "nrows = max(ratings['user_id'])\n",
    "ncols = max(ratings['movie_id'])\n",
    "print(2)\n",
    "print(nrows, ncols)\n",
    "print(nnz)\n",
    "s = '2\\n'+str(nrows)+\" \"+str(ncols)+\"\\n\"+str(nnz)+\"\\n\"\n",
    "f.write(s)\n",
    "\n",
    "for i in range(nnz):\n",
    "    a = ratings.iloc[i]\n",
    "    s = str(a['user_id']-1) + \" \" + str(a['movie_id']-1) + \" \" + str(a['rating']) + '\\n'\n",
    "    f.write(s)\n",
    "\n",
    "\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Text Analysis\n",
    "\n",
    "Read the main figures from Hamlet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BERNARDO 26\n",
      "CLAUDIUS 105\n",
      "CORNELIUS 6\n",
      "FORTINBRAS 5\n",
      "FRANCISCO 10\n",
      "GERTRUDE 76\n",
      "GHOST 1\n",
      "GUILDENSTERN 54\n",
      "HAMLET 355\n",
      "HORATIO 118\n",
      "KING 104\n",
      "LAERTES 54\n",
      "LORD 86\n",
      "LUCIANUS 3\n",
      "MARCELLUS 41\n",
      "MARGARET 1\n",
      "OPHELIA 68\n",
      "OSRIC 19\n",
      "POLONIUS 114\n",
      "PRINCE 2\n",
      "QUEEN 76\n",
      "REYNALDO 16\n",
      "ROSENCRANTZ 70\n",
      "VOLTIMAND 7\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "POLONIUS\n",
      "HORATIO\n",
      "LAERTES\n",
      "LUCIANUS\n",
      "VOLTIMAND\n",
      "CORNELIUS\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "OSRIC\n",
      "MARCELLUS\n",
      "BERNARDO\n",
      "FRANCISCO\n",
      "REYNALDO\n",
      "FORTINBRAS\n",
      "GERTRUDE\n",
      "OPHELIA\n",
      "FRANCISCO\n",
      "BERNARDO\n",
      "BERNARDO\n",
      "FRANCISCO\n",
      "BERNARDO\n",
      "FRANCISCO\n",
      "BERNARDO\n",
      "FRANCISCO\n",
      "BERNARDO\n",
      "FRANCISCO\n",
      "BERNARDO\n",
      "FRANCISCO\n",
      "BERNARDO\n",
      "FRANCISCO\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "FRANCISCO\n",
      "MARCELLUS\n",
      "FRANCISCO\n",
      "MARCELLUS\n",
      "BERNARDO\n",
      "HORATIO\n",
      "BERNARDO\n",
      "MARCELLUS\n",
      "BERNARDO\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "BERNARDO\n",
      "HORATIO\n",
      "BERNARDO\n",
      "MARCELLUS\n",
      "BERNARDO\n",
      "MARCELLUS\n",
      "BERNARDO\n",
      "HORATIO\n",
      "BERNARDO\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "BERNARDO\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "BERNARDO\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "BERNARDO\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "BERNARDO\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "BERNARDO\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "POLONIUS\n",
      "LAERTES\n",
      "VOLTIMAND\n",
      "CORNELIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "CORNELIUS\n",
      "VOLTIMAND\n",
      "KING\n",
      "CLAUDIUS\n",
      "VOLTIMAND\n",
      "CORNELIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "HAMLET\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "BERNARDO\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "MARCELLUS\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "MARCELLUS\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "MARCELLUS\n",
      "BERNARDO\n",
      "HAMLET\n",
      "MARCELLUS\n",
      "BERNARDO\n",
      "HAMLET\n",
      "MARCELLUS\n",
      "BERNARDO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "BERNARDO\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "LAERTES\n",
      "OPHELIA\n",
      "LAERTES\n",
      "OPHELIA\n",
      "LAERTES\n",
      "OPHELIA\n",
      "LAERTES\n",
      "OPHELIA\n",
      "LAERTES\n",
      "POLONIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "LAERTES\n",
      "LORD\n",
      "POLONIUS\n",
      "LAERTES\n",
      "OPHELIA\n",
      "LAERTES\n",
      "LORD\n",
      "POLONIUS\n",
      "OPHELIA\n",
      "LORD\n",
      "POLONIUS\n",
      "OPHELIA\n",
      "LORD\n",
      "POLONIUS\n",
      "OPHELIA\n",
      "LORD\n",
      "POLONIUS\n",
      "OPHELIA\n",
      "LORD\n",
      "POLONIUS\n",
      "OPHELIA\n",
      "LORD\n",
      "POLONIUS\n",
      "OPHELIA\n",
      "HAMLET\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HAMLET\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "MARCELLUS\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HAMLET\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "GHOST\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "MARCELLUS\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HAMLET\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HAMLET\n",
      "HORATIO\n",
      "MARCELLUS\n",
      "HAMLET\n",
      "MARCELLUS\n",
      "HAMLET\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HAMLET\n",
      "POLONIUS\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "LORD\n",
      "POLONIUS\n",
      "REYNALDO\n",
      "OPHELIA\n",
      "OPHELIA\n",
      "LORD\n",
      "POLONIUS\n",
      "OPHELIA\n",
      "LORD\n",
      "POLONIUS\n",
      "OPHELIA\n",
      "LORD\n",
      "POLONIUS\n",
      "OPHELIA\n",
      "LORD\n",
      "POLONIUS\n",
      "OPHELIA\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "GUILDENSTERN\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "POLONIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "POLONIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "KING\n",
      "CLAUDIUS\n",
      "POLONIUS\n",
      "VOLTIMAND\n",
      "CORNELIUS\n",
      "VOLTIMAND\n",
      "KING\n",
      "CLAUDIUS\n",
      "VOLTIMAND\n",
      "CORNELIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "LORD\n",
      "POLONIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "LORD\n",
      "POLONIUS\n",
      "ROSENCRANTZ\n",
      "POLONIUS\n",
      "POLONIUS\n",
      "GUILDENSTERN\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
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      "GUILDENSTERN\n",
      "HAMLET\n",
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      "HAMLET\n",
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      "HAMLET\n",
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      "HAMLET\n",
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      "HAMLET\n",
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      "HAMLET\n",
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      "HAMLET\n",
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      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "POLONIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
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      "HAMLET\n",
      "LORD\n",
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      "HAMLET\n",
      "LORD\n",
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      "HAMLET\n",
      "LORD\n",
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      "HAMLET\n",
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      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "POLONIUS\n",
      "HAMLET\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "POLONIUS\n",
      "OPHELIA\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "KING\n",
      "CLAUDIUS\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "ROSENCRANTZ\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "ROSENCRANTZ\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "ROSENCRANTZ\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "OPHELIA\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "LORD\n",
      "POLONIUS\n",
      "OPHELIA\n",
      "KING\n",
      "CLAUDIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "POLONIUS\n",
      "HAMLET\n",
      "HAMLET\n",
      "OPHELIA\n",
      "HAMLET\n",
      "OPHELIA\n",
      "HAMLET\n",
      "OPHELIA\n",
      "HAMLET\n",
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      "HAMLET\n",
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      "HAMLET\n",
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      "HAMLET\n",
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      "HAMLET\n",
      "OPHELIA\n",
      "HAMLET\n",
      "OPHELIA\n",
      "HAMLET\n",
      "OPHELIA\n",
      "HAMLET\n",
      "OPHELIA\n",
      "HAMLET\n",
      "OPHELIA\n",
      "KING\n",
      "CLAUDIUS\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "POLONIUS\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "POLONIUS\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "HORATIO\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "POLONIUS\n",
      "OPHELIA\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "POLONIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "OPHELIA\n",
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      "HAMLET\n",
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      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "LUCIANUS\n",
      "OPHELIA\n",
      "HAMLET\n",
      "OPHELIA\n",
      "HAMLET\n",
      "OPHELIA\n",
      "HAMLET\n",
      "LUCIANUS\n",
      "HAMLET\n",
      "OPHELIA\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
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      "HAMLET\n",
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      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
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      "HAMLET\n",
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      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "POLONIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "POLONIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "KING\n",
      "CLAUDIUS\n",
      "GUILDENSTERN\n",
      "ROSENCRANTZ\n",
      "KING\n",
      "CLAUDIUS\n",
      "ROSENCRANTZ\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "POLONIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "POLONIUS\n",
      "HAMLET\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "MARGARET\n",
      "POLONIUS\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "POLONIUS\n",
      "HAMLET\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "LORD\n",
      "POLONIUS\n",
      "HAMLET\n",
      "LORD\n",
      "POLONIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "POLONIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "POLONIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "HAMLET\n",
      "POLONIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "KING\n",
      "CLAUDIUS\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "ROSENCRANTZ\n",
      "ROSENCRANTZ\n",
      "KING\n",
      "CLAUDIUS\n",
      "ROSENCRANTZ\n",
      "KING\n",
      "CLAUDIUS\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "GUILDENSTERN\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "FORTINBRAS\n",
      "PRINCE\n",
      "FORTINBRAS\n",
      "PRINCE\n",
      "FORTINBRAS\n",
      "FORTINBRAS\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "GUILDENSTERN\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "ROSENCRANTZ\n",
      "HAMLET\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HORATIO\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HORATIO\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HORATIO\n",
      "HORATIO\n",
      "OPHELIA\n",
      "OPHELIA\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "OPHELIA\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "OPHELIA\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "OPHELIA\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "OPHELIA\n",
      "KING\n",
      "CLAUDIUS\n",
      "OPHELIA\n",
      "KING\n",
      "CLAUDIUS\n",
      "OPHELIA\n",
      "KING\n",
      "CLAUDIUS\n",
      "OPHELIA\n",
      "KING\n",
      "CLAUDIUS\n",
      "OPHELIA\n",
      "KING\n",
      "CLAUDIUS\n",
      "HORATIO\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "LAERTES\n",
      "LAERTES\n",
      "LAERTES\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "OPHELIA\n",
      "OPHELIA\n",
      "LAERTES\n",
      "OPHELIA\n",
      "LAERTES\n",
      "OPHELIA\n",
      "LAERTES\n",
      "OPHELIA\n",
      "LAERTES\n",
      "OPHELIA\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "HORATIO\n",
      "HORATIO\n",
      "HORATIO\n",
      "HORATIO\n",
      "HORATIO\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "LAERTES\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "LAERTES\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "OPHELIA\n",
      "LAERTES\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HORATIO\n",
      "LAERTES\n",
      "HAMLET\n",
      "LAERTES\n",
      "LAERTES\n",
      "LAERTES\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "LAERTES\n",
      "HAMLET\n",
      "LAERTES\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HORATIO\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "QUEEN\n",
      "GERTRUDE\n",
      "HAMLET\n",
      "KING\n",
      "CLAUDIUS\n",
      "HORATIO\n",
      "LAERTES\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "HORATIO\n",
      "OSRIC\n",
      "OSRIC\n",
      "HAMLET\n",
      "HORATIO\n",
      "HAMLET\n",
      "OSRIC\n",
      "HAMLET\n",
      "OSRIC\n",
      "HAMLET\n",
      "OSRIC\n",
      "HAMLET\n",
      "OSRIC\n",
      "HAMLET\n",
      "HAMLET\n",
      "OSRIC\n",
      "HAMLET\n",
      "OSRIC\n",
      "HAMLET\n",
      "OSRIC\n",
      "HORATIO\n",
      "HAMLET\n",
      "OSRIC\n",
      "HORATIO\n",
      "HAMLET\n",
      "OSRIC\n",
      "HAMLET\n",
      "OSRIC\n",
      "HAMLET\n",
      "OSRIC\n",
      "HAMLET\n",
      "OSRIC\n",
      "HAMLET\n",
      "OSRIC\n",
      "HAMLET\n",
      "HORATIO\n",
      "OSRIC\n",
      "HAMLET\n",
      "OSRIC\n",
      "HAMLET\n",
      "OSRIC\n",
      "HAMLET\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "\n",
    "MAXLINES = 10000\n",
    "f = open('/Users/cemgil/src/ipynb/notes/data/books-eng/hamlet.txt')\n",
    "\n",
    "i = 0\n",
    "words = []\n",
    "\n",
    "for l in f:\n",
    "    i+=1\n",
    "    #    print(l,end='')\n",
    "    if i>MAXLINES: break\n",
    "    for w in re.split('(\\W+)',l):\n",
    "        if w.isalpha():\n",
    "            words.append(w)\n",
    "    \n",
    "        \n",
    "f.close()\n",
    "\n",
    "Counts = dict()\n",
    "\n",
    "for w in words:\n",
    "    if w in Counts:\n",
    "        Counts[w] += 1\n",
    "    else:\n",
    "        Counts[w] = 1\n",
    "        \n",
    "for w in sorted(Counts.keys()):\n",
    "    if w.isupper() and len(w)>1:\n",
    "        print(w, Counts[w])\n",
    "\n",
    "for w in words:\n",
    "    if w.isupper() and len(w)>1:\n",
    "        print(w)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Anomaly detection and changepoint\n",
    "\n",
    "## Well-log data\n",
    "\n",
    "### http://mldata.org/repository/data/viewslug/well-log/\n",
    "\n",
    "Consists of 4050 nuclear magnetic resonance measurements taken from drill while drilling a well\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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geZZcLu/kqE3DWhjSpbncZ9aj/TFuaJIcUgUAL468AIBg6Pz5b1/Pj8Q4Me9E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\nREREROSBwRIREREREZGH/wHF13qOZL9TkQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a4fc940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pylab as plt\n",
    "\n",
    "plt.figure(figsize=(14,5))\n",
    "df_welllog = pd.read_csv(u'data/well-log.csv',names=['y'])\n",
    "plt.plot(df_welllog.y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wind Turbine Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MVV0AKoIljMoiupbZDizHqfmaWufTiWhZ+GY8rpOQIYgTiWbaL98I4EEApzHG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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112c2b278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pylab as plt\n",
    "import pandas as pd\n",
    "\n",
    "plt.figure(figsize=(14,5))\n",
    "df_windturbine = pd.read_csv(u'data/wind_turbine.csv')\n",
    "plt.plot(df_windturbine.wind_speed)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since one of the dimensions corresponds to an angle, it is natural to visualize the data using a radar plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Rf/FJk6gOOzBg5NChaDz11GRMmFCP++/fig0bklFfPxyjR0vw3HPAHXeQF8Bu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iYGAAi4uLj82aJ4toHycnJwe3b99Gfn4+Hj58CLVaLfrDzzVnx2q1Ynh4GD6fD3fv3kVpaanY\nlwTgZPEOhUKYmJhAc3Pz0QYyMbFarTCbzaKVyIHYg0NtbS2J4cwbb7wR9fl8bzHGEusgRciVFe5o\nNPqjH//4x1adTid4rMzMTBQUFAhmfxgPjY2NMBgMSVH6TU9PR19fH2ZnZ+F0OpNStHk4jkNFRQXu\n3LkDp9OJ4eHhhDvCXSMM/ArOjY0N9PT0oLW1VVSnsafxpHiHw2FMTk6itrZW8Ga5eAiHw1hcXERP\nT49oJXKv1wuz2Uziyc4Yw6c//WmrXq//jODBBOTKCjdjjDmdzs9+/vOfJznDaGxsxPb2tmglV4lE\ngp6eHiwsLFzYECURZGVloa+vD1NTU5icnExK0T6OXC5He3s7ent7sb+/j/HxcVHd6a45mUAggKWl\nJczMzKC6uhq3bt1Cdna22Jd1Irx47+/v491330VVVRXKysrEviwAwNLSEmpqaki6uE+7htbWVpJe\nhJ/85Cew2+0jjDFxO3ovyJUVbgDw+Xz/8L3vfc+u1+sFj5WSkoLa2lpRfcSzsrJQU1MDio76eGCM\ngTF2qVZtZmZmoq+vD01NTVhZWcHU1JRoUwPXPE4wGMTKygrGxsaQm5uLu3fvorCwUOzLOhMcxyXN\ncYxGo0E4HBZ1+5jBYIBEIiH5OTLG8Pu///sWnU73h4IHE5grLdyMsbDdbv/vn/rUp0hSp8rKSjgc\nDlFv9PyHkF8JKBZ8eXxgYAADAwOYmZm5VBlsfn4+BgcHUVtbi0ePHmF6evpSXf9Vwu/3Y2VlBaOj\no8jKysK9e/dQUVFxaR4I+TPt6upq3Lt3T9CtYvHicrmOVmaK9T5S+6H/8Ic/jJpMpncu0zKRk+CS\n5elPKDiO44qLi1cfPnzYRLEI3m63Y3l5+cjwQwzC4TBGRkbQ09MjSnn6aWfabrcb09PT6OzsREFB\nAfk1XRSLxYKtrS1Eo1HU19dDqVReGuHguX//Pl588UWxLyNuPB4Ptra2YLfbUVtbi7KyMtENSs5K\nIBDAxMQE6uvrj5rmwuEwJiYmUFlZKeg+75Pg7w/d3d2idrSvr69DKpWC4r4ciUTQ1NRk3t7e7maM\nPdtsIsm5XJ+Cc8AYYyaT6RO/93u/R7LnMS8vD9nZ2dBoNBThnopMJkNP66x4WAAAIABJREFUTw9m\nZ2fJz7tPakTLysrCzZs3sbi4KNro3EXgt461tbXh4OAAw8PD2N/fT4p+gqsEYwxGoxETExOYn59H\ncXHxUYZ92UTb5/NhbGwMzc3Nj3W6U+zzPo1Hjx6hqqpKVNH2er3Q6/Vkfujf/OY3Qy6X6/WrINrA\nc5Bx85SUlEz96Ec/6uvp6RE8VigUwsOHD3Hnzh1R3ZAODg5gMBjQ29tLkh3G0z3OZyB1dXVJ06Bz\nHvx+P/b396HValFYWIiqqqqkbpACkjvjDgQC0Gg0ODg4QF5eHmpqapJivvm88Jvpurq6TqwwiZF5\n7+/vw2w248aNG6JVjBhjR531FGfbfr8fDQ0NJo1G08QYuxLbhi7XI+wF0Ov1//WTn/yk4B7mQKxD\nuaGhAcvLyxThTqSiogKpqakk893xjnylpqZicHAQarUaW1tbSdOoc1bS0tLQ1NSEF154AQUFBVhe\nXj7Kwq/NXOIjGo3CYDBgamoKExMT4DgOt2/fFr2Ee1EsFgump6fR29t76rEQdeZttVqxv78v6rk2\nEPMjl8vlZI2FL7/8st/n8331qog28Bxl3ABQUlLyL6+99tqHP/ShDwn+W0v9VHkS0WgU4+PjqKur\nE2xu9Dxz2vwWIqlUio6Ojkt3Xvw0fD4fNBoNtFot0tLSUF5ejuLi4qSZLU6GjJsxBovFgsPDQ1it\nVigUClRWVorm2JVoDg8Psb29jf7+/rhXh1Jk3j6fD+Pj47h586ao9qrBYBAjIyMYGhpCSkqK4PEc\nDgeam5v1er2+jjHmFTwgEc+VcHMcV9/W1jb26NEjJYVQ+Hw+TExM4M6dO6LevIPBIEZHR9Hb25vw\ncu5FzFUYY9jY2IDdbkdvb2/SCFwicDqdODw8hMFgQHp6OlQqFVQqFdmyi6chlnBHIhGYTCbo9XrY\nbDbk5+ejrKzsUjb4nQRjDFtbW7BYLOjt7T3zEZmQ4h2JRDA6OorW1lbRndpmZ2ehUqnI3O3+4A/+\nwP3KK6/8D4fD8RWSgEQ8V8INACqV6rW//uu//k+/+qu/KqWIt7e3B7fbjfb2dopwJ+JwODA3N4eh\noaGEnbsnyhFNo9FgZ2cHvb29ohpBCIXL5YJer4fBYABjDEqlEkVFRcjPzydtuKISbsYYXC4XTCYT\nTCYT/H4/CgsLoVKpyL9nCiKRCObn5yGTydDR0XHu708I8WaMYW5uDvn5+aipqUnIa54Xg8GA/f19\n9Pf3kzyw6fV6dHd3qw0GQx1j7Ep1kT53ws1xXElVVdXi+vq6kiL7YYxhdHQULS0too9B6XQ67O7u\n4tatWxe+eSbaxtRms2FhYQFtbW2XzlTjLASDQZjNZphMJthsNqSkpEChUKCgoAD5+fmCVh2EEu5o\nNAqn0wmLxQKr1Qq3242srCwUFhaisLDwSj6M8fh8PkxPT6OiogLV1dUXfr1Ei/f6+joCgQA6Ozsv\n/FoXgW/YHRwcJFv+8pu/+ZuO733vex/3+/3fIwlIyHMn3ACgVCr/n9/93d/9vz796U+THPa43W7M\nzMzgzp07kEpJEv0T2d7ehsPhQE9Pz7mfeoXyHvf7/ZienkZJSQlqa2uvTBn1NHw+H6xWK6xWK2w2\nG6LRKHJycpCbm4vc3FxkZ2cnrLyeCOEOh8Nwu91wOBxHfyKRCHJyclBQUHC0I/55+NlZLBYsLi6i\ns7MzoSXoRIn3wcEBtFotBgYGRP95LCwsIC8vD1VVVSTxpqen8Qu/8AtzBoOhl11BkXsuhZvjuJSi\noqLN6enpSqoxjN3dXbjdbnR0dJDEO41Hjx5BLpejubn5zH9X6IUhkUgES0tLCIVC6OrqEnWcTgyi\n0ShcLhfsdjscDgfcbjcCgQBkMhmysrKQkZGB9PT0o/9NTU2FVCqN68Ycj3BHIhEEg0H4/X54vV54\nvV74fL4PXMfxh4vn7WfEGMP29jZ0Oh36+vribkI7CxcVb5PJhLW1NQwODoreO6LX67G/v0/2ABGN\nRtHZ2WlZXl5+gTEm7miPQDyXwg0AKSkpP/szP/Mz33377bdJ6teMMUxMTKC2thZFRUUUIU+9lqmp\nKahUqjP5FFNu+dJoNNja2kJPT8+lHg1KFKFQCB6P50hIvV4v/H4/AoHAYyYwMpns6I9EIoFEIgHH\nceA4DoeHhygpKQFjDNFoFOFw+OgPfx+QSCRITU1FWlraYw8ImZmZSE1NFT1zE5tgMIi5uTlkZmai\ntbVV0PP684q30+nE7Owsbt26JepOciA2nz86Oorbt2+TNWa+8sorwc985jN/bzAY/itJQBF4boUb\nAFQq1b99+9vf/ncf/vCHSbpl/H4/xsbGyEYhTiMcDmN8fBz19fVQqVTP/HoxVnO6XC7Mzs6iqqoK\nVVVVz71oPAvG2GNiHI1Gj0Sab1Lq7e09EvMnRf6a07FarVhcXERTUxNKSkpIYp5VvL1eLyYmJpJi\nGx8/EltVVRXXPSYRWK1WtLW16fV6fSNjzEUSVASea+HmOK6ipqZmdm1tTUklpDqdDhqNBn19faIL\nUTAYxNjYGNra2qBUKk/8OjH3aYfDYSwvL8Pv96O7u1vUcarLTjLMcV9GotEoNjc3YTKZ0NPTQ95s\nF694BwIBjI2NJc0+gP39fdjtdnR1dZHFfOmllxyvv/7673g8nlfJgorAc/2YzRg7cDqdf/PFL36R\nbDC/pKQEMplM9O1AQGwV6c2bN7G0tAS73f7UrxFTtIFY6berqwtVVVUYHR2FwWAgv4Zrnl/cbjdG\nR0cBALdv3xalQz4ehzV+A1lbW1tSiLbb7cbu7i7Z5i8AmJmZwdtvv73r9XpfIwsqEs+1cAOAxWL5\n0y9/+ctmyqUg7e3t2NnZgcslfiUnLS0N/f39mJub+8D1iC3ax1GpVLh9+zb29vawsLBwbSt6jaAw\nxrC3t4fp6Wm0tbWhqalJ1OOE08Q7HA5jcnIS9fX1STFKGYlEMDs7i66uLrLGuGg0ipdeesliNBr/\nt6vYRf4kz71wM8YCVqv14x//+MdJtocBMS9zsbZ3PY3MzEz09vZienoabrcbQHKJNk9qaioGBgaQ\nl5eHkZGR6+z7GkHgs2yXy4U7d+4gPz9f7EsC8HTxjkQimJqaQkVFBZkb2bNYWlpCeXk56fv29a9/\nPWg0Gr9/VbvIn+S5PuM+jkql+sm3vvWtF3/2Z3+W7GFmf38fVqsVFBvL4sHhcGB2dhYtLS1YXV1N\nKtF+Er/fj8XFRchkMrS3t4ve7HcZuD7jPh1+zOvw8BAdHR1JUXJ+GvyZd3l5ObRaLUpKShJi/pII\nDg8PodVqSXt4zGYzOjo69Hq9vokx5iQJKjLPfcbNYzAYfuO3fuu3LE4n3c+9srIS0WgUarWaLOZp\n5ObmorGxEVNTU2hpaUla0QbeL/GrVCqMjIxArVZf2k1j14iPzWbD8PAwQqEQ7ty5k7SiDcQy776+\nPiwvLyMtLS1pRNvtdmNzcxPd3d2kjbcvvfSSzW63f+J5EW3gWriPYIxpHQ7Hpz75yU8+vUtLADiO\nQ1dXF3Z2dkD5wHASTqcTGxsbuHHjBlZXV4/K5skKx3EoLS3FnTt34HA4MDIyAofDIfZlXXOJCAQC\nmJ+fx+rqKnp6etDS0iK6u+Gz4M+Qm5ub4fV6k6LRlb+m7u5uUkOe119/PTw9PT3q8/neIAuaBFyX\nyo/BcRxXXFz84Fvf+tZtypI5b5iQyAUg57mG42fafNm8r68v4RvFhMLhcODRo0fIyclBc3Pzdfn8\nCa5L5e8TjUaxv7+Pvb29o7lssccz4yEcDmNqauqoPE6xEvRZMMYwPz+PvLw80kUmJpMJXV1dep1O\n18YYI+tRSgauM+5jMMaYwWD4T9Ql85ycHDQ0NGB2dlaUcu/TGtFyc3OPGtZOGhVLNnJzczE0NIT8\n/HyMjIxga2sLkUhE7Mu6JolgjEGv12N4eBh+vx93795FaWnppRDtYDCI8fFxlJeXH5XH4xkVE5rd\n3V1wHEdesn/ppZdsNpvt/3jeRBu4Fu4P8F7J/H984hOfIK25lpWVITs7G2tra5RhT+0ez8nJwcDA\nAObn52E2m0mv67xwHIeKigrcu3cP0WgUw8PDODw8vD7/vgZ2ux1jY2NHizdaWlpE9/GOF951sb6+\n/gOZtZjibTKZoNVq0dHRQfrw873vfS88MzMz4vP5fkAWNIm4LpU/hfdK5u9+85vfHPrIRz5C9nDD\n+5lXVlaSjHbEO/Ll9/sxMTGBpqYmMuvCRBEIBLC+vg673Y7GxkYUFxdfiuxKCJ7XUrnT6cT6+jrC\n4TBaW1svnfe91+vF5OQk2tvbT3U4pC6bezweTE5Okq7qBJ7vEjnPtXCfAMdxJeXl5QtLS0uFlB/0\nUCiEkZERwZdrnHVOOxgMYnJyEpWVlWdaTJIseL1ebGxswOVyoampCYWFhc+dgD9vwu1yubCxsQG/\n34/m5uaErt6kgu816e7ujmsumkq8w+EwRkdH0dHRQT7n/tGPftT2zjvv/Gefz/f/kQZOIq5L5SfA\nGNM5HI4//MQnPkF6wCuXy9Hb24u5uTkEAgFBYpzHXCUlJQW3bt2CXq/H2trapSs9Z2RkoLu7Gzdu\n3IBGo8HDhw+h0+ku3fdxzbNxOByYnp7GwsICKisrMTQ0dClF22g0Ym5uDv39/XGLI0XZnDGG2dlZ\nVFdXk4v2P/7jP4ZnZ2cfPs+iDVxn3KfyXsn8nb/927+984u/+IukMyJGoxHr6+sJ36d7UUc0xtjR\nvuzu7u5Lu1XK6/Via2sLVqsVNTU1qKiouLTfS7xc5YybMQaLxYLNzU1wHIeGhoZLKdY8e3t70Gg0\n6O/vP9diHSEz7+XlZXAch9bW1oS+7rN4z9hF916J3EYaPMm4Fu5nwHGcsqSkZHFycrKkvLycNLZa\nrYZer0d/f39CyrqJtDHd3t6GwWBAf3+/aCNsiSAQCGB3dxc6nQ6lpaWorq6+shvIrqJwRyIRaLVa\n7O3tISMjAw0NDUltHPQsGGNYXV2Fx+PBjRs3LjRTLoR47+7uwmKxoLe3l/SoKRKJYHBw0Do/P/8f\ngsHgT8kCJylXO8VIAIwxs9Fo/LVf+qVfslL7ildWViInJwdLS0sXfq1Ee4/X1dWhpqYGIyMjSbEs\n5bykpqaiubkZd+/eRVpaGsbHxzEzMwOb7bl+oE96fD4fVldX8eDBA7jdbvT19SW1RW888DPajDH0\n9fVd2Agm0WVzvV4PrVaLnp4e8v6Qz3zmM+69vb2/uxbtGNcZd5wUFRV9/qWXXvqdL3zhC1mUcfnz\npLy8PNTV1Z3rNYRcGMKbx7S0tKC4uDihry0GjDFYrVbs7OzA5/OhvLwc5eXlV8LM5bJn3NFoFAaD\nAWq1GsFgENXV1SgtLU16p7N48Hg8mJ6eRm1tbcJL24nIvO12O+bn53H79m3yz8I777zDfu3Xfm3B\naDT2McaujRlwLdxxw3GctKioaPzVV1+98eEPf5i0UhGNRjE+Pn50ozoLFFu+gsEgpqenoVQq0dDQ\ncGW6tQOBADQaDTQaDTIzM1FZWXmpu9Evq3A7nU4cHBzAaDSisLDwqBJ1VTAajVheXkZPTw/y8vIE\niXER8ebHvgYGBsj3kZtMJvT09BgPDw9vMMYOSYMnMdfCfQY4jispKSmZm5ubK6bOLkOhEMbGxtDS\n0hL3zl3K1ZzRaBTLy8sIBALo7u6+NMYW8cAYg91uh1qthtVqhUKhQFlZGQoKCi6ViF8m4Xa73Tg8\nPIRer0d6ejrKy8uhUqmuVAMhYww7OzvQ6/Xo7e0VfBb6POLt9/sxPj6O7u5uwR4qTiIajeKFF16w\nTU1N/Ybf73+LNHiScy3cZyQtLe0jPT093x0ZGcmnvokEAgGMjY2hs7PzmduLxNqnfXBwgJ2dHfT0\n9FyprIgnGo3CbDbj8PAQdrsdSqUSKpUKCoUi6UUlmYWbMQaXywW9Xg+9Xg+5XI6ysjKUlJRc6ubH\nkwiFQpibm0NaWhra29vJfnfOIt7BYBBjY2Noa2s71fhFKD73uc95X3755W8aDIZPkAdPcq6F+xwU\nFRV96ZOf/OR/+exnP5tBHdvr9WJiYuJUQRZLtHlcLtfRnGdVVRV5fCoikQgsFgt0Oh2sVitycnKg\nUqlQWFiYlGfiySbckUgEVqsVer0eZrMZWVlZUKlUKC4uTsr3L1HYbDYsLCygsbGRxCHxSeIR73A4\njPHxcdTX14viljg2NoZf/uVfXjYajT2MsRD5BSQ518J9DjiOkxUVFc2+/vrr7ffu3SOvlbpcLkxP\nTz/1zEls0eYJh8NYXFwEAHR2dl6p0vnTYIzB4XAciVA0GoVSqURhYSEKCgqSooFKbOFmjMHpdMJk\nMsFkMiEQCKCgoADFxcVQKpVJ8R4JCWMMu7u70Gg06O3tJT8vPs5p4h2JRDA5OYmKigpQj8ACsQeb\nrq4u08HBwQBjbI/8Ai4B18J9TjiOqygtLZ2amJgoFuOXm+/yvHnzJtLT0/H/t3fn8VHW977AP7+Z\nJJNMZpgtM5nsZCFIEIEIwrVgW0Utda+tW22prT21Rzzac2u91Vv7Uo+41yutxYNatbfW5boraA/F\ntrIcURACRCBAQvZZMpNMZpJZnmee7/0jmTQgIIFM5pnJ9/16Pa8Js/4GwvP5/Z7fBqgntEdra2tD\nc3NzSvrIUkmSJPT09MDr9cLv90Or1cJqtY4cqZgrPtHBHY/H0dvbC7/fD7/fj3A4DKPRCLvdDofD\nMfJ7OxlEo1E0NDRAp9Ph9NNPV0Ul5WjhrSgKtm7dCrvdPqFbdI4u09e+9rXe7du33zgwMPDGhBcg\nTXBwn4KsrKxFp5122tuffvqpNRUnIb/fj507d2LBggWQJEl1oZ0QCoWwfft2FBYWZtSo87GIxWLo\n7e2Fz+eD3++HJEkwGAwwmUwwm80wmUxJD/NkBrcsy+jv70dfXx8CgQAS2+KazWbYbDZYrVbk5eVN\nyn97t9uNzz//HDNmzFDdJj2jw7ukpARbt26F1WpFTU1NSspz8803B1999dXfeb3eO1NSgDTBwX2K\nLBbLTxcvXrzi7bffNqfipOT3+7F9+3YAwPz581UX2gmKoqCpqQk+nw9z5sxJ6WVCNSAihEIhBAIB\nBAIB9PX1IRaLITs7GwaDAUajEQaDAXq9Hnl5eePS1XCqwa0oCiKRCAYHBxEKhRAKhRAMBhGNRqHR\naGAymUaOKVOmqKJVmUqyLKOxsRGRSARz5sxR7Yp8if7seDyOkpKSlIX2s88+G73zzjv/7vF4lhIH\n03FldsfjBOjt7V1VWFg4/7777rvq7rvvnvA0ysrKgqIo0Gg0qh59q9FocNppp8Hv9+PTTz9FZWUl\nysvLJ2ULDBjaN9xoNMJoNB7WjyhJ0kgg+nw+tLe3IxwOIx6PQwiBvLw86HS6w47s7GxkZWUddmi1\nWgghjvr3mzgnKooCWZYhyzIkSRq5jcViiEQiiMViiEajiEQikGV55PPz8vJgMBhQWFiImpoa6HS6\nSfvveCyJq2FTp07FGWecoeq/n8S5IxKJpKxysWnTJvrlL3/Z6vV6v8Wh/eW4xT0OhgerbV69evXc\nyy67bMIqQ6P7tBODwUb3eauVLMvYs2cPgsEgZs+ePelb3ycqHo8jEokgGo0eFqqJ0B19xOPxL+x8\nFgwGYTQaAQxVHDQazRcCPzs7+7BKQU5ODnJzc1VdKVSTxO92f38/Zs+eDYNhQhdaHLNEn7bVasXU\nqVMndD/vhPb2dixcuNDd1dU1n4iSs6VZhuHgHidCCKvD4djx4Ycfls2cOTPpn3e0gWiJWv78+fPT\nIgwT5S0rK0NVVZWqWyWZINWjyjOdx+PB559/PjINUu2/z/F4fGTFw8RyyhO1n3fC4OAg5s+f79+3\nb98lsixvTvoHZgh1rxiRRojI7/F4Lrzooot6fD5fUj/rWKPHrVYr5syZg08++WRkcJCaWa1WLF68\nGLFYDBs3bkQgEEh1kRgbs2g0iu3bt6OlpQULFizA1KlTVR/akiTh448/RmFh4WF7IEzEft4JRISr\nr766r6ur6y4O7bHh4B5HRLTH4/H88Jvf/GavJCVnzYAvm/JlNpsxb948bNu2DX6/PyllGE9arRYz\nZszAGWecgV27dmHXrl1I1t8dY+OJiHDo0CFs3rwZDocDZ511luq7qYChikZi74OpU6d+4fGJCu97\n7rln4JNPPnm9t7f3qaR9SIbi4B5ng4OD7zY3Nz+xbNmywHh3Q5zoPG2j0YgFCxZg586d8Hq941qG\nZDGZTPjKV74Ck8mEjRs3or29/Qt9tIypRW9vLzZu3IiBgQEsXrwYJSUlqm9lA0PboX788ceora1F\nSUnJMZ+X7PB+6aWXpFWrVu3yeDw3jfubTwLcx50EQgjhcDieXbZs2XfGaxvQk1lcJRqNYsuWLaip\nqUnJ0oonS5KkkcFrM2fOnFQLtyQT93Gfukgkgr1792JwcBCzZs0aGeyXDkKhELZu3YpZs2bBZrOd\n0GuS0ee9bt065bvf/W6T1+s9i4iC4/KmkwwHd5IIITR2u33NnXfe+dXbbrvtlK6fncqKaJIk4ZNP\nPoHT6Tzp/bxTJRAIoLGxETqdDnV1dWlxGVLNOLhPnizLOHjwILq7uzFt2jQUFxenRQs7we/3o6Gh\nAfX19TCZTGN67XiG92effYalS5e2eTye+UTkOaU3m8Q4uJNICKGz2+0bVq5cOeeaa645qfk047GM\nqaIo2L59O3JycnD66aen1QmHiODxeLB3717Y7XZMmzaNpyadJA7usSMitLe34+DBgygvL8fUqVPT\nbmGZrq4u7N+//5T64McjvA8cOIBzzjnH1d3dfTYRtZzUmzAAHNxJJ4Qw2u32T//85z9PW7JkyZjG\nFIzn2uNEhH379qG/vx/19fVpt+mHoigjW4am6wk01Ti4TxwRwe12o6mpCTabDdOmTUu7HcuICAcP\nHoTX68W8efNOucJ7KuHtcrmwcOFCb2tr6wVEtOOUCsI4uCfCUJe3Y+v7779fVl9ff0KvSdaGIW1t\nbWhtbcVZZ52l2iUYj0eW5ZEdlioqKlBRUcEBfoI4uL8cEcHr9WLfvn0wGo2ora2FXj/hu/eeMkVR\nsGvXLiiKgtmzZ4/bft8nE979/f1YsGCB7+DBg9+JxWJ/G5eCTHIc3BNECFFdVFS0acOGDYVf1tec\n7F2+vF4vGhsbMXfu3DH3d6mFJElobm5GV1fXyPKp43VyylQc3MdGROjp6cG+ffug1+sxffr0tFjE\n6GgSGw5ZLBbU1taOe9fYWMI7Go3inHPO8Tc2Nv5rKBR6ZVwLMolxcE8gIcTcioqK/9qyZUtBYWHh\nUZ8zUVtzBoNBbNu2DdOmTTvutBC1kyRpZNBQeXk5Kioq0q4bYKJwcH8REcHlcuHgwYPIy8vD9OnT\nVb9M6fEk/l/X1tYmdSbJiYR3PB7HJZdc0rdly5Z7fD7f/0laYSYhDu4JlpOTc25lZeWrmzZtshUU\nFBz22ETvp52omZtMJpx22mlpNWjtSJIkobW1Fe3t7SgqKkJlZWVadgUkEwf3PymKgo6ODjQ3N8Nq\ntaK6ujptW9gJLpcLe/fuRX19/YScP44X3oqi4Prrrw/89a9/Xe3xeH6R9MJMMhzcKZCbm7u0srLy\nT5s2bbJarVYAEx/aCUQ0Mme6vr4+7UdsJwaxtbS0wGKxoKqqKq3m2iYTB/fQvuitra3o6OiA0+lE\nVVVV2lfwiAhNTU3w+/0488wzJ3QQ3dHCW1EU/OAHP+j/4IMPXvB6vbfybl/jj4M7RfR6/cVVVVUv\nbNy40arRaFIS2qN1dnZi//79E1ZbT7bEqOCWlhYQESorK+F0OtP6qsKpmszBHQgE0NzcjEAggIqK\nCpSVlWVEl4okSdi+fTv0ej3q6upSMs5jdHiXlpbiRz/6Uf977733otfrvZlDOzk4uFMoPz//iqqq\nqj+sWLHC/NWvfjXlgdnf34/PPvsMVVVVKC8vT2lZxlMwGMShQ4fQ09OD0tJSlJeXp30r62RMtuCO\nx+Po7u7GoUOHkJ2djaqqKhQUFGRM5a2vrw87duxQxTgVWZbx8ccfY/Xq1eEPPvjgz16v98cc2snD\nwZ1iU6ZM+XZFRcXTGzZsMKthaU9ZltHQ0ACNRoNZs2ZlRKskQZIkdHR0oL29Hbm5uSgvL4fD4Zg0\no9EnS3AHAgG0trbC5/OhsLAQU6dOTcspXceS2Nykvb0d9fX1qhhMR0T48Y9/HHz//fff6erq+h6H\ndnJxcKtAfn7+FZWVlc989NFHI33eqUREaGtrw6FDh1BfX5+RfcSBQABtbW3o6elBYWEhysrKMvJ7\njpbJwR2NRtHZ2YmOjg7k5uaioqICDocjY1rXCZIkoaGhAVlZWZg1a5Yq1jBQFAU/+tGP+teuXfuK\nx+P5CYd28nFwq4Rer7+koqLi+Q0bNliPHG2eKoFAANu3b0dVVRXKysoy7iQIDF1Odblc6OjoQCQS\nQVFREUpKStJ+hPHRZFpwS5KE7u5udHZ2QpZlFBcXo7S0NGO7QRKXxmtqalBaWprq4gAYCu3vf//7\ngXXr1v3Z4/Fwn/YE4eBWEb1ev7SsrOz//uMf/7A5nc5UFwfA0Mlx9+7dkGUZs2fPTrtlH8dCkiR0\ndXWhs7MT8XgcxcXFcDqdGRPimRDckiTB7Xajs7Mz4ytaCUSE/fv3w+12Y+7cuaq4NA4Mdatdf/31\ngQ8//PAFr9d7G4f2xOHgVpmcnJxzi4uLX1m/fn2Bmnbz6u7uxt69ezFz5kw4HI5UFyfpotEourq6\n4HK5EIvF4HA44HQ6YTab0/bKQ7oG98DAAFwuF9xuN2RZRmFhIYqKilI+mHMiDAwMYMeOHbDZbKit\nrVXNeIxwOIxLL720r6Gh4Umv1/srDu2JxcE9RkKIMgB/BOAEoABYTURPCCEeAXAJgBiAgwBuIKI+\nIcRUAHsA7Bt+i4+J6Kbh9/oagEcBfEhEvxj1GXOLi4vXvvvuu85kBo2zAAAaPElEQVQTXdt8IkQi\nEezYsQP5+fmoq6tTRf/aRJAkCV6vFy6XC4FAAGazGXa7HXa7Pa0uy6ZLcMfjcfh8Pni9XvT09CAn\nJwdOpxNOp3PSbO2a2JWsubkZZ5xxBtQw9iWht7cXS5Ys8be0tPzK7/f/PnG/ECIXwEcAdACyALxG\nRL8WQiwHcBuAagB2IuoZfv7XALwNILFT2BtEdO/wY9cA+AWAPxIRr7p2BA7uMRJCFAEoIqLPhBBG\nANsAXA6gFEMBLAshHgIAIrpjOLjfI6LTj/JerwD4AYD/APA0Ee0d9ViVw+H4+4svvlgy1l3Fkikx\norWtrQ2zZs1S1QllIiiKgr6+vpFQkWUZBQUFsNvtsFgsql7ARq3BrSgKAoEAvF4vvF4vJEmCzWaD\n3W5HQUFBRs1sOBGRSAQ7d+4c2YZXTd+/s7MTX//6132dnZ0/HhgYeHP0Y2LoUlQ+EYWEENkANgK4\nFUAUQC+AvwOYd0Rw/5yILj7yc4QQbwG4EsCLAG4kolASv1baUc9vRJogom4A3cM/B4UQewCUENF/\njXraxwC+fQJvpwFAGGq5H3b9lYiahRDzr7vuun+sXLmy6mT38x5vQghUVlbCbrejoaFhZLlUNZ1c\nkkmj0cBqtcJqtWL69OmQZRk+n29kz3AigsViGXlOJk1DGi+SJMHv948ckiTBZDKhoKAAZ555JnJz\nc1NdxJQYvfd3XV0djrWfQars3bsXF1xwgberq+sKWZY3Hfn48OXyRMBmDx9ERNsBjLWLKfFkwhHn\nRsbBfUqGW9NzAWw54qEfAhi9E06lEGI7gH4A/5uINgzf/wyAzQD+RkR7jnx/InILIebfeuut610u\n1+m33Xabaq4TGgwGnH322WhtbcXGjRsxc+ZM2O32VBdrwmVlZaGwsHDkJCvLMvr6+uD3+9HR0YFw\nOIy8vDyYTCaYzWaYTCbk5eWlbT/5WMViMQQCgZEjGAxCq9WOVGwyYcnR8TA4OIiGhgbk5+dj0aJF\nqrtys2XLFlx++eXdLpfrfCJqPNbzhBBaDF2FrAHwJBEdeW480v8QQjQA6MJQ6zvx3m8A2ArgT0QU\nHIevkFH4UvlJEkIYAPwDwP1E9Mao++8CMA/At4iIhBA6AAYi8gkhzgTwFoCZRNQ/hs/S2e32t5Yt\nW7bo4YcfNqjtpB8Oh7Fz507odDrMnDlTdSedVCIihMNhBAIB9PX1IRAIIBwOIzs7G0ajEQaDYeQ2\n2YGezEvlsVgMwWAQoVBo5DbxPU0m00jFxWAwqGaAlRoQEVpaWka6nmw2W6qL9AVr166N33DDDW0e\nj+drRNR2Iq8RQpgBvAngFiLaPXzfIRx+qXwKAGX40vo3ATxBRNOS8y0yCwf3SRjuv3kPwF+I6Dej\n7l8G4CYA5xHR4DFe+3cM1Sy3jvEzNQ6H45klS5Zc+fzzz09RWzgS0ch654l5pmqrYKhJLBY7LOQS\nQQcAubm5yMvLg16vh16vR15eHnQ6HXQ63Sl1SZxscCuKgmg0img0inA4jHA4jMHBQQwODiIcDoOI\nkJ2dfVglxGg0Ijc3l38HjqO3txe7d++GzWbD9OnTVTnY87nnnovdcccd+71e71eJyDeW1wohfg1g\ngIgeHf7zIYwK7qM8/7iPs3/i4B6j4QEYLwDwE9Fto+7/BoDfAPgqEXlH3W8ffm5cCFEFYAOAWUTk\nP5nPLigouLuqqurWtWvXWtRYO5ckaWS3sVmzZk2KKTvjiYgQiUS+EI7RaBSxWAyyLAMY6mvPzs5G\ndnY2srKyDjs0Gg00Gg2EECO3Qgg0NjZixowZUBQFRAQigqIokGX5C4ckSYd9lk6nQ05ODnJzc0cq\nFIlKBbegxyYWi2HPnj0YGBjArFmzVLliXzwex+233x588cUXt3k8nouJaODLXjN8rpOGZ9PkAfgv\nAA8R0XvDjx/C4S1uJwD38JXJswC8BqCCp5Z9OQ7uMRJCLMJQ+O7C0KAyALgTwEoMTYNI1Eo/JqKb\nhBBXArgXgAwgDuDXRPTuqZRBr9df4nA4/rBmzZqCmTNnnspbJU0gEMCuXbtGBq+p7QpBuovH4yPh\nemTYJoL5yNuWlhbU1NSMBHki1EeHfqIikLhl44eI0NraipaWFtTW1qK4uFiVVyT6+/tx+eWX9zY2\nNj7v8Xh+TkTKl78KEEKcgaFGjRZDA29fJaJ7hRD/hqGpXU4AHgBriejG4WliP8XQuTEM4N+JaHMy\nvlOm4eBOU0KIGQ6H4y9PP/100aWXXqrKM+zoUbLV1dUZu2xqulDrdLDJwO/3o7GxEVarFbW1taqt\nyB44cADf+MY3fB6P59/6+/v/nOrysKPj4E5jQgirw+H44Oabb6771a9+la/WUJQkCU1NTejp6cGM\nGTMmxcprasTBPfEGBgbw+eefQ1EU1NXVqfKyeMK6deuU733vey63231xYgoXUycO7jQnhMhyOByr\nFyxY8K2XX37ZpOZ5wwMDA9izZw9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aXQ/gILeq2WTBwc3YMRwZ5BaLJW/hwoVZixcvtsyb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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f37e128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "r = df_windturbine['wind_speed']\n",
    "theta = 2 * np.pi * df_windturbine['wind_direction']/360.\n",
    "area = 100 * np.abs(df_windturbine['production'])/df_windturbine['production'].max()\n",
    "#colors = theta\n",
    "\n",
    "ax = plt.subplot(111, projection='polar')\n",
    "c = ax.scatter(theta, r, alpha=0.9, s=area, color='b', edgecolor='w')\n",
    "c.set_alpha(0.75)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hqakJzc3NSE9PR1ZW1pCR6OEw7+bWaIAPPwQUCuCRR4DbbgPy84HWVj6aPIJe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\nB6FQKPrM6ivc11xzjTgUChX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m5LcWSbIilfI5v+Pj+XSkGzb0Py4tDbjrLn4ZiFx+3NU9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wQJ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\nTwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11db98cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "r = df_windturbine['wind_speed']\n",
    "theta = 2 * np.pi * df_windturbine['wind_direction']/360.\n",
    "area = 100 * np.abs(df_windturbine['production'])/df_windturbine['production'].max()\n",
    "#colors = theta\n",
    "\n",
    "ax = plt.subplot(111, projection='polar')\n",
    "c, = ax.plot(theta, r, alpha=0.9, color='b')\n",
    "c.set_alpha(0.75)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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r69n0lWa+e30jOXQji/cHEoQCkmEKAzjY0z8YoaVmKmUSo+YpZVzg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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11dbb8780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(df_windturbine['wind_speed'], df_windturbine['production'],'.')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a812080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mNyIKqbPb/sMlDb8fmDGmH5QKBdZtLhcd3UVTblYq8vulhywBptMoMWFE31aJi9v0ExuT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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ab6d860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Seaborn is another visualization library\n",
    "import seaborn as sns\n",
    "sns.set(color_codes=True)\n",
    "\n",
    "plt.figure(figsize=(5,5))\n",
    "df = pd.read_csv(u'data/wind_turbine.csv')\n",
    "sns.jointplot(x=\"wind_speed\", y=\"production\", data=df);\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ddcdcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## UCI\n",
    "\n",
    "https://archive.ics.uci.edu/ml/datasets.html\n",
    "\n",
    "### Demand Prediction\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Week of the month (first week, second, third, fourth or fifth week</th>\n",
       "      <th>Day of the week (Monday to Friday)</th>\n",
       "      <th>Non-urgent order</th>\n",
       "      <th>Urgent order</th>\n",
       "      <th>Order type A</th>\n",
       "      <th>Order type B</th>\n",
       "      <th>Order type C</th>\n",
       "      <th>Fiscal sector orders</th>\n",
       "      <th>Orders from the traffic controller sector</th>\n",
       "      <th>Banking orders (1)</th>\n",
       "      <th>Banking orders (2)</th>\n",
       "      <th>Banking orders (3)</th>\n",
       "      <th>Target (Total orders)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>316307</td>\n",
       "      <td>223270</td>\n",
       "      <td>61543</td>\n",
       "      <td>175586</td>\n",
       "      <td>302448</td>\n",
       "      <td>0</td>\n",
       "      <td>65556</td>\n",
       "      <td>44914</td>\n",
       "      <td>188411</td>\n",
       "      <td>14793</td>\n",
       "      <td>539577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>128633</td>\n",
       "      <td>96042</td>\n",
       "      <td>38058</td>\n",
       "      <td>56037</td>\n",
       "      <td>130580</td>\n",
       "      <td>0</td>\n",
       "      <td>40419</td>\n",
       "      <td>21399</td>\n",
       "      <td>89461</td>\n",
       "      <td>7679</td>\n",
       "      <td>224675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>43651</td>\n",
       "      <td>84375</td>\n",
       "      <td>21826</td>\n",
       "      <td>25125</td>\n",
       "      <td>82461</td>\n",
       "      <td>1386</td>\n",
       "      <td>11992</td>\n",
       "      <td>3452</td>\n",
       "      <td>21305</td>\n",
       "      <td>14947</td>\n",
       "      <td>129412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>171297</td>\n",
       "      <td>127667</td>\n",
       "      <td>41542</td>\n",
       "      <td>113294</td>\n",
       "      <td>162284</td>\n",
       "      <td>18156</td>\n",
       "      <td>49971</td>\n",
       "      <td>33703</td>\n",
       "      <td>69054</td>\n",
       "      <td>18423</td>\n",
       "      <td>317120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>90532</td>\n",
       "      <td>113526</td>\n",
       "      <td>37679</td>\n",
       "      <td>56618</td>\n",
       "      <td>116220</td>\n",
       "      <td>6459</td>\n",
       "      <td>48534</td>\n",
       "      <td>19646</td>\n",
       "      <td>16411</td>\n",
       "      <td>20257</td>\n",
       "      <td>210517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>110925</td>\n",
       "      <td>96360</td>\n",
       "      <td>30792</td>\n",
       "      <td>50704</td>\n",
       "      <td>125868</td>\n",
       "      <td>79</td>\n",
       "      <td>52042</td>\n",
       "      <td>8773</td>\n",
       "      <td>47522</td>\n",
       "      <td>24966</td>\n",
       "      <td>207364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>144124</td>\n",
       "      <td>118919</td>\n",
       "      <td>43304</td>\n",
       "      <td>66371</td>\n",
       "      <td>153368</td>\n",
       "      <td>0</td>\n",
       "      <td>46573</td>\n",
       "      <td>33597</td>\n",
       "      <td>48269</td>\n",
       "      <td>20973</td>\n",
       "      <td>263043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>119379</td>\n",
       "      <td>113870</td>\n",
       "      <td>38584</td>\n",
       "      <td>85961</td>\n",
       "      <td>124413</td>\n",
       "      <td>15709</td>\n",
       "      <td>35033</td>\n",
       "      <td>26278</td>\n",
       "      <td>56665</td>\n",
       "      <td>18502</td>\n",
       "      <td>248958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>218856</td>\n",
       "      <td>124381</td>\n",
       "      <td>33973</td>\n",
       "      <td>148274</td>\n",
       "      <td>162044</td>\n",
       "      <td>1054</td>\n",
       "      <td>66612</td>\n",
       "      <td>19461</td>\n",
       "      <td>103376</td>\n",
       "      <td>10458</td>\n",
       "      <td>344291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>146518</td>\n",
       "      <td>101045</td>\n",
       "      <td>36399</td>\n",
       "      <td>43306</td>\n",
       "      <td>168723</td>\n",
       "      <td>865</td>\n",
       "      <td>58224</td>\n",
       "      <td>7742</td>\n",
       "      <td>82395</td>\n",
       "      <td>11948</td>\n",
       "      <td>248428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>178433</td>\n",
       "      <td>102793</td>\n",
       "      <td>45706</td>\n",
       "      <td>111036</td>\n",
       "      <td>124678</td>\n",
       "      <td>194</td>\n",
       "      <td>47046</td>\n",
       "      <td>17299</td>\n",
       "      <td>108719</td>\n",
       "      <td>15560</td>\n",
       "      <td>281420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>145865</td>\n",
       "      <td>91180</td>\n",
       "      <td>43851</td>\n",
       "      <td>66277</td>\n",
       "      <td>133440</td>\n",
       "      <td>6523</td>\n",
       "      <td>66910</td>\n",
       "      <td>17768</td>\n",
       "      <td>36693</td>\n",
       "      <td>29046</td>\n",
       "      <td>243568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>170566</td>\n",
       "      <td>114412</td>\n",
       "      <td>43339</td>\n",
       "      <td>136434</td>\n",
       "      <td>128405</td>\n",
       "      <td>23200</td>\n",
       "      <td>32529</td>\n",
       "      <td>34002</td>\n",
       "      <td>78153</td>\n",
       "      <td>31949</td>\n",
       "      <td>308178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>220343</td>\n",
       "      <td>141406</td>\n",
       "      <td>46241</td>\n",
       "      <td>120865</td>\n",
       "      <td>196296</td>\n",
       "      <td>1653</td>\n",
       "      <td>34878</td>\n",
       "      <td>32905</td>\n",
       "      <td>117137</td>\n",
       "      <td>29188</td>\n",
       "      <td>363402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>193768</td>\n",
       "      <td>141854</td>\n",
       "      <td>56519</td>\n",
       "      <td>136709</td>\n",
       "      <td>143644</td>\n",
       "      <td>1250</td>\n",
       "      <td>57858</td>\n",
       "      <td>23956</td>\n",
       "      <td>101048</td>\n",
       "      <td>30134</td>\n",
       "      <td>336872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>122736</td>\n",
       "      <td>124256</td>\n",
       "      <td>56167</td>\n",
       "      <td>78101</td>\n",
       "      <td>112724</td>\n",
       "      <td>0</td>\n",
       "      <td>52321</td>\n",
       "      <td>10046</td>\n",
       "      <td>62799</td>\n",
       "      <td>24233</td>\n",
       "      <td>246992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>144051</td>\n",
       "      <td>158408</td>\n",
       "      <td>51660</td>\n",
       "      <td>92272</td>\n",
       "      <td>164948</td>\n",
       "      <td>6421</td>\n",
       "      <td>47167</td>\n",
       "      <td>6440</td>\n",
       "      <td>91784</td>\n",
       "      <td>15973</td>\n",
       "      <td>308880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>105415</td>\n",
       "      <td>108688</td>\n",
       "      <td>47717</td>\n",
       "      <td>71474</td>\n",
       "      <td>113935</td>\n",
       "      <td>19023</td>\n",
       "      <td>42737</td>\n",
       "      <td>26020</td>\n",
       "      <td>27873</td>\n",
       "      <td>17600</td>\n",
       "      <td>233126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>240660</td>\n",
       "      <td>163720</td>\n",
       "      <td>59135</td>\n",
       "      <td>157681</td>\n",
       "      <td>187564</td>\n",
       "      <td>0</td>\n",
       "      <td>39273</td>\n",
       "      <td>32917</td>\n",
       "      <td>155617</td>\n",
       "      <td>9203</td>\n",
       "      <td>404380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>131067</td>\n",
       "      <td>166649</td>\n",
       "      <td>90476</td>\n",
       "      <td>80509</td>\n",
       "      <td>127575</td>\n",
       "      <td>844</td>\n",
       "      <td>60543</td>\n",
       "      <td>19141</td>\n",
       "      <td>78378</td>\n",
       "      <td>73839</td>\n",
       "      <td>298560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>130129</td>\n",
       "      <td>98927</td>\n",
       "      <td>42904</td>\n",
       "      <td>43962</td>\n",
       "      <td>142383</td>\n",
       "      <td>193</td>\n",
       "      <td>54760</td>\n",
       "      <td>9163</td>\n",
       "      <td>29874</td>\n",
       "      <td>46992</td>\n",
       "      <td>229249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>123286</td>\n",
       "      <td>103551</td>\n",
       "      <td>47331</td>\n",
       "      <td>72444</td>\n",
       "      <td>116529</td>\n",
       "      <td>9467</td>\n",
       "      <td>48732</td>\n",
       "      <td>21196</td>\n",
       "      <td>47793</td>\n",
       "      <td>47574</td>\n",
       "      <td>236304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>190816</td>\n",
       "      <td>87629</td>\n",
       "      <td>32077</td>\n",
       "      <td>127358</td>\n",
       "      <td>137739</td>\n",
       "      <td>18729</td>\n",
       "      <td>46368</td>\n",
       "      <td>36798</td>\n",
       "      <td>92701</td>\n",
       "      <td>31098</td>\n",
       "      <td>297174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>266741</td>\n",
       "      <td>141437</td>\n",
       "      <td>58721</td>\n",
       "      <td>139034</td>\n",
       "      <td>211646</td>\n",
       "      <td>1223</td>\n",
       "      <td>58081</td>\n",
       "      <td>43333</td>\n",
       "      <td>135314</td>\n",
       "      <td>29716</td>\n",
       "      <td>409401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>123143</td>\n",
       "      <td>106083</td>\n",
       "      <td>36017</td>\n",
       "      <td>75813</td>\n",
       "      <td>119205</td>\n",
       "      <td>1809</td>\n",
       "      <td>45340</td>\n",
       "      <td>22109</td>\n",
       "      <td>55584</td>\n",
       "      <td>29803</td>\n",
       "      <td>231035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>148139</td>\n",
       "      <td>85310</td>\n",
       "      <td>35576</td>\n",
       "      <td>79997</td>\n",
       "      <td>123253</td>\n",
       "      <td>5377</td>\n",
       "      <td>59686</td>\n",
       "      <td>14188</td>\n",
       "      <td>67617</td>\n",
       "      <td>32319</td>\n",
       "      <td>238826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>118552</td>\n",
       "      <td>100417</td>\n",
       "      <td>54401</td>\n",
       "      <td>75613</td>\n",
       "      <td>105584</td>\n",
       "      <td>16629</td>\n",
       "      <td>40423</td>\n",
       "      <td>24682</td>\n",
       "      <td>47563</td>\n",
       "      <td>35314</td>\n",
       "      <td>235598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>146959</td>\n",
       "      <td>95153</td>\n",
       "      <td>37656</td>\n",
       "      <td>59907</td>\n",
       "      <td>144549</td>\n",
       "      <td>0</td>\n",
       "      <td>50908</td>\n",
       "      <td>45733</td>\n",
       "      <td>43930</td>\n",
       "      <td>28998</td>\n",
       "      <td>242112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>299770</td>\n",
       "      <td>133375</td>\n",
       "      <td>57810</td>\n",
       "      <td>236248</td>\n",
       "      <td>196732</td>\n",
       "      <td>57645</td>\n",
       "      <td>71772</td>\n",
       "      <td>57756</td>\n",
       "      <td>159373</td>\n",
       "      <td>29160</td>\n",
       "      <td>490790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>151341</td>\n",
       "      <td>131788</td>\n",
       "      <td>43359</td>\n",
       "      <td>89382</td>\n",
       "      <td>156916</td>\n",
       "      <td>6528</td>\n",
       "      <td>53573</td>\n",
       "      <td>42638</td>\n",
       "      <td>62732</td>\n",
       "      <td>32386</td>\n",
       "      <td>289657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>206206</td>\n",
       "      <td>92160</td>\n",
       "      <td>45555</td>\n",
       "      <td>148718</td>\n",
       "      <td>104186</td>\n",
       "      <td>93</td>\n",
       "      <td>49110</td>\n",
       "      <td>36904</td>\n",
       "      <td>126632</td>\n",
       "      <td>33237</td>\n",
       "      <td>298459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>170868</td>\n",
       "      <td>131463</td>\n",
       "      <td>45550</td>\n",
       "      <td>120548</td>\n",
       "      <td>157505</td>\n",
       "      <td>21272</td>\n",
       "      <td>42534</td>\n",
       "      <td>79556</td>\n",
       "      <td>50433</td>\n",
       "      <td>36483</td>\n",
       "      <td>323603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>435304</td>\n",
       "      <td>181149</td>\n",
       "      <td>67884</td>\n",
       "      <td>267342</td>\n",
       "      <td>281227</td>\n",
       "      <td>0</td>\n",
       "      <td>64867</td>\n",
       "      <td>210508</td>\n",
       "      <td>177229</td>\n",
       "      <td>30514</td>\n",
       "      <td>616453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>235106</td>\n",
       "      <td>110874</td>\n",
       "      <td>70376</td>\n",
       "      <td>154242</td>\n",
       "      <td>121417</td>\n",
       "      <td>55</td>\n",
       "      <td>23257</td>\n",
       "      <td>163452</td>\n",
       "      <td>63699</td>\n",
       "      <td>33805</td>\n",
       "      <td>346035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>168179</td>\n",
       "      <td>125119</td>\n",
       "      <td>71068</td>\n",
       "      <td>100544</td>\n",
       "      <td>136033</td>\n",
       "      <td>14347</td>\n",
       "      <td>28072</td>\n",
       "      <td>95989</td>\n",
       "      <td>50763</td>\n",
       "      <td>55445</td>\n",
       "      <td>307645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>172783</td>\n",
       "      <td>77371</td>\n",
       "      <td>64137</td>\n",
       "      <td>109062</td>\n",
       "      <td>80648</td>\n",
       "      <td>3693</td>\n",
       "      <td>46321</td>\n",
       "      <td>66498</td>\n",
       "      <td>61593</td>\n",
       "      <td>31625</td>\n",
       "      <td>253847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>381768</td>\n",
       "      <td>140041</td>\n",
       "      <td>118178</td>\n",
       "      <td>260632</td>\n",
       "      <td>152134</td>\n",
       "      <td>9135</td>\n",
       "      <td>34236</td>\n",
       "      <td>194216</td>\n",
       "      <td>136035</td>\n",
       "      <td>47601</td>\n",
       "      <td>530944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>221438</td>\n",
       "      <td>111392</td>\n",
       "      <td>51199</td>\n",
       "      <td>124660</td>\n",
       "      <td>157500</td>\n",
       "      <td>529</td>\n",
       "      <td>39964</td>\n",
       "      <td>136119</td>\n",
       "      <td>66745</td>\n",
       "      <td>31031</td>\n",
       "      <td>333359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>193957</td>\n",
       "      <td>111859</td>\n",
       "      <td>47002</td>\n",
       "      <td>99892</td>\n",
       "      <td>159462</td>\n",
       "      <td>540</td>\n",
       "      <td>59179</td>\n",
       "      <td>94460</td>\n",
       "      <td>54772</td>\n",
       "      <td>34616</td>\n",
       "      <td>306356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>275076</td>\n",
       "      <td>121697</td>\n",
       "      <td>109888</td>\n",
       "      <td>131165</td>\n",
       "      <td>175777</td>\n",
       "      <td>20057</td>\n",
       "      <td>37906</td>\n",
       "      <td>138536</td>\n",
       "      <td>85378</td>\n",
       "      <td>14020</td>\n",
       "      <td>416830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>252298</td>\n",
       "      <td>150708</td>\n",
       "      <td>77388</td>\n",
       "      <td>154863</td>\n",
       "      <td>182936</td>\n",
       "      <td>12181</td>\n",
       "      <td>32133</td>\n",
       "      <td>69093</td>\n",
       "      <td>169088</td>\n",
       "      <td>12516</td>\n",
       "      <td>415187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>165472</td>\n",
       "      <td>102530</td>\n",
       "      <td>46295</td>\n",
       "      <td>96870</td>\n",
       "      <td>124837</td>\n",
       "      <td>0</td>\n",
       "      <td>48458</td>\n",
       "      <td>43112</td>\n",
       "      <td>72840</td>\n",
       "      <td>11304</td>\n",
       "      <td>268002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>126030</td>\n",
       "      <td>108055</td>\n",
       "      <td>53366</td>\n",
       "      <td>69150</td>\n",
       "      <td>111987</td>\n",
       "      <td>418</td>\n",
       "      <td>42201</td>\n",
       "      <td>13736</td>\n",
       "      <td>70191</td>\n",
       "      <td>16710</td>\n",
       "      <td>234503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>112246</td>\n",
       "      <td>106641</td>\n",
       "      <td>47399</td>\n",
       "      <td>77610</td>\n",
       "      <td>109715</td>\n",
       "      <td>15837</td>\n",
       "      <td>35316</td>\n",
       "      <td>25876</td>\n",
       "      <td>38646</td>\n",
       "      <td>13989</td>\n",
       "      <td>234724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>123302</td>\n",
       "      <td>94315</td>\n",
       "      <td>48081</td>\n",
       "      <td>72826</td>\n",
       "      <td>109157</td>\n",
       "      <td>12447</td>\n",
       "      <td>43284</td>\n",
       "      <td>30138</td>\n",
       "      <td>52112</td>\n",
       "      <td>12632</td>\n",
       "      <td>230064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>187810</td>\n",
       "      <td>167455</td>\n",
       "      <td>59042</td>\n",
       "      <td>130098</td>\n",
       "      <td>168254</td>\n",
       "      <td>2129</td>\n",
       "      <td>37817</td>\n",
       "      <td>36445</td>\n",
       "      <td>103567</td>\n",
       "      <td>10443</td>\n",
       "      <td>357394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>119863</td>\n",
       "      <td>139383</td>\n",
       "      <td>44809</td>\n",
       "      <td>99072</td>\n",
       "      <td>115365</td>\n",
       "      <td>0</td>\n",
       "      <td>54584</td>\n",
       "      <td>17242</td>\n",
       "      <td>59231</td>\n",
       "      <td>12543</td>\n",
       "      <td>259246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>127805</td>\n",
       "      <td>114813</td>\n",
       "      <td>39025</td>\n",
       "      <td>110740</td>\n",
       "      <td>94470</td>\n",
       "      <td>1617</td>\n",
       "      <td>33366</td>\n",
       "      <td>21103</td>\n",
       "      <td>84558</td>\n",
       "      <td>16683</td>\n",
       "      <td>244235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>120629</td>\n",
       "      <td>112703</td>\n",
       "      <td>39600</td>\n",
       "      <td>240922</td>\n",
       "      <td>122085</td>\n",
       "      <td>169275</td>\n",
       "      <td>37387</td>\n",
       "      <td>20246</td>\n",
       "      <td>63778</td>\n",
       "      <td>13886</td>\n",
       "      <td>402607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>130465</td>\n",
       "      <td>105273</td>\n",
       "      <td>57467</td>\n",
       "      <td>88462</td>\n",
       "      <td>109132</td>\n",
       "      <td>19323</td>\n",
       "      <td>27200</td>\n",
       "      <td>41713</td>\n",
       "      <td>59513</td>\n",
       "      <td>12260</td>\n",
       "      <td>255061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>222282</td>\n",
       "      <td>120324</td>\n",
       "      <td>41418</td>\n",
       "      <td>135189</td>\n",
       "      <td>165999</td>\n",
       "      <td>0</td>\n",
       "      <td>39446</td>\n",
       "      <td>29290</td>\n",
       "      <td>154144</td>\n",
       "      <td>10811</td>\n",
       "      <td>342606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>150257</td>\n",
       "      <td>116959</td>\n",
       "      <td>34193</td>\n",
       "      <td>115536</td>\n",
       "      <td>118911</td>\n",
       "      <td>1424</td>\n",
       "      <td>51346</td>\n",
       "      <td>19782</td>\n",
       "      <td>89704</td>\n",
       "      <td>12182</td>\n",
       "      <td>268640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>96494</td>\n",
       "      <td>87294</td>\n",
       "      <td>32653</td>\n",
       "      <td>81576</td>\n",
       "      <td>74372</td>\n",
       "      <td>4813</td>\n",
       "      <td>34631</td>\n",
       "      <td>22420</td>\n",
       "      <td>49644</td>\n",
       "      <td>15390</td>\n",
       "      <td>188601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>89526</td>\n",
       "      <td>99756</td>\n",
       "      <td>51985</td>\n",
       "      <td>51930</td>\n",
       "      <td>98107</td>\n",
       "      <td>12740</td>\n",
       "      <td>31850</td>\n",
       "      <td>32150</td>\n",
       "      <td>21573</td>\n",
       "      <td>13807</td>\n",
       "      <td>202022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>134425</td>\n",
       "      <td>79084</td>\n",
       "      <td>36748</td>\n",
       "      <td>71353</td>\n",
       "      <td>105408</td>\n",
       "      <td>0</td>\n",
       "      <td>33970</td>\n",
       "      <td>28701</td>\n",
       "      <td>65199</td>\n",
       "      <td>11023</td>\n",
       "      <td>213509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>158716</td>\n",
       "      <td>158133</td>\n",
       "      <td>59131</td>\n",
       "      <td>92639</td>\n",
       "      <td>165079</td>\n",
       "      <td>0</td>\n",
       "      <td>32027</td>\n",
       "      <td>33282</td>\n",
       "      <td>128269</td>\n",
       "      <td>9287</td>\n",
       "      <td>316849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>150784</td>\n",
       "      <td>133069</td>\n",
       "      <td>54224</td>\n",
       "      <td>115746</td>\n",
       "      <td>116442</td>\n",
       "      <td>2559</td>\n",
       "      <td>51235</td>\n",
       "      <td>34421</td>\n",
       "      <td>87708</td>\n",
       "      <td>11354</td>\n",
       "      <td>286412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>193534</td>\n",
       "      <td>109639</td>\n",
       "      <td>58378</td>\n",
       "      <td>142382</td>\n",
       "      <td>102687</td>\n",
       "      <td>274</td>\n",
       "      <td>28364</td>\n",
       "      <td>88404</td>\n",
       "      <td>91367</td>\n",
       "      <td>15003</td>\n",
       "      <td>303447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>196555</td>\n",
       "      <td>108395</td>\n",
       "      <td>76763</td>\n",
       "      <td>96478</td>\n",
       "      <td>131709</td>\n",
       "      <td>0</td>\n",
       "      <td>37011</td>\n",
       "      <td>109931</td>\n",
       "      <td>50112</td>\n",
       "      <td>12957</td>\n",
       "      <td>304950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>192116</td>\n",
       "      <td>121106</td>\n",
       "      <td>107568</td>\n",
       "      <td>121152</td>\n",
       "      <td>103180</td>\n",
       "      <td>18678</td>\n",
       "      <td>27328</td>\n",
       "      <td>108072</td>\n",
       "      <td>56015</td>\n",
       "      <td>10690</td>\n",
       "      <td>331900</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Week of the month (first week, second, third, fourth or fifth week  \\\n",
       "0                                                   1                    \n",
       "1                                                   1                    \n",
       "2                                                   1                    \n",
       "3                                                   2                    \n",
       "4                                                   2                    \n",
       "5                                                   2                    \n",
       "6                                                   2                    \n",
       "7                                                   2                    \n",
       "8                                                   3                    \n",
       "9                                                   3                    \n",
       "10                                                  3                    \n",
       "11                                                  3                    \n",
       "12                                                  3                    \n",
       "13                                                  4                    \n",
       "14                                                  4                    \n",
       "15                                                  4                    \n",
       "16                                                  4                    \n",
       "17                                                  4                    \n",
       "18                                                  5                    \n",
       "19                                                  1                    \n",
       "20                                                  1                    \n",
       "21                                                  1                    \n",
       "22                                                  1                    \n",
       "23                                                  2                    \n",
       "24                                                  2                    \n",
       "25                                                  2                    \n",
       "26                                                  2                    \n",
       "27                                                  2                    \n",
       "28                                                  3                    \n",
       "29                                                  3                    \n",
       "30                                                  3                    \n",
       "31                                                  3                    \n",
       "32                                                  4                    \n",
       "33                                                  4                    \n",
       "34                                                  4                    \n",
       "35                                                  4                    \n",
       "36                                                  5                    \n",
       "37                                                  5                    \n",
       "38                                                  5                    \n",
       "39                                                  1                    \n",
       "40                                                  2                    \n",
       "41                                                  2                    \n",
       "42                                                  2                    \n",
       "43                                                  2                    \n",
       "44                                                  2                    \n",
       "45                                                  3                    \n",
       "46                                                  3                    \n",
       "47                                                  3                    \n",
       "48                                                  3                    \n",
       "49                                                  3                    \n",
       "50                                                  4                    \n",
       "51                                                  4                    \n",
       "52                                                  4                    \n",
       "53                                                  4                    \n",
       "54                                                  4                    \n",
       "55                                                  5                    \n",
       "56                                                  5                    \n",
       "57                                                  5                    \n",
       "58                                                  5                    \n",
       "59                                                  5                    \n",
       "\n",
       "    Day of the week (Monday to Friday)  Non-urgent order  Urgent order  \\\n",
       "0                                    4            316307        223270   \n",
       "1                                    5            128633         96042   \n",
       "2                                    6             43651         84375   \n",
       "3                                    2            171297        127667   \n",
       "4                                    3             90532        113526   \n",
       "5                                    4            110925         96360   \n",
       "6                                    5            144124        118919   \n",
       "7                                    6            119379        113870   \n",
       "8                                    2            218856        124381   \n",
       "9                                    3            146518        101045   \n",
       "10                                   4            178433        102793   \n",
       "11                                   5            145865         91180   \n",
       "12                                   6            170566        114412   \n",
       "13                                   2            220343        141406   \n",
       "14                                   3            193768        141854   \n",
       "15                                   4            122736        124256   \n",
       "16                                   5            144051        158408   \n",
       "17                                   6            105415        108688   \n",
       "18                                   2            240660        163720   \n",
       "19                                   3            131067        166649   \n",
       "20                                   4            130129         98927   \n",
       "21                                   5            123286        103551   \n",
       "22                                   6            190816         87629   \n",
       "23                                   2            266741        141437   \n",
       "24                                   3            123143        106083   \n",
       "25                                   4            148139         85310   \n",
       "26                                   5            118552        100417   \n",
       "27                                   6            146959         95153   \n",
       "28                                   2            299770        133375   \n",
       "29                                   3            151341        131788   \n",
       "30                                   4            206206         92160   \n",
       "31                                   5            170868        131463   \n",
       "32                                   3            435304        181149   \n",
       "33                                   4            235106        110874   \n",
       "34                                   5            168179        125119   \n",
       "35                                   6            172783         77371   \n",
       "36                                   2            381768        140041   \n",
       "37                                   3            221438        111392   \n",
       "38                                   4            193957        111859   \n",
       "39                                   6            275076        121697   \n",
       "40                                   2            252298        150708   \n",
       "41                                   3            165472        102530   \n",
       "42                                   4            126030        108055   \n",
       "43                                   5            112246        106641   \n",
       "44                                   6            123302         94315   \n",
       "45                                   2            187810        167455   \n",
       "46                                   3            119863        139383   \n",
       "47                                   4            127805        114813   \n",
       "48                                   5            120629        112703   \n",
       "49                                   6            130465        105273   \n",
       "50                                   2            222282        120324   \n",
       "51                                   3            150257        116959   \n",
       "52                                   4             96494         87294   \n",
       "53                                   5             89526         99756   \n",
       "54                                   6            134425         79084   \n",
       "55                                   2            158716        158133   \n",
       "56                                   3            150784        133069   \n",
       "57                                   4            193534        109639   \n",
       "58                                   5            196555        108395   \n",
       "59                                   6            192116        121106   \n",
       "\n",
       "    Order type A  Order type B  Order type C  Fiscal sector orders  \\\n",
       "0          61543        175586        302448                     0   \n",
       "1          38058         56037        130580                     0   \n",
       "2          21826         25125         82461                  1386   \n",
       "3          41542        113294        162284                 18156   \n",
       "4          37679         56618        116220                  6459   \n",
       "5          30792         50704        125868                    79   \n",
       "6          43304         66371        153368                     0   \n",
       "7          38584         85961        124413                 15709   \n",
       "8          33973        148274        162044                  1054   \n",
       "9          36399         43306        168723                   865   \n",
       "10         45706        111036        124678                   194   \n",
       "11         43851         66277        133440                  6523   \n",
       "12         43339        136434        128405                 23200   \n",
       "13         46241        120865        196296                  1653   \n",
       "14         56519        136709        143644                  1250   \n",
       "15         56167         78101        112724                     0   \n",
       "16         51660         92272        164948                  6421   \n",
       "17         47717         71474        113935                 19023   \n",
       "18         59135        157681        187564                     0   \n",
       "19         90476         80509        127575                   844   \n",
       "20         42904         43962        142383                   193   \n",
       "21         47331         72444        116529                  9467   \n",
       "22         32077        127358        137739                 18729   \n",
       "23         58721        139034        211646                  1223   \n",
       "24         36017         75813        119205                  1809   \n",
       "25         35576         79997        123253                  5377   \n",
       "26         54401         75613        105584                 16629   \n",
       "27         37656         59907        144549                     0   \n",
       "28         57810        236248        196732                 57645   \n",
       "29         43359         89382        156916                  6528   \n",
       "30         45555        148718        104186                    93   \n",
       "31         45550        120548        157505                 21272   \n",
       "32         67884        267342        281227                     0   \n",
       "33         70376        154242        121417                    55   \n",
       "34         71068        100544        136033                 14347   \n",
       "35         64137        109062         80648                  3693   \n",
       "36        118178        260632        152134                  9135   \n",
       "37         51199        124660        157500                   529   \n",
       "38         47002         99892        159462                   540   \n",
       "39        109888        131165        175777                 20057   \n",
       "40         77388        154863        182936                 12181   \n",
       "41         46295         96870        124837                     0   \n",
       "42         53366         69150        111987                   418   \n",
       "43         47399         77610        109715                 15837   \n",
       "44         48081         72826        109157                 12447   \n",
       "45         59042        130098        168254                  2129   \n",
       "46         44809         99072        115365                     0   \n",
       "47         39025        110740         94470                  1617   \n",
       "48         39600        240922        122085                169275   \n",
       "49         57467         88462        109132                 19323   \n",
       "50         41418        135189        165999                     0   \n",
       "51         34193        115536        118911                  1424   \n",
       "52         32653         81576         74372                  4813   \n",
       "53         51985         51930         98107                 12740   \n",
       "54         36748         71353        105408                     0   \n",
       "55         59131         92639        165079                     0   \n",
       "56         54224        115746        116442                  2559   \n",
       "57         58378        142382        102687                   274   \n",
       "58         76763         96478        131709                     0   \n",
       "59        107568        121152        103180                 18678   \n",
       "\n",
       "    Orders from the traffic controller sector  Banking orders (1)  \\\n",
       "0                                       65556               44914   \n",
       "1                                       40419               21399   \n",
       "2                                       11992                3452   \n",
       "3                                       49971               33703   \n",
       "4                                       48534               19646   \n",
       "5                                       52042                8773   \n",
       "6                                       46573               33597   \n",
       "7                                       35033               26278   \n",
       "8                                       66612               19461   \n",
       "9                                       58224                7742   \n",
       "10                                      47046               17299   \n",
       "11                                      66910               17768   \n",
       "12                                      32529               34002   \n",
       "13                                      34878               32905   \n",
       "14                                      57858               23956   \n",
       "15                                      52321               10046   \n",
       "16                                      47167                6440   \n",
       "17                                      42737               26020   \n",
       "18                                      39273               32917   \n",
       "19                                      60543               19141   \n",
       "20                                      54760                9163   \n",
       "21                                      48732               21196   \n",
       "22                                      46368               36798   \n",
       "23                                      58081               43333   \n",
       "24                                      45340               22109   \n",
       "25                                      59686               14188   \n",
       "26                                      40423               24682   \n",
       "27                                      50908               45733   \n",
       "28                                      71772               57756   \n",
       "29                                      53573               42638   \n",
       "30                                      49110               36904   \n",
       "31                                      42534               79556   \n",
       "32                                      64867              210508   \n",
       "33                                      23257              163452   \n",
       "34                                      28072               95989   \n",
       "35                                      46321               66498   \n",
       "36                                      34236              194216   \n",
       "37                                      39964              136119   \n",
       "38                                      59179               94460   \n",
       "39                                      37906              138536   \n",
       "40                                      32133               69093   \n",
       "41                                      48458               43112   \n",
       "42                                      42201               13736   \n",
       "43                                      35316               25876   \n",
       "44                                      43284               30138   \n",
       "45                                      37817               36445   \n",
       "46                                      54584               17242   \n",
       "47                                      33366               21103   \n",
       "48                                      37387               20246   \n",
       "49                                      27200               41713   \n",
       "50                                      39446               29290   \n",
       "51                                      51346               19782   \n",
       "52                                      34631               22420   \n",
       "53                                      31850               32150   \n",
       "54                                      33970               28701   \n",
       "55                                      32027               33282   \n",
       "56                                      51235               34421   \n",
       "57                                      28364               88404   \n",
       "58                                      37011              109931   \n",
       "59                                      27328              108072   \n",
       "\n",
       "    Banking orders (2)  Banking orders (3)  Target (Total orders)  \n",
       "0               188411               14793                 539577  \n",
       "1                89461                7679                 224675  \n",
       "2                21305               14947                 129412  \n",
       "3                69054               18423                 317120  \n",
       "4                16411               20257                 210517  \n",
       "5                47522               24966                 207364  \n",
       "6                48269               20973                 263043  \n",
       "7                56665               18502                 248958  \n",
       "8               103376               10458                 344291  \n",
       "9                82395               11948                 248428  \n",
       "10              108719               15560                 281420  \n",
       "11               36693               29046                 243568  \n",
       "12               78153               31949                 308178  \n",
       "13              117137               29188                 363402  \n",
       "14              101048               30134                 336872  \n",
       "15               62799               24233                 246992  \n",
       "16               91784               15973                 308880  \n",
       "17               27873               17600                 233126  \n",
       "18              155617                9203                 404380  \n",
       "19               78378               73839                 298560  \n",
       "20               29874               46992                 229249  \n",
       "21               47793               47574                 236304  \n",
       "22               92701               31098                 297174  \n",
       "23              135314               29716                 409401  \n",
       "24               55584               29803                 231035  \n",
       "25               67617               32319                 238826  \n",
       "26               47563               35314                 235598  \n",
       "27               43930               28998                 242112  \n",
       "28              159373               29160                 490790  \n",
       "29               62732               32386                 289657  \n",
       "30              126632               33237                 298459  \n",
       "31               50433               36483                 323603  \n",
       "32              177229               30514                 616453  \n",
       "33               63699               33805                 346035  \n",
       "34               50763               55445                 307645  \n",
       "35               61593               31625                 253847  \n",
       "36              136035               47601                 530944  \n",
       "37               66745               31031                 333359  \n",
       "38               54772               34616                 306356  \n",
       "39               85378               14020                 416830  \n",
       "40              169088               12516                 415187  \n",
       "41               72840               11304                 268002  \n",
       "42               70191               16710                 234503  \n",
       "43               38646               13989                 234724  \n",
       "44               52112               12632                 230064  \n",
       "45              103567               10443                 357394  \n",
       "46               59231               12543                 259246  \n",
       "47               84558               16683                 244235  \n",
       "48               63778               13886                 402607  \n",
       "49               59513               12260                 255061  \n",
       "50              154144               10811                 342606  \n",
       "51               89704               12182                 268640  \n",
       "52               49644               15390                 188601  \n",
       "53               21573               13807                 202022  \n",
       "54               65199               11023                 213509  \n",
       "55              128269                9287                 316849  \n",
       "56               87708               11354                 286412  \n",
       "57               91367               15003                 303447  \n",
       "58               50112               12957                 304950  \n",
       "59               56015               10690                 331900  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from __future__ import print_function, division\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"data/Daily_Demand_Forecasting_Orders.csv\", delimiter=';')\n",
    "\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Week of the month (first week, second, third, fourth or fifth week         1\n",
       "Day of the week (Monday to Friday)                                         4\n",
       "Non-urgent order                                                      316307\n",
       "Urgent order                                                          223270\n",
       "Order type A                                                           61543\n",
       "Order type B                                                          175586\n",
       "Order type C                                                          302448\n",
       "Fiscal sector orders                                                       0\n",
       "Orders from the traffic controller sector                              65556\n",
       "Banking orders (1)                                                     44914\n",
       "Banking orders (2)                                                    188411\n",
       "Banking orders (3)                                                     14793\n",
       "Target (Total orders)                                                 539577\n",
       "Name: 0, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data fields are quite complicated so it is better to organize data as a tensor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Week of the month (first week, second, third, fourth or fifth week',\n",
       "       'Day of the week (Monday to Friday)', 'Non-urgent order',\n",
       "       'Urgent order', 'Order type A', 'Order type B', 'Order type C',\n",
       "       'Fiscal sector orders', 'Orders from the traffic controller sector',\n",
       "       'Banking orders (1)', 'Banking orders (2)', 'Banking orders (3)',\n",
       "       'Target (Total orders)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 'Non-urgent order' $+$ 'Urgent order' is almost equal to 'Target (Total orders)'\n",
    "\n",
    "* 'Order type A' $+$ 'Order type B' $+$ 'Order type C' = 'Target (Total orders)'\n",
    "\n",
    "* Data is better visualized if organized in weeks and day-of-week\n",
    "\n",
    "* u'Fiscal sector orders', u'Orders from the traffic controller sector', u'Banking orders (1)', u'Banking orders (2)', u'Banking orders (3)' sum to about $60$ percent of 'Target (Total orders)'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import scipy as sc\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Total orders series, when viewed as a time series is hard to interpret."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DqWyObE4vaVYI4PEoYxxxFZaGJUb2QHh+5KuIhlAhIhoFhANeiWkIFRFNZmizRKPFRzyd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\nRkRDEARBcM3/BatviMMVZr4eAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11dfde978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = df['Target (Total orders)']\n",
    "plt.plot(x)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Arrange the data by week and day of week "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2300be80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a233b4f98>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11dfe2748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "t1 = df['Week of the month (first week, second, third, fourth or fifth week']\n",
    "t2 = df['Day of the week (Monday to Friday)']\n",
    "\n",
    "z = [df[col] for col in ['Order type A','Order type B','Order type C','Target (Total orders)']]; vmax = 600000\n",
    "#z = [df[col] for col in [u'Non-urgent order', u'Urgent order','Target (Total orders)']]\n",
    "#z = [df[col] for col in [u'Fiscal sector orders', u'Orders from the traffic controller sector', u'Banking orders (1)', u'Banking orders (2)', u'Banking orders (3)']]\n",
    "X = np.zeros([13,5, len(z)])\n",
    "\n",
    "# Day and week features\n",
    "F = np.zeros([13, 5, 2])\n",
    "\n",
    "m = 0\n",
    "w = 0\n",
    "t1_prev = 6\n",
    "t2_prev = 7\n",
    "for i in range(len(t1)):\n",
    "    if t1_prev>t1[i]:\n",
    "        m = m+1\n",
    "    if t2_prev>t2[i]:\n",
    "        w = w+1\n",
    "    t1_prev = t1[i]\n",
    "    t2_prev = t2[i]\n",
    "    \n",
    "    row_idx = w-1\n",
    "    col_idx = t2[i]-2\n",
    "    \n",
    "    for j in range(len(z)):\n",
    "        X[row_idx, col_idx, j] = z[j][i]\n",
    "\n",
    "    F[row_idx, col_idx, 0] = t1[i]\n",
    "    F[row_idx, col_idx, 1] = m\n",
    "    \n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "for j in range(len(z)):\n",
    "    plt.subplot(1,len(z),j+1)\n",
    "    plt.imshow(X[:,:,j], vmax=vmax,vmin=0)\n",
    "#    plt.colorbar()\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(F[:,:,0])\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(F[:,:,1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Nvw28m/tEjlDcfSJHWGDZEnP370s6tOjdN0i6f/7P90v63eC90GfIESKQIyzW7vfE3uvu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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a22fed6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "for j in range(len(z)-1):\n",
    "    plt.subplot(1,len(z),j+1)\n",
    "    plt.imshow(X[:,:,j]/(1+X[:,:,-1]), vmax=1,vmin=0)\n",
    "#    plt.colorbar()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Nips conference papers\n",
    "\n",
    "https://archive.ics.uci.edu/ml/datasets/NIPS+Conference+Papers+1987-2015"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sunspot data\n",
    "\n",
    "http://www.sidc.be/silso/infosnytot\n",
    "\n",
    "-------------------------------------------------------------------------------\n",
    "CSV\n",
    "-------------------------------------------------------------------------------\n",
    "~~~\n",
    "Filename: SN_y_tot_V2.0.csv\n",
    "Format: Comma Separated values (adapted for import in spreadsheets)\n",
    "The separator is the semicolon ';'.\n",
    "\n",
    "Contents:\n",
    "Column 1: Gregorian calendar year (mid-year date)\n",
    "Column 2: Yearly mean total sunspot number.\n",
    "Column 3: Yearly mean standard deviation of the input sunspot numbers from individual stations.\n",
    "Column 4: Number of observations used to compute the yearly mean total sunspot number.\n",
    "Column 5: Definitive/provisional marker. '1' indicates that the value is definitive. '0' indicates that the value is still provisional.\n",
    "~~~"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>mean_Sunspots</th>\n",
       "      <th>mean_std</th>\n",
       "      <th>N</th>\n",
       "      <th>Provisional</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1700.5</td>\n",
       "      <td>8.3</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1701.5</td>\n",
       "      <td>18.3</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1702.5</td>\n",
       "      <td>26.7</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1703.5</td>\n",
       "      <td>38.3</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1704.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1705.5</td>\n",
       "      <td>96.7</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1706.5</td>\n",
       "      <td>48.3</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1707.5</td>\n",
       "      <td>33.3</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1708.5</td>\n",
       "      <td>16.7</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1709.5</td>\n",
       "      <td>13.3</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1710.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1711.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1712.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1713.5</td>\n",
       "      <td>3.3</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1714.5</td>\n",
       "      <td>18.3</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1715.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1716.5</td>\n",
       "      <td>78.3</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1717.5</td>\n",
       "      <td>105.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1718.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1719.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1720.5</td>\n",
       "      <td>46.7</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1721.5</td>\n",
       "      <td>43.3</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1722.5</td>\n",
       "      <td>36.7</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1723.5</td>\n",
       "      <td>18.3</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1724.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1725.5</td>\n",
       "      <td>66.7</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1726.5</td>\n",
       "      <td>130.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1727.5</td>\n",
       "      <td>203.3</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1728.5</td>\n",
       "      <td>171.7</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1729.5</td>\n",
       "      <td>121.7</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>1988.5</td>\n",
       "      <td>123.0</td>\n",
       "      <td>8.4</td>\n",
       "      <td>6556</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>1989.5</td>\n",
       "      <td>211.1</td>\n",
       "      <td>12.8</td>\n",
       "      <td>6932</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>1990.5</td>\n",
       "      <td>191.8</td>\n",
       "      <td>11.2</td>\n",
       "      <td>7108</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>1991.5</td>\n",
       "      <td>203.3</td>\n",
       "      <td>12.7</td>\n",
       "      <td>6932</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>1992.5</td>\n",
       "      <td>133.0</td>\n",
       "      <td>8.9</td>\n",
       "      <td>7845</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>1993.5</td>\n",
       "      <td>76.1</td>\n",
       "      <td>5.8</td>\n",
       "      <td>8010</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>1994.5</td>\n",
       "      <td>44.9</td>\n",
       "      <td>4.4</td>\n",
       "      <td>8524</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>1995.5</td>\n",
       "      <td>25.1</td>\n",
       "      <td>3.7</td>\n",
       "      <td>8429</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>1996.5</td>\n",
       "      <td>11.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>7614</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>1997.5</td>\n",
       "      <td>28.9</td>\n",
       "      <td>3.6</td>\n",
       "      <td>7294</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>1998.5</td>\n",
       "      <td>88.3</td>\n",
       "      <td>6.6</td>\n",
       "      <td>6353</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>1999.5</td>\n",
       "      <td>136.3</td>\n",
       "      <td>9.3</td>\n",
       "      <td>6413</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>2000.5</td>\n",
       "      <td>173.9</td>\n",
       "      <td>10.1</td>\n",
       "      <td>5953</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>2001.5</td>\n",
       "      <td>170.4</td>\n",
       "      <td>10.5</td>\n",
       "      <td>6558</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>2002.5</td>\n",
       "      <td>163.6</td>\n",
       "      <td>9.8</td>\n",
       "      <td>6588</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>2003.5</td>\n",
       "      <td>99.3</td>\n",
       "      <td>7.1</td>\n",
       "      <td>7087</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>2004.5</td>\n",
       "      <td>65.3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>6882</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>2005.5</td>\n",
       "      <td>45.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>7084</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>2006.5</td>\n",
       "      <td>24.7</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6370</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>2007.5</td>\n",
       "      <td>12.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>6841</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>2008.5</td>\n",
       "      <td>4.2</td>\n",
       "      <td>2.5</td>\n",
       "      <td>6644</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>2009.5</td>\n",
       "      <td>4.8</td>\n",
       "      <td>2.5</td>\n",
       "      <td>6465</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>2010.5</td>\n",
       "      <td>24.9</td>\n",
       "      <td>3.4</td>\n",
       "      <td>6328</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>2011.5</td>\n",
       "      <td>80.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>6077</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>2012.5</td>\n",
       "      <td>84.5</td>\n",
       "      <td>6.7</td>\n",
       "      <td>5753</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>2013.5</td>\n",
       "      <td>94.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>5347</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>2014.5</td>\n",
       "      <td>113.3</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5273</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>2015.5</td>\n",
       "      <td>69.8</td>\n",
       "      <td>6.4</td>\n",
       "      <td>8903</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>2016.5</td>\n",
       "      <td>39.8</td>\n",
       "      <td>3.9</td>\n",
       "      <td>9940</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>2017.5</td>\n",
       "      <td>21.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>11020</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>318 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Year  mean_Sunspots  mean_std      N  Provisional\n",
       "0    1700.5            8.3      -1.0     -1            1\n",
       "1    1701.5           18.3      -1.0     -1            1\n",
       "2    1702.5           26.7      -1.0     -1            1\n",
       "3    1703.5           38.3      -1.0     -1            1\n",
       "4    1704.5           60.0      -1.0     -1            1\n",
       "5    1705.5           96.7      -1.0     -1            1\n",
       "6    1706.5           48.3      -1.0     -1            1\n",
       "7    1707.5           33.3      -1.0     -1            1\n",
       "8    1708.5           16.7      -1.0     -1            1\n",
       "9    1709.5           13.3      -1.0     -1            1\n",
       "10   1710.5            5.0      -1.0     -1            1\n",
       "11   1711.5            0.0      -1.0     -1            1\n",
       "12   1712.5            0.0      -1.0     -1            1\n",
       "13   1713.5            3.3      -1.0     -1            1\n",
       "14   1714.5           18.3      -1.0     -1            1\n",
       "15   1715.5           45.0      -1.0     -1            1\n",
       "16   1716.5           78.3      -1.0     -1            1\n",
       "17   1717.5          105.0      -1.0     -1            1\n",
       "18   1718.5          100.0      -1.0     -1            1\n",
       "19   1719.5           65.0      -1.0     -1            1\n",
       "20   1720.5           46.7      -1.0     -1            1\n",
       "21   1721.5           43.3      -1.0     -1            1\n",
       "22   1722.5           36.7      -1.0     -1            1\n",
       "23   1723.5           18.3      -1.0     -1            1\n",
       "24   1724.5           35.0      -1.0     -1            1\n",
       "25   1725.5           66.7      -1.0     -1            1\n",
       "26   1726.5          130.0      -1.0     -1            1\n",
       "27   1727.5          203.3      -1.0     -1            1\n",
       "28   1728.5          171.7      -1.0     -1            1\n",
       "29   1729.5          121.7      -1.0     -1            1\n",
       "..      ...            ...       ...    ...          ...\n",
       "288  1988.5          123.0       8.4   6556            1\n",
       "289  1989.5          211.1      12.8   6932            1\n",
       "290  1990.5          191.8      11.2   7108            1\n",
       "291  1991.5          203.3      12.7   6932            1\n",
       "292  1992.5          133.0       8.9   7845            1\n",
       "293  1993.5           76.1       5.8   8010            1\n",
       "294  1994.5           44.9       4.4   8524            1\n",
       "295  1995.5           25.1       3.7   8429            1\n",
       "296  1996.5           11.6       3.1   7614            1\n",
       "297  1997.5           28.9       3.6   7294            1\n",
       "298  1998.5           88.3       6.6   6353            1\n",
       "299  1999.5          136.3       9.3   6413            1\n",
       "300  2000.5          173.9      10.1   5953            1\n",
       "301  2001.5          170.4      10.5   6558            1\n",
       "302  2002.5          163.6       9.8   6588            1\n",
       "303  2003.5           99.3       7.1   7087            1\n",
       "304  2004.5           65.3       5.9   6882            1\n",
       "305  2005.5           45.8       4.7   7084            1\n",
       "306  2006.5           24.7       3.5   6370            1\n",
       "307  2007.5           12.6       2.7   6841            1\n",
       "308  2008.5            4.2       2.5   6644            1\n",
       "309  2009.5            4.8       2.5   6465            1\n",
       "310  2010.5           24.9       3.4   6328            1\n",
       "311  2011.5           80.8       6.7   6077            1\n",
       "312  2012.5           84.5       6.7   5753            1\n",
       "313  2013.5           94.0       6.9   5347            1\n",
       "314  2014.5          113.3       8.0   5273            1\n",
       "315  2015.5           69.8       6.4   8903            1\n",
       "316  2016.5           39.8       3.9   9940            1\n",
       "317  2017.5           21.7       2.6  11020            0\n",
       "\n",
       "[318 rows x 5 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from __future__ import print_function, division\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"data/sunspots.csv\", delimiter=';', names=['Year','mean_Sunspots','mean_std','N','Provisional'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rhirmAcb9sRDvC2b2BzO7MONcuX2OuHtBfwHvARYBmzPKfglcH7ZvAJ4O21cB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\nEyUOERHJiRKHiIjkRIlDRERy8v8BDT/7SMFQV2IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2355b278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start = 150\n",
    "plt.plot(df['Year'][start:],df['N'][start:])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "  \"shell_port\": 51197,\n",
      "  \"iopub_port\": 51198,\n",
      "  \"stdin_port\": 51199,\n",
      "  \"control_port\": 51200,\n",
      "  \"hb_port\": 51201,\n",
      "  \"ip\": \"127.0.0.1\",\n",
      "  \"key\": \"5f99ee29-5b6c2ecab90750c0df552698\",\n",
      "  \"transport\": \"tcp\",\n",
      "  \"signature_scheme\": \"hmac-sha256\",\n",
      "  \"kernel_name\": \"\"\n",
      "}\n",
      "\n",
      "Paste the above JSON into a file, and connect with:\n",
      "    $> jupyter <app> --existing <file>\n",
      "or, if you are local, you can connect with just:\n",
      "    $> jupyter <app> --existing kernel-9ff888c2-016d-4625-8341-97f073d6ee8b.json\n",
      "or even just:\n",
      "    $> jupyter <app> --existing\n",
      "if this is the most recent Jupyter kernel you have started.\n"
     ]
    }
   ],
   "source": [
    "%connect_info"
   ]
  }
 ],
 "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": "3.6.4"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": "block",
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}