DataSets.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example Data Sets "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "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=' ')"
   ]
  },
  {
   "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": 179,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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</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</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</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</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</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</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</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</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</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</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</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</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</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</td>\n",
       "      <td>318571</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</td>\n",
       "      <td>352427</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</td>\n",
       "      <td>382054</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</td>\n",
       "      <td>399556</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</td>\n",
       "      <td>430563</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</td>\n",
       "      <td>463340</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</td>\n",
       "      <td>502590</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</td>\n",
       "      <td>565945</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</td>\n",
       "      <td>628787</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</td>\n",
       "      <td>683577</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</td>\n",
       "      <td>728481</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</td>\n",
       "      <td>769456</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</td>\n",
       "      <td>794651</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</td>\n",
       "      <td>828580</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</td>\n",
       "      <td>870559</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</td>\n",
       "      <td>895506</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</td>\n",
       "      <td>937528</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</td>\n",
       "      <td>988142</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</td>\n",
       "      <td>1053381</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</td>\n",
       "      <td>1107457</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</td>\n",
       "      <td>1131626</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</td>\n",
       "      <td>1159070</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</td>\n",
       "      <td>1179068</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</td>\n",
       "      <td>1180127</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</td>\n",
       "      <td>1184256</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</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</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</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</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</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</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</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</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</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</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</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</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      NaN  \n",
       "1              3641       2383      NaN  \n",
       "2              4033       3326      NaN  \n",
       "3              4568       5324      NaN  \n",
       "4              5070       6195      NaN  \n",
       "5              5349       6474      NaN  \n",
       "6              5747       6887      NaN  \n",
       "7              6420       7789      NaN  \n",
       "8              7338       9561      NaN  \n",
       "9              8450      11157      NaN  \n",
       "10             9224      14548      NaN  \n",
       "11            10137      18150      NaN  \n",
       "12            10698      20894      NaN  \n",
       "13            11291      22875   318571  \n",
       "14            11777      24090   352427  \n",
       "15            12459      26246   382054  \n",
       "16            13386      30160   399556  \n",
       "17            14705      33532   430563  \n",
       "18            16312      39445   463340  \n",
       "19            17639      45561   502590  \n",
       "20            19448      50819   565945  \n",
       "21            21236      55129   628787  \n",
       "22            23301      58300   683577  \n",
       "23            25060      60191   728481  \n",
       "24            26519      63024   769456  \n",
       "25            28606      66981   794651  \n",
       "26            31158      72000   828580  \n",
       "27            33703      79233   870559  \n",
       "28            35495      83072   895506  \n",
       "29            37272      87214   937528  \n",
       "30            40212      95318   988142  \n",
       "31            45327     107151  1053381  \n",
       "32            49925     117913  1107457  \n",
       "33            52105     120937  1131626  \n",
       "34            55677     129157  1159070  \n",
       "35            57490     131019  1179068  \n",
       "36            58790     133003  1180127  \n",
       "37            60511     137933  1184256  \n",
       "38            28004        NaN  1210283  \n",
       "39            30333        NaN  1247767  \n",
       "40            34260        NaN  1290679  \n",
       "41            38573        NaN  1327334  \n",
       "42            35100        NaN  1358577  \n",
       "43            34104        NaN  1368032  \n",
       "44            35492        NaN  1404872  \n",
       "45            34116        NaN  1466208  \n",
       "46            33071        NaN  1515421  \n",
       "47            36148        NaN  1565817  \n",
       "48            40731        NaN  1626938  \n",
       "49            45138        NaN  1687545  "
      ]
     },
     "execution_count": 179,
     "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 $$r_t = \\log \\frac{x_t}{x_{t-1}}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Rz7UpYlnnPBdUL1ektLz/Powf28CR707mundLq6Z5mLjVOTezXsCrwH8AK4BngVNTJ4Sa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S0C9I0PtlZjsAzwKlzrlvorc57z5jst6TRPQrGb9jiaJrduL79f/Zu/f4qsor/+OfBUiggqLY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2rUjnvGAw9U8/rrL/Lee89v/yU/1YC9shKmTs1kj9uOxKRQBeeN239/+OQTWLUKdtst859X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\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Xv2pm+PDa9uWgg2Dt2tr2oS81NzczZw589KOzOfzw2v4hZGbWG3tKa/HMee05ODerU/fd\nB299KzUPzAEOPLCxZ85/+1t4/PFmvv/9Zvbbr9a9MTPrucGDk8mdLJ45zwfnnJvVqTvvhDPPrHUv\nEo2e1vLv/w4f/jAOzEtIGiZpkaRnJLVJOjjjnDGSfiTpSUm/lDS9Fn01s8Secs4dnNeeg3OzOrRx\nIzz0EHzgA7XuSaKRg/Nt22DePPjEJ2rdk1y6GFgUEUcDD6WPS20D/iEiXg/8BfD3ko6pYh/NrIjT\nWvLPwblZHbr3XnjXu+DgLvOUtdHIwfn3vw9HHgmvf32te5JLpwDz0+P5wGmlJ0TE6oj4eXr8B+Ap\nYFTVemhmnbjOef45ODerQ3lKaYHGDs5vvNGz5rsxPCLWpMdrgN2ugJB0BPAm4H/6tltmVo7TWvLP\nC0LN6szvfgdLlsB3vlPrnuzSaMH54sWLaWtrY9u2JjZt6mDEiFagf1ZmkbQIGJHxVKci+xERkmI3\nr3MA8G3gwnQGPdOcOXN2Hre0tNDS0rKXPTaz3XFaS2W0t7fT3t7eJ6/dZ8G5pIHAI8DKiHi/pGHA\nXcDhwArgjIjYkJ57CfAxYDswPSLa0vbjgVuAwcD9EXFh2j4IuBV4M7AOmBwRv+2rsZjlyX/8B5x8\ncr4WJzZScL548WIeeOABLr98V03zmTNnMmgQ/bJ0YkSU3dVK0hpJIyJitaSRQGZBTUn7APcA34yI\ne3f3fsXBuZlVnuucV0bp5MHcuXMr9tp9mdZyIbAMKMykZC4ckjQOmAyMAyYBX5Wk9JobgGkRMRYY\nK6mw48c0YF3afjVwZR+OwywXFi9ezKxZs3jggTnsv/8sFi9eXOsu7bT//kkOYyNsmNnW1tYpMAe4\n/PLLWbRoUY16lGsLgKnp8VSgS+Cd3s/nAcsi4stV7JuZZdjTzLmD89rrk+Bc0mjgvcC/A4VAu9zC\noVOBOyNiW0SsAJ4FxqezMAdGxNL0vFuLril+rXuA9/TFOMzyojCbe9lll/G9783h61+/jAceeCA3\nAfqAAXDAAfDSS7XuSe81NWV/oDhw4MAq96QufBGYIOkZ4N3pYySNknRfes47gLOAd0l6LP3y1qpm\nNbKnnHOntdReX82cXw18FthR1FZu4dAoYGXReSuBQzPaV6XtpN+fB4iIDmBjmjZj1pDqYTa3UVJb\nOjo6Mtu3N8LHAhUWEesj4qSIODoiWgupihHxQkScnB7/JCIGRMRxEfGm9GthbXtu1n95QWj+VTzn\nXNL7gLUR8Ziklqxz9rRwqFK8sMgaRT3M5jZKcN7a2srnPjeTL31p1x9DM2bMYNKkvp3s7cvFRWZm\nBV4Qmn99sSD07cApkt5LspDzIEm3AeUWDq0CxhRdP5pkxnxVelzaXrjmMOAFSU3A0IhYX9oRLyyy\nRlEPs7mNEpw3Nzdz553wgQ/M5thjB7J9+3YmTZrU54tB+3JxkZlZwZ7qnB9wQHX7Y11VPDiPiBnA\nDABJJwKfiYizJX2JZMHQlXReOLQAuEPSVSTpKmOBpens+iZJ44GlwNnAtUXXTAWWAKeTLDA1a1ij\nRrXy4Q/P5Pbbqzubuzd6G5wXyhc2NTXR0dFBa2trTaqj7NgBCxc28+1vN3P88VV/ezOzPrWntJZD\nDqluf6yratQ5L6SvfBG4W9I00lKKABGxTNLdJJVdOoDzIqJwzXkkpRSHkJRSLOQpzgNuk7ScpJTi\nlCqMw6wmtm2DG25oZsoUmD17NgMHVm82d2/0JjgvV74Qql++8Ec/gqFD4c1vrurbmplVhdNa8q9P\ng/OIeBh4OD1eD5xU5rwrgCsy2h8F3pDRvpU0uDdrdNdfDyNGwIwZzUj5CcZL9SY4L7fgdfbs2VUP\nzufNg2nTYGdBVzOzBuI65/nnHULNcqiQ4rF9exMPP9zB+ee35jowhyQ472kpxbwseF2/Hu6/P/mD\nyMysEQ0alMyQR3SdhHBwng8Ozs1yplyKx+LF+d6hsjcz53lZ8Hr77fDe98IwF2Y1swY1YADssw/8\n6U9dU1ic1pIPfblDqJn1QD3UNM/Sm+D87W9v5cwzZ3Zqu+SSGUyYUHbn+IqL2JXSYmbWbFbxWAAA\nIABJREFUyMrlnXvmPB88c26WM3lJ8dhbBx0ETz/ds2t//etmNmxIFrwOGDCQ//7v7fzlX1ZnwWsh\nhWjz5iYOOqiDgQNbgfx+QmFm1luF4Hzo0M7tnjnPBwfnZjmzYUM+Ujz2Vk9nziPghhvgK19ppqUl\nCYofegg++UmYORPK/K1SEeVSiAYMyHcKkZlZb5Srde6Z83xwcG5WY8X1vTds6GDBglHs2DGTa6/N\nb03zLD0Nzn/84yRAP/HEXW3vfjeMGpXkgE+duufX6GmN9DxViTEzqxanteSbg3OzGsqaud2xYyav\ne92hua5pnqWnwflXv5rMkhdXDZDgn/4Jpk1bzK9+1ca++5YPuntTI71eU4jMzHqjXHDutJZ8cHBu\nVkNZM7fXXpvM3F566aU16lXP9CQ4X70aHngAbrwx69nFvOMdD3DFFbsPunsz+52XKjFmZtVUrta5\nZ87zwdVazGqokWZuexKcz5sHp5/edVESJEH3LbfsuWpNb/4NW1tb+du/7VwlZsaM6laJMTOrNqe1\n5Jtnzs1qaOPGxpm53ZvgPElFaeORR5p47Ws7WLy4a7pKuaB77dq1zJo1a2d++bPPrs88b+XKlZ3O\ny0qJOeSQZu67Dz73udnst1/9pBCZmfWG01ryzcG5WRUVL1zcuDFZ/NnRMZPrrquvxZ9ZDjww2SE0\na9e5Yt3NEc9KOVm8eDEgLrvssp1t73//NC644NNcd91VO9ve976PMXz4wZ3OK32PCPiHf4DPfraZ\nT33KwbiZ9R+eOc83RUSt+9AnJEWjjs3qU1ZQesEFMznmmEN58cUXdy7+nDBhQt3O3O6/P6xdm3wv\nZ9asWZ2C5oLSPPusf6+//uvJfPe7d3W59txzz2XkyJE7/w3Xrl3HjTd+dbfv8f3vw2c+A088keyW\nlzeSiIjd/JnTeHzfNquOKVPgtNOS78UGDUo+AfXs+d6r5D3bM+dmVZK1cPG66+pz8Wc5hdSW3QXn\n3c0RL/yBUly15vDDR2ZeO3r0aObMmbPzcfFxsUJKzIABTTz8cAcf/3gr++xTn38ImZn1VFad8wjY\ntg323bc2fbJdHJybVUkjLf4spxCcj8yOoYG9q5DS3Nzc6VOEWbNmdevacikxO3aoS6rL4sXecMjM\n+pestJatW5PAfHdpiVYdrtZiViX9oWxfdxaFvuUtrZx5Zs8qpLS2tu7MHd/dtVnnXXPNV7jppq91\nasuq/mJm1ujKBedOZ8kHz5ybVclBB7Vy1lkz+eY363/xZzndCc4feaSZCHq0yVJWqkvWtVnnjRmT\nPZ3fSJ9cmJl1R1adcy8GzQ8H52ZVsGYNXH11M1/4Qs+C0nqxp+D8j39MNhz66U+bec1rejbu0lSX\n7p7X3ZQYM7NGlzVz7uA8Pxycm/WxCJg2Lfn6u79rBhonGC+1p+D8llvgne+E17ymal3aqZDqUrwo\nt9E+uTAz647Bg2F9yRYRTmvJDwfnZn2kUNN87domNm/u4F3vaqWRA3PYfXC+fTtcdRXcdlt1+1TQ\n3ZQYM7NG55nzfHNwbtYHym20s88+jV0ZZHfB+b33wqteBW9/e3X7VKy7KTFmZo3MwXm+Vbxai6TB\nkv5H0s8lLZP0z2n7MEmLJD0jqU3SwUXXXCJpuaSnJbUWtR8v6Yn0uWuK2gdJuittXyLp8EqPw6w3\nsmqa94fKIFnB+eLFi5k1axbz58/hz/98VrrLp5mZ1UpWnXOnteRHxWfOI2KLpHdFxMuSmoCfSPpL\n4BRgUUR8SdJFwMXAxZLGAZOBccChwIOSxqbbxN0ATIuIpZLulzQpIhYC04B1ETFW0mTgSmBKRnfM\naqI/1DTPctBBsGLFrsflPkGAxv4Ewcwszzxznm99Uuc8Il5OD/cFBgL/RxKcz0/b5wOnpcenAndG\nxLaIWAE8C4yXNBI4MCKWpufdWnRN8WvdA7ynL8Zh1lPr1jV+TfMspTPn/fUTBDOzPCsXnHvmPB/6\nJDiXNEDSz4E1wI8i4klgeESsSU9ZAwxPj0cBK4suX0kyg17aviptJ/3+PEBEdAAbJQ3ri7GY7a2X\nX4YHH2xl+vSebbRTz0qD8/76CYKZWZ5l1TnfutUz53nRJwtCI2IHcJykocADkt5V8nxIir5472Jz\n5szZedzS0kJLS0tfv6UZF10Exx/fzOmn97/KIKXB+YYN/fMThJ5ob2+nvb291t0ws37AaS351qfV\nWiJio6T7gOOBNZJGRMTqNGVlbXraKmBM0WWjSWbMV6XHpe2Faw4DXkjz2odGREnFzs7BuVlfKpRN\n3LSpiZ//vINLLmntl5VBioPzP/4RFi1q5fzzZ3L99a4tvielEwhz586tXWfMrKFlBedeEJofFQ/O\nJR0CdETEBklDgAnAXGABMJVk8eZU4N70kgXAHZKuIklXGQssTWfXN0kaDywFzgauLbpmKrAEOB14\nqNLjMOuucoseDzig/y16LATnEfDJT8Jb3tLMBz/Y/z5B6C/SdMK7gMOBFcAZEbGhzLkDgUeAlRHx\n/qp10sy68Mx5vvXFzPlIYL6kASQ57bdFxEOSHgPuljSN9CYOEBHLJN0NLAM6gPPSSi0A5wG3AEOA\n+9NKLQDzgNskLQfW4UotVkPlFj3Onj273wWhTz65mBEj2vjEJ5p4/vkOLr64lRNPbObEE/vXv0M/\ncjEZVbjKnHshyX3+wGp1zsyyOTjPt74opfgE8OaM9vXASWWuuQK4IqP9UeANGe1bSYN7s1rzosfE\n4sWL+elPH+C//qvzJwhDhvS/TxD6kVOAE9Pj+UA7GcG5pNHAe4HLgU9Xq3Nmls11zvOtT6q1mPUn\nK1d60SMknyD88z+7bGI/U64KV6mrgc8CO6rSKzPbLc+c51ufLgg1a3RLlsDCha185jMz+dd/7d+L\nHv0JQmOStAgYkfFUp1qh5apwSXofsDYiHpPUsqf3c5Uts75XLjg/5JDa9Kce9WWFLQfnZnupUJml\no6OJn/ykg099qpUTTpjY7xc9dnT4E4RGFBFli/NLKleFq9jbgVMkvRcYDBwk6daIOCfrNV1ly6zv\nlatz7rSW7uvLClsOzs32Qvnt6Cdy6aWX1q5jOdDa2srMmTM7/dv0x08Q+plyVbh2iogZwAwASScC\nnykXmJtZdTQ1wY4d0NGRHIPTWvLEwbnZXnBllvIK4+/vnyD0M18kowqXpFHATRFxcsY1fb4BnZnt\nnpQE4lu3dg7OPXOeDw7OzfZCR4fzqnenP2681J+Vq8IVES8AXQLziHgYeLgKXTOzPSjkne+/f/J4\n61bPnOeFg3OzMgq55U1NTXR0dDBmTCs/+Ynzqs3MrP6VLgp1Wkt+ODg3y5CVW/6hD83kLW851HnV\nZmZW90qDcy8IzQ8H52YZsnLL77gjyS2fMMGVWczMrL6VbkTkmfP8cHBulmF3NbudV21mZvXOaS35\n5R1CzTJs2+bccjMza1yltc6d1pIfnjk3o/Piz23bOliyZBQf+chMbrnFueVmZtZ4PHOeXw7Ord/L\nWvz5kY/M5LjjDnVuuZmZNaSs4Nwz5/ng4Nz6vazFn7fckiz+7O+7fpqZWWPKqtbimfN8cM659Xu7\nW/xpZmbWiJzWkl8Ozq3f6+jw4k8zM+tfnNaSXw7Ord8bOrSVD394Zqe2GTNmMGHChBr1yMzMrG+V\n1jl3Wkt+OOfc+p3iyizr1nXwne+0MmeONxYyM7P+o3jmvPABcpksT6sy/xisX8mqzDJgwExe+9qJ\nfPzjXvxpZmb9Q3Gdc9c4z5eKp7VIGiPpR5KelPRLSdPT9mGSFkl6RlKbpIOLrrlE0nJJT0tqLWo/\nXtIT6XPXFLUPknRX2r5E0uGVHoc1pqzKLNdcczmLFi2qUY/MzMyqr3jm3ItB86Uvcs63Af8QEa8H\n/gL4e0nHABcDiyLiaOCh9DGSxgGTgXHAJOCrkpS+1g3AtIgYC4yVVNgBZhqwLm2/GriyD8ZhDciV\nWczMzLoG5545z4+KB+cRsToifp4e/wF4CjgUOAWYn542HzgtPT4VuDMitkXECuBZYLykkcCBEbE0\nPe/WomuKX+se4D2VHoc1pi1bXJnFzMysODj3YtB86dOcc0lHAG8C/gcYHhFr0qfWAMPT41HAkqLL\nVpIE89vS44JVaTvp9+cBIqJD0kZJwyJifR8Mw+pY8eLPLVs6aGsbxbp1M7nppl2pLTNmzGDSpEm7\neRUzM7PG4rSW/Oqz4FzSASSz2hdGxEu7MlUgIkJS9NV7m0H24s9162byxjce6sosZmbWrzmtJb/6\nJDiXtA9JYH5bRNybNq+RNCIiVqcpK2vT9lXAmKLLR5PMmK9Kj0vbC9ccBrwgqQkYmjVrPmfOnJ3H\nLS0ttLS09HJkVk+yFn/edNPlzJ49m0svdWUWy5f29nba29tr3Q0z6yeK65w7rSVfKh6cp4s55wHL\nIuLLRU8tAKaSLN6cCtxb1H6HpKtI0lXGAkvT2fVNksYDS4GzgWtLXmsJcDrJAtMuioNz63+8+NPq\nSekEwty5c2vXGTNreE5rya++mDl/B3AW8AtJj6VtlwBfBO6WNA1YAZwBEBHLJN0NLAM6gPMiopDy\nch5wCzAEuD8iFqbt84DbJC0H1gFT+mAcVue2bvXiTzMzsyzFdc6d1pIvFQ/OI+InlK8Cc1KZa64A\nrshofxR4Q0b7VtLg3qygePHn1q0dtLePYtq0mcyb58WfZmZmxVytJb+8Q6g1hKzFn9OmzeS447z4\n08zMrJTTWvLLwbk1hKzFn/PmefGnmZlZFldrya++2CHUrOq8+NPMzKz7nNaSX545t7pUnF/e0dHB\nb36Tvf+UF3+amZl15Znz/HJwbnUnK7/8fe+bxvnnf5rrr79qZ5sXf5qZmWVznfP8cnBudScrv/z7\n35/Hueee68WfZmZm3eAFofnl4NzqTrn88tGjR3vjKTMzs24YPDiZMY9IgvP99691j6zAC0Kt7vzu\nd95cyMzMrDcGDIB99oE//clpLXnjmXPLveLFny+80EFb2yj23XcmV1/tzYXMzMx6qpDa4rSWfHFw\nbrmWtfjzH/9xJkcd5c2FzGpN0jDgLuBwYAVwRkRsyDjvYODfgdcDAXwsIpZUsatmlqE4OHe1lvxw\ncG65lrX489/+zZsLmeXExcCiiPiSpIvSxxdnnHcNcH9EnC6pCXB2q1kOFIJzp7Xki3POLde2b/fm\nQmY5dgowPz2eD5xWeoKkocA7I+JmgIjoiIiN1euimZXjmfN88sy55UpxfvmLL3bw5JPeXMgsx4ZH\nxJr0eA0wPOOcVwO/k/QN4I3Ao8CFEfFylfpoZmUUap075zxfHJxbbmTll5999jQ+/elPc9VV3lzI\nrBYkLQJGZDw1s/hBRISkyDivCXgzcH5E/EzSl0lSXz6f9X7F5VBbWlpoaWnpWcfNbI+c1tJz7e3t\ntLe398lrKyLrXlr/JEWjjq1RFM+Sd3R0sH79er761a92Oe/cc89l5MiROxd/TpgwwYs/reFJIiJU\n637sjqSngZaIWC1pJPCjiHhdyTkjgJ9GxKvTx38JXBwR78t4Pd+3zaqopQXmzIHZs+Hyy8H/a+25\nSt6zPXNuNZE1Sz558jmZ53pzIbPcWgBMBa5Mv99bekIauD8v6eiIeAY4CXiyut00syyeOc8nB+dW\nFd2ZJR879rDMa51fbpZbXwTuljSNtJQigKRRwE0RcXJ63gXA7ZL2BZ4DPlqDvppZCdc5zycH51Zx\npYH4qFGjWLVqVadZ8g99qOsseWtrK5/85Ce54YYbdrY5v9wsvyJiPclMeGn7C8DJRY8fB95axa6Z\nWTe4Wks+OTi3ispOV5nMXXfd1em8I4/sOkve3NzMrbfe6s2FzMzMqsBpLfnk4Nx6pTvpKsccc0yX\n68rNkp9zzjkOxs3MzKrAaS35VPHgXNLNJB9nro2IN6RtZbd4lnQJ8DFgOzA9ItrS9uOBW4DBJDvL\nXZi2DwJuJSnNtQ6YHBG/rfQ4bM+yZsnPOqtrukpHR0eXNs+Sm5mZ1VZxnXOnteRHX8ycfwO4jiSA\nLsjc4lnSOGAyMA44FHhQ0ti0ltYNwLSIWCrpfkmTImIhMA1YFxFjJU0mqRIwpQ/GYSW6M0t+xBFd\n01VaW1v5u7/7O772ta/tbPMsuZmZWW05rSWfKh6cR8SPJR1R0nwKcGJ6PB9oJwnQTwXujIhtwApJ\nzwLjJf0WODAilqbX3EqyLfTC9LW+kLbfA1xf6TFYV1mz5FOmdG9R58KFCzn22GM9S25mZpYjQ4Yk\nM+dbt8K++9a6N1ZQrZzzcls8jwKWFJ23kmQGfVt6XLAqbSf9/jxARHRI2ihpWFo1wCqkO7Pkr3mN\nF3WamZnVq8GD4YUXksB8wIBa98YKqr4gdDdbPFect4Humd7Mkjtdxaxn+nIraDOzLIMHw8aNTmnJ\nm2oF52skjSja4nlt2r4KGFN03miSGfNV6XFpe+Gaw4AXJDUBQ8vNmntXyZ5pa2vrFJiDZ8nN+lrp\nBMLcuXNr1xkz6xcGD4YNG7wYNG+qFZyX2+J5AXCHpKtI0lXGAkvT2fVNksYDS4GzgWtLXmsJcDrw\nUJXG0JBK01cmTGhl06auvxaeJTczM2ssnjnPp74opXgnyeLPQyQ9D3yeMls8R8QySXcDy4AO4Ly0\nUgvAeSSlFIeQlFJcmLbPA26TtJyklKIrtfRQVvrK2WfPZOXK/+tyrmfJzczMGkth5tzBeb5oVyzc\nWCRFo46tUmbNmsVll13Wpf3cc89l+PDhnYL2GTNmOBg3qyJJRIRq3Y9q8n3brLq+9z341KfggAPg\niSdq3Zv6Vsl7tncI7UdKU1h+//s/ZJ43evRo3v3ud3uW3MzMrIEVZs4POaTWPbFiDs77iawUlve/\nf3Lmudu3b6e5udnBuJmZWQMr5Jx7QWi+ODhvUN2pU/7Zz/595s6dkyZNqnZ3zczMrMqGDIEI55zn\njYPzBpQ1S37WWV3rlDc3N3P77bc7fcXMzKwfKgTlDs7zxcF5A+jOLPkRR3StUw7wqle9iksvvbQa\n3TQzM7McKQTlTmvJFwfndaY0EB81ahSrVq0qKYfY/d08ncJiZmbWP3nmPJ8cnOdYdwLxyZMnc9dd\nd3W67vDDvZunmZmZ7Z6D83xycJ5TWXnjWYH4Mccc0+Va7+ZpZmZme+K0lnxycJ4T3ckbzwrEOzo6\nurR5ltzMzMz2xDPn+eTgvAa6k67yoQ91zRvPCsRbW1szyyF6ltzMzMx2Z599QPLMed44OK+g0qC7\ntbUVYI+B+BlnTObuuzunqxx5ZNe88axAfOHChRx77LGeJTczM7O9IiW1zj1zni8OziskK0d82rRp\nDB06lKuuumpnW1be+Lhx3csbdyBuZmZmlTR4sIPzvHFwXiFtbW2dAnOAkSNHctlll3Vqc964mZmZ\n5cXgwU5ryRsH5xXS1NT1nzKrzXnjZmZmlheeOc8fB+cVkhV0dzcQd7qKmZmZ1YKD8/xRRNS6D31C\nUlRzbFk55x/72Mc4+OCDO+Wcz5gxg9GjR/Piiy/uDMQnTJjgQNzMOpFERKjW/aimat+3zfq7xYsX\nM3duG0cf3cQrX5kUsnA80jOVvGc7OK+gxYsXs2jRok5BN9Clzb/4ZrYnDs7NrC9lTSrOnDmTiRMn\nOk7pAQfn3eCbvJnVMwfnZtaXZs2a1aVoBcDs2bO59NJLa9Cj+lbJe/aASryImZmZmdWPrKIVAAMH\nDqxyT6yUg3MzMzOzfiaraAXA9u3bq9wTK1W3wbmkSZKelrRc0kW17k9fam9vr3UXKsZjyZ9GGQc0\n1ljqgaRhkhZJekZSm6SDy5x3iaQnJT0h6Q5JDV1VuZF+Dz2W/KnUOFpbW5k5c2anthkzZuxcL1cN\njfIzqbS6DM4lDQSuByYB44AzJXXd3adBNNIvr8eSP40yDmissdSJi4FFEXE08FD6uBNJRwAfB94c\nEW8ABgJTqtjHqmuk30OPJX8qNY7m5mYmTpzI7NmzmTNnDrNnz656GedG+ZlUWr3WOT8BeDYiVgBI\n+hZwKvBULTtlZtbPnAKcmB7PB9rpGqBvArYB+0naDuwHrKpWB82svObmZldmyaG6nDkHDgWeL3q8\nMm0zM7PqGR4Ra9LjNcDw0hMiYj3wb8D/A14ANkTEg9XroplZfanLUoqS/gaYFBEfTx+fBYyPiAuK\nzqm/gZmZFclDKUVJi4ARGU/NBOZHxCuKzl0fEcNKrj8K+E/gncBG4D+Ab0fE7Rnv5fu2mdWtSt2z\n6zWtZRUwpujxGJLZ853y8D81M7N6FxFlV4dJWiNpRESsljQSWJtx2luA/46Idek13wHeDnQJzn3f\nNjOr37SWR4Cxko6QtC8wGVhQ4z6ZmfU3C4Cp6fFU4N6Mc54G/kLSEEkCTgKWVal/ZmZ1py6D84jo\nAM4HHiC5yd8VEV4MamZWXV8EJkh6Bnh3+hhJoyTdBxARjwO3kkyq/CK97us16KuZWV2oy5xzMzMz\nM7NGVFcz55JuTnMcnyhqe6Okn0r6haQFkg4seu7Y9Llfps/vm7Yfn26GsVzSNXkeh6QPS3qs6Gu7\npGPzMI4ejGWwpDvT9mWSLi66pt7Gsq+kb6TtP5d0YtE1tf79GiPpR+mmL7+UND1tL7thTLpJzPJ0\nY6/Weh1L2v4jSS9Juq7kteptLBMkPZL+jj0i6V15GUt3+Z7te3aOxuJ7dg7H4nt2GRFRN18kq/3f\nBDxR1PYz4J3p8UeBf0qPm4DHgTekj18BDEiPlwInpMf3k1R+yeU4Sq77c5L67oXHNR1HD34mHwHu\nTI+HAL8BDqvTsfw9MC89/jPgkbz8XEgqaxyXHh8A/Ao4BvgS8Lm0/SLgi+nxOODnwD7AEcCz7PpU\nrd7Gsh/wDuATwHUlr1VvYzkOGJEevx5YmZex7MWYfc/2PTsvY/E9O59j8T07672rOdAK/WMdUfIf\n4oai4zHAk+nxe4HbMq4fCTxV9HgK8LW8jqPkmiuAS/M0jr38mUwkWUA2EDgk/UU/uE7Hcj1wVtFz\nDwJvzdNYivpwL8kivKdJ6lIXbjpPp8eXABcVnb8Q+It6HEvReR+h6EZfz2NJ2wWsI/mfce7Gsodx\ndve/Kd+zczYWfM+uydee7g34np3rsaTtvbpn11VaSxlPSjo1Pf4gu0osHg2EpIWSHpX02bT9UDqX\nXVxFPjYwKjeOYmcAd6bHeR0HlBlLRDxAslvgi8AK4F8iYgN1OBaSGb5TJA2U9GrgeGA0ORuLkq3T\n3wT8D+U3jBlF5z4XNvUqba+HsRREyeN6/LkU+xvg0YjYRs7G0gO+ZyfyMg7wPTs3Y/E9e6d6/LkU\n69U9uxGC848B50l6hORjhz+l7U3AXwIfSr//taR30/UXIC/KjQMASeOBlyOiHkqQZY5FyWZRQ0j+\ninw18Jn0Jpln5X4uN5P8x/YIcDXw38B2cvT7JekA4B7gwoh4qfi5SP58z01f96Q/j0XS60mqoHyi\nap3sW75n54/v2TnQn+9zeVaLe3a9bkK0U0T8iuSjNyQdDZycPvU8sDiSraORdD/wZuCbJH8tF4wm\n+SumpnYzjoIpwB1Fj1eRw3FA5ljemz71duC7EbEd+J2k/yKZvfgJ9TOWk9P27cCnC+elY3mGZAfE\nmo9F0j4kN5PbIqJQe7rchjGlm3qNJvmfWC5+x/ZyLOXU5VgkjQa+A5wdEb9Jm3Mxlp7yPXunXIwD\nfM8mB2PxPbuLuhxLpe7ZdT9zLunP0u8DgFnADelTDwBvULLxRRNwIknu2Wpgk6TxkgScTfbGGVW1\nm3EU2j4IfKvQFhEvksNxQOZYvpY+9TRJLWQk7U+SI/d0Xn8mUP7nkv5e7Z8eTwC2RcTTefi5pO87\nD1gWEV8ueqrchjELgClKqhm8GhgLLM3Dz6UHY9l5afGDevy5KKkAcB9JbulPCyfnYSy94Xt2vsYB\nvmdTZ/cGfM+uipres2uVWN+TL5LcvRdIPqZ6nuTjq+kki1R+BVxRcv6HgV8CT5Cupk3bj0/bngWu\nrYNxtJBsf136OjUdx96OBRhEMgv2BPAk8I91PJYjSP7HtQxoA8bkZSwkKQE7SFbzP5Z+TQKGkSyC\neibt88FF18xI+/s0MLHOx7KCZCHOS+nP8XX1OBaSwOIPRec+BhySh7HsxZh9z+7cXvOf296MBd+z\nqzUO37N9z+705U2IzMzMzMxyou7TWszMzMzMGoWDczMzMzOznHBwbmZmZmaWEw7OzczMzMxywsG5\nmZmZmVlOODg3MzMzM8sJB+dmZmZmZjnh4NzMzMzMLCccnJuZmZmZ5YSDczMzMzOznHBwbmZmZmaW\nEw7OzczMzMxywsG5WR+SdISkHZL835qZWc75nm154F8+67ck/UHSS+nXDkkvFz0+s9b9MzOzXXzP\ntv6iqdYdMKuViDigcCzpN8C0iPhh6XmSmiKio6qdMzOzTnzPtv7CM+dmJSS1SFop6XOSXgRuljRV\n0o9Lztsh6cj0eIikf5O0QtIGST+WNCjjtf9G0m8kjavScMzMGprv2dZoPHNulm048ArgMGAgMGUP\n5/8rcAzwNmANcAIQRc9L0keBGcB7IuLXFe+xmVn/5Xu2NQwH52bZdgBfiIhtwDZJZU9MFw59FBgf\nES+mzUvS5wqn/UN6zokR8UJfddrMrJ/yPdsahtNazLL9LiL+1M1zDwEGA8/t5px/BL7im7yZWZ/w\nPdsahoNzs2xR8viPwH6FB5JGFD33e2AL8JrdvF4rMEvSByrWQzMzK/A92xqGg3Oz7nkceL2kN0oa\nDMwpPBERO4CbgaskjZQ0UNLbJO1bdP2TwCTgK5LeX82Om5n1Q75nW91ycG6WrdMsTEQ8A/wT8CDw\nK+DHJed8BngC+BmwDvhnoJC8GOlr/AJ4H3CTpIl92Xkzs37G92xrGIoo/SSomxdKFwLnkvwy3xQR\n10gaBtwFHA6sAM6IiA3p+ZcAHwO2A9Mjoi1tPx64hST/6/6IuDBtHwTcCryZ5D+I4pDLAAAgAElE\nQVScyRHx2/S5qcDMtCuXRcStPRqEmZn1mqRJwJdJqmT8e0RcWfJ8C/A9oFDx4p6IuKyqnTQzqxM9\nmjmX9OckgflbgTcC75N0FHAxsCgijgYeSh+T1gedDIwj+Zjoq9q1JPoGko0ExgJj05s8wDRgXdp+\nNXBl+lrDgM+TlD06AfiCpIN7Mg4zM+sdSQOB60nu7eOAMyUdk3HqwxHxpvTLgbmZWRk9TWt5HfA/\nEbElIrYDDwN/A5wCzE/PmQ+clh6fCtwZEdsiYgXwLDBe0kjgwIhYmp53a9E1xa91D/Ce9Hgi0BYR\nG9JZ+UUk/1MwM7PqOwF4NiJWpGXsvkVyzy9VvradmZnt1NPg/JfAOyUNk7Qf8F5gNDA8Itak56wh\n2RQAYBSwsuj6lcChGe2r0nbS788DpNvwbpT0yt28lpmZVd/Oe3Uq654cwNslPS7pfu+2aGZWXo82\nIYqIpyVdCbSRlCv6OUkuefE5IalnCe0VUMv3NjOrhIioh9nm7txr/xcYExEvS/or4F7g6NKTfN82\ns3pWqXt2j6u1RMTNEfGWiDgR+D/gGWBNoZZomrKyNj19FTCm6PLRJLMrq9Lj0vbCNYelr9UEDI2I\ndRmvNYbOM+nFfWyIry984Qs174PH0rhjaZRxNNpY6sge78kR8VJEvJwe/wDYJ10/1EWt/939e+ix\n5P2rUcbRaGOppB4H55JelX4/DPgAcAewAJianjKVZHaEtH2KpH0lvRoYCyyNiNXAJknj0wWiZ5Os\n6KfktU4nWWAKyWx9q6SDJb0CmAA80NNxmJlZrzxCspj/iLRO9GSS+/dOkoYXigBIOoGkUtj66nfV\nzCz/epTWkvp2mgO+DTgvIjZK+iJwt6RppKUUASJimaS7gWVAR3p+4c+M80hKKQ4hKaW4MG2fB9wm\naTlJKcUp6Wutl3QpSW1SgLmRlms0M7PqiogOSeeTTJIMBOZFxFOSPpE+fyPJBMsnJXUAL5Pez83M\nrKseB+cR0ZzRth44qcz5VwBXZLQ/Crwho30raXCf8dw3gG/sZZfrVktLS627UDEeS/40yjigscZS\nTyJJVflBSduNRcdfAb5S7X7VSiP9Hnos+dMo44DGGksl9XgToryTFI06NjNrfJKI+lgQWjG+b5tZ\nvarkPbvHOedmZmZmZlZZDs7NzMzM+qH77ruPiRMn0tLSwsSJE7nvvvtq3SWjdwtCzczMzKwO3Xff\nfVx44YU899xzO9sKxyeffHKtumV45tzMzMys37n22ms7BeaQBOfXXXddjXpkBQ7OzczMzPqZrVu3\nZrZv2bKlyj2xUg7OzczMzPqZQYMGZbYPHjy4yj2xUg7OzczMzPqZ6dOnc9RRR3VqO+qoo7jgggtq\n1CMr8IJQMzMzs36msOhz8uTrGDVqC0ceOZgLLrjAi0FzwJsQmZnlkDchMrNqOOII+NSnki/rOW9C\nZGZmZma9tmULbN5c615YMQfnZmZmZv3U5s0OzvPGwbmZmZlZP+WZ8/zpcXAu6RJJT0p6QtIdkgZJ\nGiZpkaRnJLVJOrjk/OWSnpbUWtR+fPoayyVdU9Q+SNJdafsSSYcXPTc1fY9nJJ3T0zGYmXWXt7k2\ns0azfTv86U8OzvOmR9VaJB0BfBw4JiK2SroLmAK8HlgUEV+SdBFwMXCxpHHAZGAccCjwoKSx6cqf\nG4BpEbFU0v2SJkXEQmAasC4ixkqaDFwJTJE0DPg8cHzanUclLYiIDT37JzAz2z1vc21mjaiw35CD\n83zp6cz5JmAbsJ+kJmA/4AXgFGB+es584LT0+FTgzojYFhErgGeB8ZJGAgdGxNL0vFuLril+rXuA\n96THE4G2iNiQBuSLgEk9HIeZ2R55m2sza0SF4Pzll2vbD+usR8F5RKwH/g34fyRB+YaIWAQMj4g1\n6WlrgOHp8ShgZdFLrCSZQS9tX5W2k35/Pn2/DmCjpFfu5rXMzPqEt7k2s0ZUmDH3zHm+9DSt5Sjg\nU8ARwEbgPySdVXxORISkmhasnTNnzs7jlpYWWlpaatYXM6tf1djmur29nfb29oq9npnZnjitJZ96\nukPoW4D/joh1AJK+A7wNWC1pRESsTlNW1qbnrwLGFF0/mmTGe1V6XNpeuOYw4IU0dWZoRKyTtApo\nKbpmDPDDrE4WB+dmZj01dep0fvjD5+jo2JXaUultrksnEObOnVux1zYzy+KZ83zqaXD+NDBb0hBg\nC3ASsBT4IzCVZPHmVODe9PwFwB2SriJJQRkLLE1n1zdJGp9efzZwbdE1U4ElwOnAQ2l7G3BFWglG\nwATgoh6Ow8xstzo64OabT+a00+Cll65jy5YtDB7sba7NrP5t3gySg/O86VFwHhGPS7oVeATYAfwv\n8HXgQOBuSdOAFcAZ6fnLJN0NLAM6gPOK9mg+D7gFGALcn1ZqAZgH3CZpObCOpBoMEbFe0qXAz9Lz\n5rpSi5lV0n333ce1117L1q1b+e1vBzF06HQWLjyZpiYH42bWOLZsgaFDHZznjXbFyI1FUjTq2Mys\n72SVTTziiKO4/vprqjpTLomIUNXeMAd83zarrgcegPPOgwj49a9r3Zv6Vsl7tncINTMrklU2ccUK\nl000s8azZQu84hWeOc8bB+dmZkW2bHHZRDPrHzZvhmHDHJznjYNzM+vX7rvvPiZOnEhLSwsnnTSR\nX/xiU+Z5lSyb2GgkTZL0tKTl6e7Q5c57q6QOSR+oZv/MLNuWLfDKVzo4z5ueVmsxM6s7xQs9Bw0a\nxNve9ja++c1vdkpjGTJkBMOHj2DNmtU72ypdNrGRSBoIXE9StWsV8DNJCyLiqYzzrgQWklTaMrMa\n27w5WRC6bRts3w4DB9a6RwYOzs0sx0qD6enTp/d4UWbWQs+HH/4xW7d2njLavHk1r3vdmzjuuDe6\nbGL3nAA8GxErACR9CzgVeKrkvAuAbwNvrWrvzKyszZthyBAYPDg5PuCAWvfIwMG5meVUVjBdOO5J\noJy10LM0MC846KCDWLhwYeZz1sWhwPNFj1cC44tPkHQoScD+bpLg3CVZzHJgy5YkOB8yxMF5njg4\nN7Ncygqmn3suqZrSk+B869bshZ5ZnF++V7oTaH8ZuDjdeE7sJq2leGfn0l1TzayyNm9OZs332895\n53urvb2d9vb2PnltB+dmlkuVrpryf/83KLN9yJAhbC76v5Lzy/faKmBM0eMxJLPnxY4HvpXE5RwC\n/JWkbRGxoPTFioNzM+tbW7bAQQftmjm37iudPJg7d27FXtvBuZnlQnF+OQzi8cezq6Zs2rSJiRMn\ndspDB7rkphe3bdgwiGeffRtjxjzH88/vmo0/6qijOOuss1iyZInzy3vuEWCspCOAF4DJwJnFJ0TE\nkYVjSd8A/jMrMDez6irMnDs4zxcH52ZWc1n55fvt17VqijSCZ555kccee2xn2y9+8QsAVq9evdu2\n0aOf42MfcyBeaRHRIel84AFgIDAvIp6S9In0+Rtr2kEzK6s059zywcG5mdVcVn75yy+v5rWv7Vw1\nZdWqtfzyl491Oq84AN9d28qVz7FkyRIv9OwDEfED4AclbZlBeUR8tCqdMrM9KlRrGTIEXn651r2x\nAgfnZlZzmzZl55eXVk3p7eJA7/JpZraL01ryycG5mVVdcX75n/40iEcf7d6unIMGZS/q7C5XYTEz\n26WQ1uJqLfkyoKcXSnqtpMeKvjZKmi5pmKRFkp6R1Cbp4KJrLkm3d35aUmtR+/GSnkifu6aofZCk\nu9L2JZIOL3puavoez0g6p6fjMLPqKuSXt7W18fDDD/PTn7ax334vMmLEiE7nZVVNmT59OkcddVSn\nthEjRnS5NqvNVVjMzDrzzHk+9XjmPCJ+BbwJQNIAknJa3wUuBhZFxJckXZQ+vljSOJJV/ONINq14\nUNLYiAjgBmBaRCyVdL+kSRGxEJgGrIuIsZImk2z9PEXSMODzJOW5AB5Nt4ve0NPxmFl1ZOWXb9y4\nmiOPfBNvfOPud+UsPL7uuus6ndfdNi/+NDPbxQtC86lSaS0nkWzf/LykU4AT0/b5QDtJgH4qcGdE\nbANWSHoWGC/pt8CBEbE0veZW4DRgIXAK8IW0/R7g+vR4ItBWCMYlLQImAd+q0HjMrI+U2wyou7ty\nnnzyyZlBdnfbzMws4ZnzfOpxWkuJKcCd6fHwiFiTHq8BhqfHo+i8McVKkhn00vZVaTsUbQsdER3A\nRkmv3M1rmVnODRyYnTfufHAzs+oqnjl3tZb86PXMuaR9gfcDF5U+l27V3J2tnfuEt4E2y5+BA6dz\n4IHP8dJLnTcD6u/54H25FbSZWZZCKUUvCM2XSqS1/BXwaET8Ln28RtKIiFgtaSSwNm0v3eJ5NMmM\n96r0uLS9cM1hwAuSmoChEbFO0iqgpeiaMcAPSzvmbaDN8uXee+G5505m3jyYN8/54MX6citoM7Ms\nxWktm7KLZlkNVCI4P5NdKS0AC4CpJIs3pwL3FrXfIekqkhSUscDSdHZ9k6TxwFLgbODaktdaApwO\nPJS2twFXpJVgBEwgY+bezGqvUDbxpZe28uijg7jssul88IMn88EP9u9g3Mys1rwgNJ96FZxL2p9k\nMejHi5q/CNwtaRqwAjgDICKWSbobWAZ0AOellVoAzgNuAYYA96eVWgDmAbdJWg6sI8ltJyLWS7oU\n+Fl63lxXajHLn0LZxOLqLDfe+BzjxnmxpplZrXlBaD5pV3zcWCRFo47NrF5MnDiRtra2zPbuVGbp\nzyQREap1P6rJ922z6unogEGDku933gn/+Z/Jd+uZSt6zK1Wtxcysi3JlE7ds2VLlnpiZWbFCSovk\nai154+DczPqMyyaameVTIaUFXK0lbxycm1mfiIA//nE6Bx10VKd2l000M6u9wsw5OOc8byq1Q6iZ\nWSf/8i8AJzN/Pnztay6baGaWJ8Uz5w7O88XBuZlVTKFs4po1W3nqqUF87WvTOe20kzntNAfjZmZ5\n4pnz/HJwbmYVkVU28fLLn+NVr3LZRDOzvCmdOfeC0PxwzrmZVcS1117bKTAHeO6557juuutq1CMz\nMyuneObcC0LzxcG5mVWEyyaamdWPzZud1pJXDs7NrCIGDXLZRDOzeuEFofnl4NzMKmL69OmMHu2y\niWZm9aA4rWXffZOdQrdvr22fLOEFoWZWESeffDIf/SjccMN1vP71LptoZpZnxTPnhV1CN2+GAw6o\nbb/MwbmZVdCYMUnZxJtuqnVPzMxsd4pnzmFXxRYH57XntBYzq5gXX4QRI2rdCzMz25PimXNwxZY8\n6VVwLulgSd+W9JSkZZLGSxomaZGkZyS1STq46PxLJC2X9LSk1qL24yU9kT53TVH7IEl3pe1LJB1e\n9NzU9D2ekXROb8ZhZpWxerWD8/5I0qT0vr5c0kUZz58q6XFJj0l6VNK7a9FPM9sla+bcwXk+9Hbm\n/Brg/og4BjgWeBq4GFgUEUcDD6WPkTQOmAyMAyYBX5Wk9HVuAKZFxFhgrKRJafs0YF3afjVwZfpa\nw4DPAyekX18o/iPAzGrDwXn/I2kgcD3JfX0ccKakY0pOezAi3hgRbwI+Any9ur00s1LFpRTBwXme\n9Dg4lzQUeGdE3AwQER0RsRE4BZifnjYfOC09PhW4MyK2RcQK4FlgvKSRwIERsTQ979aia4pf6x7g\nPenxRKAtIjZExAZgEcn/GMyshhyc90snAM9GxIqI2AZ8i+R+v1NE/LHo4QHA76vYPzPLUJrW4uA8\nP3ozc/5q4HeSviHpfyXdJGl/YHhErEnPWQMMT49HASuLrl8JHJrRviptJ/3+PCTBP7BR0it381pm\nVkMOzvulnffpVOb9WNJpkp4CfgBMr1LfzKwMp7XkV2+qtTQBbwbOj4ifSfoyaQpLQUSEpOhNB3tj\nzpw5O49bWlpoaWmpVVfMGl5EEpwPH77nc62r9vZ22tvba92NnujWPT4i7gXulfRO4DbgtVnn+b5t\nVh1ZC0Jffrl2/ak3fXnP7k1wvhJYGRE/Sx9/G7gEWC1pRESsTlNW1qbPrwLGFF0/On2NVelxaXvh\nmsOAFyQ1AUMjYp2kVUBL0TVjgB+WdrD4Jm9mfeull2DgQJfh6qnSQHTu3Lm168zeKb23j6HzJ5ud\nRMSPJTVJemVErCt93vdts+rwzHnv9OU9u8dpLRGxGnhe0tFp00nAk8B/AlPTtqnAvenxAmCKpH0l\nvRoYCyxNX2dTWulFwNnA94quKbzW6SQLTAHagNa0WswrgAnAAz0di5n1nlNa+q1HSBbyHyFpX5KF\n/wuKT5B0VKEAgKQ3A2QF5mZWPV4Qml+93YToAuD29Ib8HPBRYCBwt6RpwArgDICIWCbpbmAZ0AGc\nFxGFj0PPA24BhpBUf1mYts8DbpO0HFgHTElfa72kS4HCrP3cdGGomdXI6tUwcmSte2HVFhEdks4n\nmSAZCMyLiKckfSJ9/kbgb4BzJG0D/kB6Lzez2tmyxQtC86pXwXlEPA68NeOpk8qcfwVwRUb7o8Ab\nMtq3kgb3Gc99A/jG3vTXzPqOZ877r4j4AclCz+K2G4uOvwR8qdr9MrPyPHOeX94h1MwqwruDmpnV\nD5dSzC8H52ZWEZ45NzOrH6ULQl2tJT8cnJtZRTg4NzOrH545zy8H52ZWEQ7Ozczqh0sp5peDczOr\nCAfnZmb1wwtC88vBuZlVhINzM7P64bSW/HJwbma9tn07/P738Gd/VuuemJlZd2QtCHVwng8Ozs2s\n137/e3jFK2CffWrdEzMz25Nt25LvTUW73QwZ4moteeHg3Mx6zbuDmpnVj9JZc3BaS544ODezXnO+\nuZlZ/SjNNwcH53ni4NzMes27g5qZ1Q/PnOebg3Mz6zXPnJuZ1Y/SMorg4DxPHJybWa85ODczqx9Z\naS377ecFoXnRq+Bc0gpJv5D0mKSladswSYskPSOpTdLBRedfImm5pKcltRa1Hy/pifS5a4raB0m6\nK21fIunwouempu/xjKRzejMOM+sdB+dmZvXDaS351tuZ8wBaIuJNEXFC2nYxsCgijgYeSh8jaRww\nGRgHTAK+KknpNTcA0yJiLDBW0qS0fRqwLm2/Grgyfa1hwOeBE9KvLxT/EWBm1eXg3MysfnhBaL5V\nIq1FJY9PAeanx/OB09LjU4E7I2JbRKwAngXGSxoJHBgRS9Pzbi26pvi17gHekx5PBNoiYkNEbAAW\nkQT8ZlYDDs7NzOpH1sz5PvvAjh3Q0VGbPtkulZg5f1DSI5I+nrYNj4g16fEaYHh6PApYWXTtSuDQ\njPZVaTvp9+cBIqID2Cjplbt5LTOrAQfnZmb1I2vmXPLseV407fmU3XpHRLwo6c+ARZKeLn4yIkJS\n9PI9zCzHNm9OZmEOdmKZmVldyJo5h2RR6ObNcOCB1e+T7dKr4DwiXky//07Sd0nyv9dIGhERq9OU\nlbXp6auAMUWXjyaZ8V6VHpe2F645DHhBUhMwNCLWSVoFtBRdMwb4YWn/5syZs/O4paWFlpaW0lPM\nrJfWrElmzVWa4GZ7pb29nfb29lp3w8z6gaxSipC0uWJL7fU4OJe0HzAwIl6StD/QCswFFgBTSRZv\nTgXuTS9ZANwh6SqSFJSxwNJ0dn2TpPHAUuBs4Nqia6YCS4DTSRaYArQBV6SLQAVMAC4q7WNxcG5m\nfcMpLZVROoEwd+7c2nXGzBpaVloLOK0lL3ozcz4c+G5acKUJuD0i2iQ9AtwtaRqwAjgDICKWSbob\nWAZ0AOdFRCHl5TzgFmAIcH9ELEzb5wG3SVoOrAOmpK+1XtKlwM/S8+amC0PNrMq8O6iZWX0pl9bi\n4DwfehycR8RvgOMy2tcDJ5W55grgioz2R4E3ZLRvJQ3uM577BvCNveu1mVWaZ87NzOqLZ87zzTuE\nmlmvODg3M6svnjnPNwfnZtYrDs7NzOpLuQWhhWotVlsOzs2sVxycm5nVly1byqe1uFpL7Tk4N7Ne\ncXBukiZJelrSckldKmdJ+rCkxyX9QtJ/STq2Fv00s8TuSil65rz2HJybWa84OO/fJA0ErgcmAeOA\nMyUdU3Lar4HmiDgWuBT4enV7aWbFvCA03/5/e3cfHmV153/8/Q1gkqpAfYCgQVFKFVzEiE+oNWl/\nyrDN/lq33SpucbW63V5rNWz7665SdxWXbn3atgpete7WtipXse5l6yKjiNRNtSoilory4EN8WIMF\nKYgPlQCB7++P+x4ymdyTTCaTzD2Tz+u6cnHPmXvunDMTznznzPeco+BcRPLm3rEJkQxapwCvuvsb\n7r4buBf4fPoJ7v60u78X3nyGzhvPicgA04TQeFNwLiJ527496MyjRmBk0DgceCvtdmtYls2lwEP9\nWiMR6Va2kXNNCI2HvmxCJCKDnFJaBPCeTwmY2aeBS4Azsp2TvrNz5q6pIlIYGjnvu+bmZpqbm/vl\n2grORSRv2h1UgI3A2LTbYwlGzzsJJ4H+JzDD3d/NdrH04FxE+kd3E0K3bRv4+pSizMGD6667rmDX\nVlqLiORNI+cCrAImmNk4M9sPOB9YnH6CmR0B/BKY5e6vFqGOIpJGE0LjTSPnIpI3Befi7u1mdjnw\nCDAEuNPd15vZ18L77wCuAT4O3G5mALvd/ZRi1VlksFNaS7wpOBeRvCk4FwB3fxh4OKPsjrTjvwX+\ndqDrJSLRNHIeb0prEZG8KTgXESk92UbOtVpLPCg4F5G8KTiXcpNMJkkkEjQ0NJBIJEgmk8WukkjB\ndTdy/tFHA18f6axPaS3hznCrgFZ3/79mdhDwC+BI4A3gPHffHp47h2AJrT1Ak7svC8unAj8DqoCH\n3H12WF4J3A2cCGwFznf3N8P7LgKuDqvxHXe/uy/tEJHeSSaTzJ8/nyef3MmHH1bS3t5EY2Njsasl\n0ifJZJLZs2fT0tKyryx1rL9vKRfuyjmPu77mnM8G1gEHhrevAh5195vM7Mrw9lVmNolgBv8kgs0p\nlpvZBHd34HbgUndfaWYPmdkMd19KsFHFVnefYGbnAzcCM8MPANcAU8Pf+ZyZLU59CBCRwkoF4jt3\n7qSyspJp06axcOHCfUHL00/D7NkKYKT0zZ8/v1NgDkFwvmDBAv1tS9nYvRuGDAl+Mik4j4e8g3Mz\nqwU+C/wb8M2w+HNAfXh8F9BMEKB/HlgUbu38hpm9CpxqZm8CB7r7yvAxdwPnAkvDa10blt8P3BYe\nJ4BlaSPyjwIzCLaMFpEcZQbdTU1NAN0G4gBPPPEEOzJ6bwUwUg527twZWd7W1jbANRHpP9lSWkDB\neVz0ZeT8B8A/AsPTyka7++bweDMwOjw+DFiRdl5qe+fddN6sYiMd2z7v2xI6XKrrPTM7OLxWa8S1\nRCRHUV/fr1mzBoBNmzbtK3v88Sdoa+vcU2cG5ikKYKTUVVZWRpZXZYtkREpQtpQW0ITQuMgrODez\nvwDecffVZtYQdY67u5nlvK1zf9A20CLRor6+Tw/KUzID8+4ogOmb/twKWnLT1NRES0tLp/8b48eP\n54orrihirUQKSyPn8ZfvyPnpwOfM7LMEEzmHm9k9wGYzq3H3TWY2BngnPD9ze+daghHvjeFxZnnq\nMUcAb5vZUGCEu281s41AQ9pjxgKPRVVS20CLRMv29X2uqqurO42gK4Dpu/7cClpyk0rLWrBgAU8+\n2cakSVVcc80VSteSstLdyLlWa4kHC+Zk9uECZvXAt8LVWm4imMR5o5ldBYx099SE0J8DpxBOCAU+\nEY6uPwM0ASuBJDDf3Zea2WXAZHf/ezObCZzr7qkJoasIVnEx4DngxMwJoWbmfW2bSLlIzy8fMqSS\n55/fwtatq3N6bFQgPmvWLFasWEFbWxtVVVVccYUCmEIzM9zdil2PgRSnfvuyy+CYY2D27GLXRKSw\nVq+GSy4J/s20e3cQoLe3D3y9Sl0h++xC7RCa6k1vAO4zs0sJl1IEcPd1ZnYfwcou7cBlaT3wZQRL\nKVYTLKW4NCy/E7jHzF4hWEpxZnitbWY2D3g2PO86rdQi0qGn1VUAqqtrGD26hs2bO1JZasIFy9PT\nWxSIy2A1dSooy0jKUVtb9rSWYcOCf3fv7jiWgdfnkfO4itMIjMhAiZroWVVVHZk7XldXx6hRozoF\n3RB8pa9AvPg0cl5czz8PF1wA69YVuyYihfXYY/Cd7wT/RjnwQNi4EYYPj75fosVx5FxEYiBqome2\nSZ3Dhw9n6dKlXcoVjIvApEnw5pvwwQdBsCJSLrqbEAodK7YoOC+eimJXQEQKpzcTPbW6ikh2w4bB\n5MnRebkipay7CaGgFVviQCPnIiUsM7/8zTffjzxPq6uI9N5JJ8Fzz8FZZxW7JiKF09PIuVZsKT4F\n5yIlKiq/vKKihoMPrmHrVk3qFOmrqVNh+fJi10KksDRyHn8KzkVKVFR++d69mzjiiDpOOmmKAnGR\nPjrpJLjhhmLXQqSwduxQcB53Cs5FSlS2/PJsEz1FpHcmTgxWrXj//XhNjstMZ2tqatIHcMlZd0sp\nQseEUCkeBeciJeqjjyojyzXRU6Qwhg6F44+H3/0O0jZvLaqodLbUsQJ0yYVGzuNPq7WIlIhkMkki\nkaChoYETTkjw4ovTGDNmfKdzNNFTpLBOOglWrSp2LTpEpbO1tLSwYMGCLuem9xmJRIJkMjlQ1ZQY\ny2VCqILz4tLIuUgJiBotq61t4dJLNdFTpD+ddBI8/HCxa9EhWzpba2sriUSi252BNcIuEKS1jBqV\n/X6t1lJ8Cs5FYigzp3TLli1dRstaW1tYsWKF8stF+tHUqTBvXrFr0aGyMjqdbd2611i7du2+2489\n9gTt7Z2HP1Mj7ArOBzeNnMefgnORmIkaJR8yJLonbWtrG6hqiQxKxx4LmzbB9u0wcmSxawNf+EIT\ny5e3sHdvR/+QuY8B0CUwT1GfIVpKMf4UnIsUWS6j5Hv2RL+havKnSP8aMgROOCGYFPqZzxS7NrBm\nTSNf+hJs375gXzrbxo0befHFF3N6vPoM6WlCqFZrKT4F5yJFFDVKPnRo9FHdnHQAACAASURBVJtn\nVVVVp1EvTf4UGRhTpwaTQosdnL/7LixaBC++2Mhhh3WkpiQSicjgXDsDSxTtEBp/eQfnZlYF/Aao\nBPYD/tvd55jZQcAvgCOBN4Dz3H17+Jg5wCXAHqDJ3ZeF5VOBnwFVwEPuPjssrwTuBk4EtgLnu/ub\n4X0XAVeH1fmOu9+db1tEBkouo+Tt7dGj5BMnTmTUqFGa/CmxY2YzgFuAIcCP3f3GjPuPBX4K1AFX\nu/v3Br6W+TvpJHjwwc5lxVhr/M47obERDjusc3lTUxMtLS2d+pL0nYGfeqqNY46pYu5c9RmSW1rL\nH/84cPWRrvIOzt29zcw+7e4fmdlQ4LdmdibwOeBRd7/JzK4ErgKuMrNJwPnAJOBwYLmZTXB3B24H\nLnX3lWb2kJnNcPelwKXAVnefYGbnAzcCM8MPANcAU8PqPGdmi1MfAkTiKGqUvKIi91HyefPm6Y1V\nYsfMhgC3AWcDG4Fnw/54fdppW4ErgHOLUMU+O+kkuPbajtvFWGu8vR0WLIBf/rLrfanfuWDBgsgP\n73PmwH77BYG9iCaExl+f0lrcPfXFx34EIybvEgTn9WH5XUAzQYD+eWCRu+8G3jCzV4FTzexN4EB3\nXxk+5m6CDnxpeK1Ul3g/wRsAQAJYljYi/ygwA7i3L+0R6U9R6xPv3atRcil5pwCvuvsbAGZ2L0F/\nvy84d/ctwBYzK8k/4ldeSfLmm/M544ydHHBA9Dde/b0SygMPwBFHBCk2URobG7P+7rPOgptv7pdq\nSQnShND461NwbmYVwO+A8cDt7r7WzEa7++bwlM3A6PD4MGBF2sNbCUbQd4fHKRvDcsJ/3wJw93Yz\ne8/MDg6v1RpxLZHY+vDD6PWJNUouJW5fPx1qBU4tUl0KLplM8o1vzGbPnhaeeiooGzasf1ZPikqV\ngeCD/YoVOznqqEqSyd6nz5x+OqxcCbt2BSPoMrhpQmj89XXkfC9wgpmNAB4xs09n3O9m5n35HX0x\nd+7cfccNDQ00xGX/ZRkU0t9od+2qZNWq9yPP0yi5ADQ3N9Pc3FzsauSjoH183PrtqG+8du8u/OpJ\nUakya9asAWDTpk0APP88zJ7d+/SZESPgk58MJrWefnreVZQy0damtJZC6M8+uyCrtbj7e2aWJMgB\n32xmNe6+yczGAO+Ep20ExqY9rJZghGVjeJxZnnrMEcDbYV77CHffamYbgYa0x4wFHsusV3onLzKQ\not5oR4yoobq6Zt8bLWiUXDpkBqLXXXdd8SrTO5l9+1g6f7PZK3Hrt7PtyFno1ZOiPgSk9xUp+abP\nnHUWPP64gnPpeeRcwXlu+rPPrsj3gWZ2iJmNDI+rgXOA1cBi4KLwtIuAB8LjxQSTOfczs6OACcBK\nd98EvG9mp5qZARcC/532mNS1/gr4dXi8DJhuZiPN7OPh734k37aIFFrUG+17721izJgxJBIJ6uvr\nSSQS3HrrrQrMpdStAiaY2Tgz249g4v/iLOfawFWrMLLtyDlx4kQSiQSjR9czaVLf/y9n+xAQJZ/0\nmbPOgiee6PXDpAxpKcX468vI+RjgrjDvvAK4x91/bWargfvM7FLCpRQB3H2dmd0HrAPagcvClVoA\nLiNYSrGaYCnF1H7kdwL3mNkrBLP9Z4bX2mZm84Bnw/Ou00otUkyZuaIbNrwded7w4cNZunRp5H0i\npSicD3Q5wQDJEOBOd19vZl8L77/DzGoI+uvhwF4zmw1McvcPi1bxHGVbpjD1jdf3vw9vvNH3lVDa\n2qI/BETJJ33mU5+CSy6BPXuCjZVk8NKE0Pjry1KKLxCsP55Zvo1gSa2ox3wX+G5E+XPA5IjynYTB\nfcR9PyVYN1ekqKJSWILPmV1pdz4pR+7+MPBwRtkdaceb6Jz6UjJ6WqZw8uSua6D31o4d0NraxOjR\nLWze3NGP1NTUAHRJhcsnfebQQ2HMGFizBurq+lZfKV3uyjkvBdohVKSPolJYYId25xMpE90tUzh5\nMrzwQhD0WJ5JO3PnwrRpjVx8cdcPAZD9g0FvpfLOFZwPXrt2wbBhUNFNUrNWayk+BeciffTuu9G5\nokcffTS1tbVahUWkjI0eHQTlf/hD1507s0lPg2trq2TDhiZefrmRUaOiPwQUqt846yz41a9g9uyC\nXE5KUE+TQUEj53Gg4Fykl1JvrG1tO9mypZKXX45eIrG2tlb55SJlzqxj9DyX4DwqDW706Baefbb/\ndhdNOess+MY3uo7yR62vroGE8tRTSgsoOI8DBecivRD1xnrooTUMGdJ1iUSlsIgMDscfHwTniUTP\n50alwW3e3L+7i6aMHQv77w8vvQTHHhuURfVpqWMF6OUn15Hzjz7qW6qW9E3eSymKDEZRb6xbtmiJ\nRJHBLDVynotsSyb2dXfRXH3qU0HeeUpUn5ZaS71cJJNJEokEDQ0NJBIJkslksatUND0towgwdGiQ\nk75798DUSbrSyLlIFplf9X71q02sWRP9xqolEkUGr8mT4bbbcjs327rpA7WS01lnQXMz/N3fBbfb\n2or7YaG/Zftm4Nlnn+Xpp5/uMZWn3FJ+elpGMSU1KXS//fq/TtKVgnORCFEd+mOPtTB8+PDI87VE\nosjgddxxQapIe3sw6tidpqYmXnmlhddf77xu+kClwe3Zk+T+++fT2roTqOT3v4+eM1MufVq2bwZu\nuummTqtpRaXy9EfKT7GD/VxGzqEj73zEiP6vk3Sl4FyErh3mli1bunTo7e0tHHlkHR//+PguG5Io\nv1xk8Np/fzj8cHjlFZg4sftzGxsb+eUvYceOBRxzzMCu5JRMJrn55tm0tbXwm98EZR/7WA2jR9ew\neXPHnJna2uL1aYUOXrOlEe3ImPGYSuVJ/13dpfzkU6c45PfnOnKuSaHFpeBcBr2oDnPo0OihheHD\nhzNv3ryCrTssIuUhlXfeU3De3g7LlzeyeHEjJ588MHVLiQo2P/poE8ccU8cJJ0yhra2Nd9+t4o9/\nvIL6+vz7tHwD7P4IXrOlEUXJTOXZsaOwKT+FDvbzkcuEUFBwXmwKzmXQyW2UPLrzraqq6nZDEhEZ\nnCZPDnbfPC9yT+sODzwQrJoy0IE5ZB9Fzpwz85WvwF/+ZZKKioENsPsjeP3615t47LEW2ts7rpu5\nQVzK+++/TyKRYOfOnVRUVLJ6dWFTfrI9/62trft+b3+nuuSylCJ0rNgixaHgXAaVqDcOs+ieqqqq\nqtMIidJXRCSbyZPhnnt6Pu8HPwjWGi+GXCejNjYmueCC2Z0C2mwBdi6DHbkG2P2xks3u3Y2MHw/j\nxnV823naaaexcOHCTvWsqKjhpZf+wOrVq/eVfexjNdTUFG6Z3GzP/4YNr7F27dp9t/sz1SXfkfNi\n58oPNgrOpazl8sbhHt3xT5w4kVGjRil9RUR6lMtyiitXwsaNcO65A1OnTE1NTbS0tPQ4Z+Y//3N+\np8AcgoDxX/7lXzr1p9OmTesS5A4ZEj3YkUuAXeiVbNzh5pvh3/6tkS9+sXPfffLJJ3dKT/zDH95h\nzZrVnc5JpfxMmTKFP/2pjRUrqpgzJ//3gcbGJpYvb2Hv3o7nq6qqmra2nvPfCyWXCaHJZJL16+fz\n9a/vZMyY6NdZa+H3LwXnUraiRskh91HyefPmqeMRkZx84hOweTN88AEceGD0ObfcAk1NPa/o0l9S\n/VlPc2ayjWCvXbueXbs6Atjm5ifYtatzYLlnT/aUwJ6MH9/E0KGdU1D22288I0dekdfI7VNPwZYt\n0R+GMtMTGxoaIq+RnvLzrW/B+vU9NiPSrl3wk5800tQE69d3PP8bN27kxRdf7HJ+1IeZQoxe9zQh\nNPW+uW1bC9u2BR84o17ngc6VH2zy7iLMbCxwNzAKcOA/3H2+mR0E/AI4EngDOM/dt4ePmQNcAuwB\nmtx9WVg+FfgZQeT0kLvPDssrw99xIrAVON/d3wzvuwi4OqzOd9z97nzbIuUhl1Fy0Ci5iBTekCHB\nZNAXX4Rp0zrKU/3S++/vZNWqSs49twkoXt+Sy5yZbCPYu3a1ZdyOnjGYOdgxdOh4PvjgtC551cC+\nPnvbtkrefruJH/3oVv7rvzqC17/5myuYMweWLZvNu+/2bq3yf/93+OY3g9emJ7mM2l9+OUydCnPn\nwgEH9HzN9Pek1tZKRo5s4vvfb8Sso46JRCIyOM/8MFOoybI9jZxH5f1ne51LYS38kk3Hcfe8foAa\n4ITw+ADgJWAicBPwT2H5lcAN4fEk4PfAMGAc8Cpg4X0rgVPC44eAGeHxZcAPw+PzgXvD44OAFmBk\n+NMCjMyon8vgsWTJEh8/frwTfFB0wCsqqjrdTv1UVXUuHz9+vC9ZsqTYTRDpJOzD8u6jS/Gn1Pvt\niy92v+OOjttR/VIp9DdR9c7sN7v7qaur80Qi4fX19Z5IJPxb37rWq6o6X6+mpsZramo6lY0dG/3c\n1NdPj/w91dXVWZ/bl192P+QQ9w8/zL/NUa/Vuee6//CH+V3vyCO7Xi/qvKjnYfr06OcgkUjk1sDQ\n3Lnu11yT/f76+vqcX+fe/u6BNtD//wrZZxeyU30AOBvYAIz2jgB+Q3g8B7gy7fylwGnAGGB9WvlM\n4Edp55waHg8FtoTHFwC3pz3mR8DMjPoU+GmXOFmyZIlPnz7d6+vrffr06V5XV5f3G0fc3yhlcFJw\nXnq+9z33yy/vuF2ogKoYlixZ0qmfzNbHdhcgp2R7HnJ9bnoTMNbV1fn06dN9zJh6P/ro6b3q3zPb\nHPXYxx5zP/ZY9717u79Wb1779N87YULCTz896gNK9HNQX1+fc/vc3a+80v3663tf78zXef/9x/uD\nD/b/e2fme31vXs+B/v9XyD67IJlvZjYOqAOeIQjMN4d3bQZGh8eHASvSHtYKHA7sDo9TNoblhP++\nRdDidjN7z8wODq/VGnEtGQSivt7LNglJueQiMlCOPx4WL+643R+rjwyUzPSXqH53/PjxzJo1ixUr\nVuSVwx4l6rnpzVrl69ev77TiyuzZuad+5JLy09AAw4bBo4/C9OnZz+vNa5/+e3fsgGOOCfLlTz+9\n45xCTZbtaSnFbJOG01/nYcOqaGm5ggcfhAUL+m8JyL6m8rS1le7/vz4H52Z2AHA/MNvdPzCzffe5\nu5uZ9/V35Gvu3Ln7jhsaGrJO+JB4yyWXPNskJOWSS6lobm6mubm52NWQPkitde4OZoVffaSYcp1M\nGqU3wXXUcxMVMGZbqzwz8Cr0xEUzaGhI8uUvz+e446Lz5ysrK3nnnfzWSK+uhnnzgsmnTz4Z/D6A\nWbOa+PWvW9izp+M5GDeu98s69rSUYq6v849/nORrX5vdaeWZQq/g0pd179vboaWlhP//9WXYnSB/\n/BHgH9LKNgA14fEYOtJargKuSjtvKXAqQepLelrLvpSV8JzTvGtay77Ul/D2HQSTRcvm61EJROWM\ngXLJpfyhtJaSdOih7q2twfH11y/xiorSyzkvtKh+PCrnvLvnJjPl5Nprr+1yzcrK6PeG3qZ+9NSW\no4/uuS1Q4yNG5N6+dO3t7lOmuN9/f3B75073M85wv+CCjufg8MMTPmtW7/+OLrzQ/Wc/6/XDuhiI\nlJHepvKkUmDOPLPeDzlkuh999LV+1FGlmXPel9VaDLgTWOfut6TdtRi4CLgx/PeBtPKfm9n3CVJQ\nJgAr3d3N7H0zO5VgYuiFwPyMa60A/gr4dVi+DPiumY0EDDiHYPKplLjMUfLNm7XiioiUjtR65xUV\nsGBBI3PnwpNP9n60uZxkG42NKsv23ESlnGSuVf7OO+90SmlJKeRI6fz583nttc7vSembFKWVcvTR\ndYwaNaXXr/2QIfDFLya58ML53HLLTl5/vZLa2iYWLmykoiJ4/Nq1cPbZue/4mdLTUoq5GojdTnvz\nzVNUCsyIES1ceGHPaVexlG9UD5wJ7CVYgWV1+DODYCWV5cDLBEH0yLTHfJtglZYNQCKtfCrwQnjf\n/LTySuA+4BWCAH1c2n1fCctfAS6KqF/BPxVJYWVO9IgaCdEouQxWaOS85CxZssSPOGK6jxtX7yNH\nTvcvf1l90kAaiNU5ejM5Nd8R+6h2HHVU13YkEu4/+UnvrnvIIdP9uON6P7kyU7aR8yFDep4g3Jv6\njhjR+Xk45JDo68Vh8nUh++yid8b99VPqnXy5i16qq7rbji79RyuuSLlTcF5aSnXZxHKTy4orfdHX\nlWf68jsyr7dsmfuf/VnPK8e4F/7vszfv4fk+D//7v+4HHLDEGxqC1/P00xM+fPgSf+edrueeeWZ9\nQT8g5aOQfbZ2CJUBkcukzswtjFO04oqIxF1fJq9J4eSy4kpfRE1OrampATqnt4wf3/vJmim5rvRy\n9tnBhNGeVo6Bwv99RqUq9Wa301zMnQuXX97I9dd31O8f/gGuvhr+4z86zmtvhw0bSnjyZwQF59Lv\nonLBhg3L/T+McslFJO5KedlEyV0h8ud7kmuutVmwA+r3vtc1OM8cENu48e3Ia/bl7zPzg1Cuu53m\nYt26YFnSV17pXD53brAT77PPwskngzs0NUFtbRMjRnRdAjLfD0jFpuBcCi6XUfLdu6M7hMzlsTRK\nLhJ/ZjYDuAUYAvzY3W+MOGc+8OfAR8DF7t515l4JK6dlE6V72UbnC/U+lW2t8ahA84IL4BvfSHLG\nGfMZNix4z502bRoLFy7MeN+NngVayL/P3tQ7SnrssH59JX/xF02MHNn5OR05EmbOTHL22fM54YSd\nbNpUyc6dTTz/fCO//W3hPiAVXaHyY+L2QwnnLpayqDy0iorcJ3Vee+21yiUX8cLmL/bnD0FA/iow\njmB53d8DEzPO+SzwUHh8KrAiy7UK/CwOHOWcSyHlmju/ZMkSP+ig3HK/c9nNtVD1PvXUeh82LOG/\n+lVu14/6/3P00V3rF3XekUfG4/9ZIftsC65XfszMy7VtcRI1Sh61lFWUuro6pauIZGFmuLv1fGZx\nmdk04Fp3nxHevgrA3W9IO+dHwP+4+y/C2xuAeu/YTTp1Xkn328lksnxG7qQkJBIJli1bltO5xx13\nHLW1tQP293nmmTBnDkT9ilxjh0QiwdKlSzvdjmpv5nnFUMg+W2ktkreoXPKKiuivyDSpU6RsHQ68\nlXa7lWB0vKdzaoHNlJH+nowokinbXIcotbW1AxrAXnABLFrUNTjvzTy0zJz4wTK3Q8G55CyXXPK9\ne7VBkMggk+tQd+aIUuTj5s6du++4oaGBhoaGvColMhhkm+sQNX9roCdHfulLwcoqf/oT7L9/R3nU\nyjHZ5qFl5sTHaW5Hc3Mzzc3N/XJtBeeSk6hPukOGaJRcRNgIjE27PZZgZLy7c2rDsi7Sg3MR6V62\nSZizZhV/Z8xRo2DaNHjwQZg5s6M82+h3VOyQ+YGir5NOCylz8OC6664r2LUVnEtOoj7p7tmjUXIR\nYRUwwczGAW8D5wMXZJyzGLgcuNfMTgO2Z+abi0jvZVvaMS7vuX/91/Dzn3cOzrONfucSO8S9vYWi\nCaGSk9NOa+CZZ37TpTzqk+6tt95adv9RRAZaqUwIBTCzP6djKcU73f16M/sagLvfEZ5zGzAD+BPw\nFXf/XcR11G+LlJEPPoDaWnj9dTjooKDsppuSfPvbs9mzp/Pod6nHDoXssxWcS6RUfnlb2062batk\n/fot7NnTdSa1VlwR6R+lFJwXivptkfJz3nlwzjnw1a/Ce+/BlClw0UVJnnmmvEa/FZznQJ18/qLy\nyw8+uIZhw7puT1zqn3RF4krBuYiUg3/+5yQ//OF8jj9+Jy+/XMmUKU08/HD5xQ1aSlH6VVR++dat\nm6irq2PKlCll9UlXRERE+kcymWTRotm8+24LvwkzY6urW0gmC7ejajnKOzg3s58AjcA77j45LDsI\n+AVwJPAGcJ67bw/vmwNcAuwBmtx9WVg+FfgZUEWwg9zssLwSuBs4EdgKnO/ub4b3XQRcHVblO+5+\nd77tGOwyl0f8wheaWLkyeib18OHDi77Iv4iIiJSG+fPn89prnQf7XnuthQULFig470ZfRs5/Ciwg\nCKBTrgIedfebzOzK8PZVZjaJYAb/JILNKJab2YTw+8vbgUvdfaWZPWRmM9x9KXApsNXdJ5jZ+cCN\nwMzwA8A1wNTwdz5nZotTHwIkd1HpK8uXtzBmzHC2RzybxVhHVERERErTYNk0qNAq8n2guz8BvJtR\n/DngrvD4LuDc8PjzwCJ33+3ubwCvAqea2RjgQHdfGZ53d9pj0q91P/B/wuMEsMzdt4cB+aMEKwBI\nL0Wlr+zd28KoUUE+ebpirSMqIiIipSlOmwaVkkLnnI9OW7t2MzA6PD4MWJF2XivBCPpuOm9WsTEs\nh7Ttnt293czeM7ODw2u1RlxLepCZwtLS8nbkecOHD2fevHllv46oiIiI9J84bRpUSvptQqi7u5lp\n2n1MRKWwQHXkuVVVVTQ2NioYFxERkbwNlk2DCq3QwflmM6tx901hyso7YXnU1s2tYXltRHnqMUcA\nb5vZUGCEu281s41AQ9pjxgKPRVUmfRvozG1Wy13mKPmWLVu6pLDADqqrq9mxY8e+En2iFSmO5uZm\nmpubi10NEZGC0mBf7/VpnfNwu+YH01ZruYlgEueNZnYVMNLdUxNCfw6cQjghFPhEOLr+DNAErASS\nwHx3X2pmlwGT3f3vzWwmcK67pyaEriJYxcWA54ATMyeEDqb1cjMD8WnTprFw4cKMYLwK6DoB47jj\njqO2tlafaEViRuuci4iUjlisc25mi4B64BAze4tgBZUbgPvM7FLCpRQB3H2dmd0HrAPagcvSeuDL\nCJZSrCZYSjG1Vt+dwD1m9grBUoozw2ttM7N5wLPhedcNppVacgnEH3/8CdradmQ8MnpmdG1trZZH\nFBEREYkJ7RAaE5lBd1NTE0CPgXhmWkp3qqqqOi1fpB0+ReJLI+ciIqWjkH22gvMYiJqsWVNTA8Cm\nTZv2lfUmEI9SV1fHqFGjlMIiUgIUnIuIlA4F5zmIcycfNVlz9erVBf0dURM9NUouUjoUnIuIlI5Y\n5JxLbnLJER86tG+L8UcF4rNmzWLFihUaJRcREREpIRo570dR6SpVVdURkzVzp0BcZHDQyLmISOnQ\nyHlM5bK2eLbAPHOyZlTOuQJxERERkfKm4LxAokbJe5OuMnHixC6TNUG7aomIiIgMJkprKZBEIsGy\nZctyOleTNUWkJ0prEREpHUpriaGdO3dGlketLa7UFBERERGJouC8QCorKyPLo9JVFIiLiIiISBQF\n5wXS1NRES0tLp5zz8ePHM2/ePAXjIiIiIpITBecFkgrANYFTRERERPKlCaEiIjGkCaEiIqWjkH12\nRSEuIiIiIiIifafgXEREREQkJko2ODezGWa2wcxeMbMri12f/tTc3FzsKhSM2hI/5dIOKK+2lAIz\nO8jMHjWzl81smZmNzHLeT8xss5m9MNB1LIZy+jtUW+KnXNoB5dWWQirJ4NzMhgC3ATOAScAFZjax\nuLXqP+X0x6u2xE+5tAPKqy0l4irgUXf/JPDr8HaUnxL014NCOf0dqi3xUy7tgPJqSyGVZHAOnAK8\n6u5vuPtu4F7g80Wuk4jIYPM54K7w+C7g3KiT3P0J4N2BqpSISCkr1eD8cOCttNutYZmIiAyc0e6+\nOTzeDIwuZmVERMpBSS6laGZfBGa4+1fD27OAU939irRzSq9hIiJp4rCUopk9CtRE3HU1cJe7fzzt\n3G3uflCW64wDHnT3yd38LvXbIlKyCtVnl+omRBuBsWm3xxKMnu8Thzc1EZFS5+7nZLsvnORZ4+6b\nzGwM8E4ff5f6bREZ9Eo1rWUVMMHMxpnZfsD5wOIi10lEZLBZDFwUHl8EPFDEuoiIlIWSDM7dvR24\nHHgEWAf8wt3XF7dWIiKDzg3AOWb2MvCZ8DZmdpiZJVMnmdki4Cngk2b2lpl9pSi1FREpASWZcy4i\nIiIiUo5KauQ8aiMLM5tiZk+b2RozW2xmB6bdd3x434vh/fuF5VPN7IVwA6Nb49wOM/uyma1O+9lj\nZsfHoR15tKXKzBaF5evM7Kq0x5RaW/Yzs5+G5b83s/q4tMXMxprZ/5jZ2vBvvyksz7phjJnNCeu7\nwcyml2pbwvL/MbMPzGxBxrVKrS3nmNmq8G9slZl9Oi5tyZX6bPXZMWqL+uwYtkV9dhbuXjI/wKeA\nOuCFtLJngU+Fx18B/jU8Hgo8D0wOb38cqAiPVwKnhMcPEaz8Est2ZDzuzwjWd0/dLmo78nhNLgYW\nhcfVwOvAESXalq8Dd4bHhwKr4vK6EKyscUJ4fADwEjARuAn4p7D8SuCG8HgS8HtgGDAOeJWOb9VK\nrS0fA84AvgYsyLhWqbXlBKAmPD4OaI1LW3rRZvXZ6rPj0hb12fFsi/rsqN89kA0t0JM1LuM/4va0\n47HA2vD4s8A9EY8fA6xPuz0T+FFc25HxmO8C8+LUjl6+JgmCCWRDgEPCP/SRJdqW24BZafctB06O\nU1vS6vAAcDawgWBd6lSnsyE8ngNcmXb+UuC0UmxL2nkXk9bRl3JbwnIDthK8GceuLT20M9f/U+qz\nY9YW1GcX5aenvgH12bFuS1jepz67pNJaslhrZqndQb9ExxKLnwTczJaa2XNm9o9h+eF0XnZxI/HY\nwChbO9KdBywKj+PaDsjSFnd/BHgf+APwBnCzu2+nBNtCMML3OTMbYmZHAVOBWmLWFgvWlq4DniH7\nhjGH0bnOqU29MstLoS0pnnG7FF+XdF8EnvNgR+RYtSUP6rMDcWkHqM+OTVvUZ+9Tiq9Luj712eUQ\nnF8CXGZmqwi+dtgVlg8FzgT+Ovz3L83sM3T9A4iLbO0AwMxOBT5y93XFqFwvRbbFgs2iqgk+RR4F\nfCvsJOMs2+vyE4L/bKuAHxCsRLGHGP19mdkBwP3AbHf/IP0+Dz6+x6auPRnMbTGz4whWQfnagFWy\nf6nPjh/12TEwmPu5OCtGn12qmxDt4+4vEXz1hpl9EmgM73oLeNzdeGAirAAAAiZJREFUt4X3PQSc\nCCwk+LScUkvwKaaoumlHykzg52m3NxLDdkBkWz4b3nU68Ct33wNsMbMnCUYvfkvptKUxLN8DfDN1\nXtiWl4H3iEFbzGwYQWdyj7un1p7OtmFM5qZetQRvYrH4G+tlW7IpybaYWS3wS+BCd389LI5FW/Kl\nPnufWLQD1GcTg7aoz+6iJNtSqD675EfOzezQ8N8K4J+B28O7HgEmm1m1mQ0F6glyzzYB75vZqWZm\nwIXEYOOMbtqRKvsScG+qzN3/QAzbAZFt+VF41waCtZAxs/0JcuQ2xPU1geyvS/h3tX94fA6w2903\nxOF1CX/vncA6d78l7a5sG8YsBmZasJrBUcAEYGUcXpc82rLvoek3SvF1sWAFgCRBbunTqZPj0Ja+\nUJ8dr3aA+mxKrG9AffaAKGqfXazE+nx+CHL33ib4muotgq+vmggmqbwEfDfj/C8DLwIvEM6mDcun\nhmWvAvNLoB0NwFMR1ylqO3rbFqCSYBTsBWAt8P9KuC3jCN641gHLgLFxaQtBSsBegtn8q8OfGcBB\nBJOgXg7rPDLtMd8O67sBSJR4W94gmIjzQfg6HluKbSEILD5MO3c1cEgc2tKLNqvP7lxe9NetN21B\nffZAtUN9tvrsTj/ahEhEREREJCZKPq1FRERERKRcKDgXEREREYkJBeciIiIiIjGh4FxEREREJCYU\nnIuIiIiIxISCcxERERGRmFBwLiIiIiISE/8fp2Jrx0NBen8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ee7ffd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "%matplotlib inline\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pylab as plt\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",
    "    plt.title(v)\n",
    "    \n",
    "    # Log ratio\n",
    "    lr = np.log(df[v]) - np.log(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.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": 182,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_kaza"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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scyW3D72dZyY+ox03RUTqoWoF5mbWB/hXIAsoBv5kZt9IvCZMU0npkPXMmTPj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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a272c10>"
      ]
     },
     "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": 156,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_enerji"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Year', 'Total', 'Household', 'Commercial', 'Government', 'Industrial',\n",
      "       'Illumination', 'Other'],\n",
      "      dtype='object')\n"
     ]
    },
    {
     "data": {
      "image/png": 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PiBRAfMr23r0bGT68JmubxkcfwXe+A7vuWsNmm9WxZImuk96Z5VISacbdnzaz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\nOvNR0YyU4WkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cab4d10>"
      ]
     },
     "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": {
    "collapsed": true
   },
   "source": [
    "## <a src=\"data/iris.txt\">Iris Dataset</a>\n",
    "\n",
    "Famous data set from Fisher, 1926.\n",
    "\n",
    "<img src=\"data/564px-Petal-sepal.jpg\" width=\"250\"> </img>\n",
    "\n",
    "- sepal length in cm\n",
    "- sepal width in cm\n",
    "- petal length in cm\n",
    "- petal width in cm\n",
    "\n",
    "class:\n",
    "- 1: Iris Setosa\n",
    "- 2: Iris Versicolour\n",
    "- 3: Iris Virginica "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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m0CGdmeWql+X1kM7UI+ghnZmSncNflFIlgMnACOANEWl/U/p3wF8iMjN1ez/Q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iQiNwDjgXwgC2d1s69LtBMQnWNBQQGTJk1g3qefUCchgZdfmU63bt2Oq7N27VrmzZtHXFwcl112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\nbvunzJ7fhdTktCBEbEpr0qQJAwYO5ASXi6ucTto5ndx5993Url073KEZY4w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I8Qfc0+JM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Q7bg7lcLnltxCtitZrEYjHKY4/cJx9MGC++3kqMBsRuQzp3bHPTttEXLlyQ0pVKSMlW3uJd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\nLJ4aOpKKFSt6LR5z6krz2dDRL73EB089xbjUVA4Cd7hcvPH55/zf/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SBVVXcA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\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Ohoh0Anap6iKOfcYz/76CN34EgK+//ZY309M5G/dlyZuzs5k2zUbrGGO8Z926dUyfPp0N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\nIiIiIiIiGaUOn4iIiIiISEb9P/c6OSJ0tHkcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d7dc0d0>"
      ]
     },
     "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": [
    "## MovieLens 1M\n",
    "\n",
    "http://grouplens.org/datasets/movielens/\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "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)\n",
    "\n",
    "rnames = ['user_id', 'movie_id', 'rating', 'timestamp']\n",
    "ratings = pd.read_table('data/ml-1m/ratings.dat', sep='::', header=None, names=rnames)\n",
    "\n",
    "mnames = ['movie_id', 'title', 'genres']\n",
    "movies = pd.read_table('data/ml-1m/movies.dat', sep='::', header=None, names=mnames)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#users\n",
    "\n",
    "ratings\n",
    "#movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = pd.merge(pd.merge(ratings, users), movies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user_id              1\n",
       "movie_id           914\n",
       "rating               3\n",
       "timestamp    978301968\n",
       "Name: 2, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings.ix[2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "  \"signature_scheme\": \"hmac-sha256\", \n",
      "  \"shell_port\": 62527, \n",
      "  \"iopub_port\": 62528, \n",
      "  \"ip\": \"127.0.0.1\", \n",
      "  \"stdin_port\": 62529, \n",
      "  \"key\": \"f2298669-cdcf-4427-a089-247569964e05\", \n",
      "  \"control_port\": 62530, \n",
      "  \"transport\": \"tcp\", \n",
      "  \"hb_port\": 62531\n",
      "}\n",
      "\n",
      "Paste the above JSON into a file, and connect with:\n",
      "    $> ipython <app> --existing <file>\n",
      "or, if you are local, you can connect with just:\n",
      "    $> ipython <app> --existing /Users/cemgil/Library/Jupyter/runtime/kernel-820df23c-ca44-482c-96f6-4ecece2e3e6a.json \n",
      "or even just:\n",
      "    $> ipython <app> --existing \n",
      "if this is the most recent IPython session you have started.\n"
     ]
    }
   ],
   "source": [
    "%connect_info"
   ]
  }
 ],
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