DS200_Module4.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "80a10406",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import scipy.optimize as sco\n",
    "import scipy.stats as scs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "17c12eed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING *** OLE2 inconsistency: SSCS size is 0 but SSAT size is non-zero\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_excel('./datasets/industry.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a77074e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State/UT</th>\n",
       "      <th>Rural Own Account Enterprises</th>\n",
       "      <th>Rural Establishment</th>\n",
       "      <th>All Rural</th>\n",
       "      <th>Urban Own Account Enterprises</th>\n",
       "      <th>Urban Establishment</th>\n",
       "      <th>All Urban</th>\n",
       "      <th>Rural Own Account Enterprises + Urban Own Account Enterprises</th>\n",
       "      <th>Rural Establishment + Urban Establishment</th>\n",
       "      <th>All Rural + All Urban</th>\n",
       "      <th>% Share</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Uttar Pradesh</td>\n",
       "      <td>4448590</td>\n",
       "      <td>276634</td>\n",
       "      <td>4725225</td>\n",
       "      <td>3000750</td>\n",
       "      <td>657494</td>\n",
       "      <td>3658245</td>\n",
       "      <td>7449340</td>\n",
       "      <td>934129</td>\n",
       "      <td>8383469</td>\n",
       "      <td>14.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>West Bengal</td>\n",
       "      <td>4419182</td>\n",
       "      <td>296942</td>\n",
       "      <td>4716124</td>\n",
       "      <td>1990990</td>\n",
       "      <td>580888</td>\n",
       "      <td>2571878</td>\n",
       "      <td>6410173</td>\n",
       "      <td>877829</td>\n",
       "      <td>7288001</td>\n",
       "      <td>12.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>3046796</td>\n",
       "      <td>246293</td>\n",
       "      <td>3293090</td>\n",
       "      <td>1830143</td>\n",
       "      <td>476979</td>\n",
       "      <td>2307121</td>\n",
       "      <td>4876939</td>\n",
       "      <td>723273</td>\n",
       "      <td>5600211</td>\n",
       "      <td>9.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>1780248</td>\n",
       "      <td>145686</td>\n",
       "      <td>1925935</td>\n",
       "      <td>2427433</td>\n",
       "      <td>803110</td>\n",
       "      <td>3230544</td>\n",
       "      <td>4207682</td>\n",
       "      <td>948797</td>\n",
       "      <td>5156479</td>\n",
       "      <td>8.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Tamil Nadu</td>\n",
       "      <td>1441566</td>\n",
       "      <td>232127</td>\n",
       "      <td>1673693</td>\n",
       "      <td>2073604</td>\n",
       "      <td>719727</td>\n",
       "      <td>2793331</td>\n",
       "      <td>3515171</td>\n",
       "      <td>951854</td>\n",
       "      <td>4467024</td>\n",
       "      <td>7.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Gujarat</td>\n",
       "      <td>831929</td>\n",
       "      <td>96866</td>\n",
       "      <td>928795</td>\n",
       "      <td>2241038</td>\n",
       "      <td>465257</td>\n",
       "      <td>2706296</td>\n",
       "      <td>3072967</td>\n",
       "      <td>562125</td>\n",
       "      <td>3635091</td>\n",
       "      <td>6.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Karnataka</td>\n",
       "      <td>1322446</td>\n",
       "      <td>89202</td>\n",
       "      <td>1411647</td>\n",
       "      <td>978803</td>\n",
       "      <td>420797</td>\n",
       "      <td>1399599</td>\n",
       "      <td>2301248</td>\n",
       "      <td>509999</td>\n",
       "      <td>2811247</td>\n",
       "      <td>4.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Madhya Pradesh</td>\n",
       "      <td>1238465</td>\n",
       "      <td>90610</td>\n",
       "      <td>1329075</td>\n",
       "      <td>1063680</td>\n",
       "      <td>201645</td>\n",
       "      <td>1265325</td>\n",
       "      <td>2302146</td>\n",
       "      <td>292255</td>\n",
       "      <td>2594400</td>\n",
       "      <td>4.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Odisha</td>\n",
       "      <td>1858503</td>\n",
       "      <td>127780</td>\n",
       "      <td>1986284</td>\n",
       "      <td>367679</td>\n",
       "      <td>90854</td>\n",
       "      <td>458533</td>\n",
       "      <td>2226182</td>\n",
       "      <td>218634</td>\n",
       "      <td>2444818</td>\n",
       "      <td>4.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bihar</td>\n",
       "      <td>1715471</td>\n",
       "      <td>99818</td>\n",
       "      <td>1815288</td>\n",
       "      <td>396286</td>\n",
       "      <td>97032</td>\n",
       "      <td>493317</td>\n",
       "      <td>2111758</td>\n",
       "      <td>196850</td>\n",
       "      <td>2308608</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Rajasthan</td>\n",
       "      <td>990745</td>\n",
       "      <td>109258</td>\n",
       "      <td>1100002</td>\n",
       "      <td>830995</td>\n",
       "      <td>211438</td>\n",
       "      <td>1042433</td>\n",
       "      <td>1821740</td>\n",
       "      <td>320695</td>\n",
       "      <td>2142435</td>\n",
       "      <td>3.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Kerala</td>\n",
       "      <td>957194</td>\n",
       "      <td>226212</td>\n",
       "      <td>1183404</td>\n",
       "      <td>455876</td>\n",
       "      <td>223006</td>\n",
       "      <td>678882</td>\n",
       "      <td>1413068</td>\n",
       "      <td>449218</td>\n",
       "      <td>1862286</td>\n",
       "      <td>3.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Punjab</td>\n",
       "      <td>477700</td>\n",
       "      <td>84083</td>\n",
       "      <td>561783</td>\n",
       "      <td>662979</td>\n",
       "      <td>218270</td>\n",
       "      <td>881249</td>\n",
       "      <td>1140678</td>\n",
       "      <td>302353</td>\n",
       "      <td>1443030</td>\n",
       "      <td>2.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Jharkhand</td>\n",
       "      <td>817730</td>\n",
       "      <td>71992</td>\n",
       "      <td>889722</td>\n",
       "      <td>242985</td>\n",
       "      <td>61702</td>\n",
       "      <td>304686</td>\n",
       "      <td>1060715</td>\n",
       "      <td>133694</td>\n",
       "      <td>1194408</td>\n",
       "      <td>2.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Assam</td>\n",
       "      <td>798820</td>\n",
       "      <td>126176</td>\n",
       "      <td>924996</td>\n",
       "      <td>142951</td>\n",
       "      <td>83119</td>\n",
       "      <td>226070</td>\n",
       "      <td>941770</td>\n",
       "      <td>209295</td>\n",
       "      <td>1151065</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Delhi</td>\n",
       "      <td>19741</td>\n",
       "      <td>8022</td>\n",
       "      <td>27764</td>\n",
       "      <td>599639</td>\n",
       "      <td>496690</td>\n",
       "      <td>1096328</td>\n",
       "      <td>619380</td>\n",
       "      <td>504712</td>\n",
       "      <td>1124091</td>\n",
       "      <td>1.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Haryana</td>\n",
       "      <td>377514</td>\n",
       "      <td>58539</td>\n",
       "      <td>436054</td>\n",
       "      <td>481177</td>\n",
       "      <td>139501</td>\n",
       "      <td>620678</td>\n",
       "      <td>858693</td>\n",
       "      <td>198040</td>\n",
       "      <td>1056732</td>\n",
       "      <td>1.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Chhattisgarh</td>\n",
       "      <td>385137</td>\n",
       "      <td>32446</td>\n",
       "      <td>417583</td>\n",
       "      <td>177356</td>\n",
       "      <td>81424</td>\n",
       "      <td>258780</td>\n",
       "      <td>562495</td>\n",
       "      <td>113869</td>\n",
       "      <td>676364</td>\n",
       "      <td>1.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Jammu &amp; Kashmir</td>\n",
       "      <td>291164</td>\n",
       "      <td>60038</td>\n",
       "      <td>351202</td>\n",
       "      <td>196042</td>\n",
       "      <td>50586</td>\n",
       "      <td>246628</td>\n",
       "      <td>487206</td>\n",
       "      <td>110624</td>\n",
       "      <td>597830</td>\n",
       "      <td>1.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Uttaranchal</td>\n",
       "      <td>245708</td>\n",
       "      <td>47622</td>\n",
       "      <td>293329</td>\n",
       "      <td>115730</td>\n",
       "      <td>56015</td>\n",
       "      <td>171745</td>\n",
       "      <td>361438</td>\n",
       "      <td>103637</td>\n",
       "      <td>465075</td>\n",
       "      <td>0.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Tripura</td>\n",
       "      <td>313277</td>\n",
       "      <td>39246</td>\n",
       "      <td>352524</td>\n",
       "      <td>40359</td>\n",
       "      <td>5380</td>\n",
       "      <td>45739</td>\n",
       "      <td>353637</td>\n",
       "      <td>44626</td>\n",
       "      <td>398263</td>\n",
       "      <td>0.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Himachal Pradesh</td>\n",
       "      <td>240988</td>\n",
       "      <td>37858</td>\n",
       "      <td>278847</td>\n",
       "      <td>50762</td>\n",
       "      <td>20138</td>\n",
       "      <td>70899</td>\n",
       "      <td>291750</td>\n",
       "      <td>57996</td>\n",
       "      <td>349745</td>\n",
       "      <td>0.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Manipur</td>\n",
       "      <td>71210</td>\n",
       "      <td>2324</td>\n",
       "      <td>73532</td>\n",
       "      <td>46274</td>\n",
       "      <td>4023</td>\n",
       "      <td>50296</td>\n",
       "      <td>117483</td>\n",
       "      <td>6346</td>\n",
       "      <td>123829</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Meghalaya</td>\n",
       "      <td>61756</td>\n",
       "      <td>19987</td>\n",
       "      <td>81743</td>\n",
       "      <td>9533</td>\n",
       "      <td>6264</td>\n",
       "      <td>15798</td>\n",
       "      <td>71289</td>\n",
       "      <td>26252</td>\n",
       "      <td>97541</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Puducherry</td>\n",
       "      <td>6854</td>\n",
       "      <td>1572</td>\n",
       "      <td>8426</td>\n",
       "      <td>38804</td>\n",
       "      <td>12931</td>\n",
       "      <td>51735</td>\n",
       "      <td>45659</td>\n",
       "      <td>14502</td>\n",
       "      <td>60161</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>4257</td>\n",
       "      <td>955</td>\n",
       "      <td>5212</td>\n",
       "      <td>44526</td>\n",
       "      <td>5708</td>\n",
       "      <td>50235</td>\n",
       "      <td>48784</td>\n",
       "      <td>6663</td>\n",
       "      <td>55446</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Goa</td>\n",
       "      <td>20482</td>\n",
       "      <td>6106</td>\n",
       "      <td>26588</td>\n",
       "      <td>15132</td>\n",
       "      <td>12555</td>\n",
       "      <td>27688</td>\n",
       "      <td>35614</td>\n",
       "      <td>18662</td>\n",
       "      <td>54276</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Nagaland</td>\n",
       "      <td>15828</td>\n",
       "      <td>2276</td>\n",
       "      <td>18103</td>\n",
       "      <td>7801</td>\n",
       "      <td>1864</td>\n",
       "      <td>9666</td>\n",
       "      <td>23628</td>\n",
       "      <td>4141</td>\n",
       "      <td>27769</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Sikkim</td>\n",
       "      <td>14259</td>\n",
       "      <td>1745</td>\n",
       "      <td>16006</td>\n",
       "      <td>9065</td>\n",
       "      <td>2035</td>\n",
       "      <td>11100</td>\n",
       "      <td>23325</td>\n",
       "      <td>3781</td>\n",
       "      <td>27105</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Arunachal Pradesh</td>\n",
       "      <td>10436</td>\n",
       "      <td>1331</td>\n",
       "      <td>11767</td>\n",
       "      <td>6724</td>\n",
       "      <td>3048</td>\n",
       "      <td>9772</td>\n",
       "      <td>17160</td>\n",
       "      <td>4378</td>\n",
       "      <td>21538</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Mizoram</td>\n",
       "      <td>7112</td>\n",
       "      <td>677</td>\n",
       "      <td>7788</td>\n",
       "      <td>9543</td>\n",
       "      <td>3309</td>\n",
       "      <td>12851</td>\n",
       "      <td>16655</td>\n",
       "      <td>3985</td>\n",
       "      <td>20640</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>A &amp; N. Islands</td>\n",
       "      <td>7024</td>\n",
       "      <td>998</td>\n",
       "      <td>8020</td>\n",
       "      <td>4179</td>\n",
       "      <td>2426</td>\n",
       "      <td>6605</td>\n",
       "      <td>11203</td>\n",
       "      <td>3424</td>\n",
       "      <td>14626</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Dadra &amp; Nagar Haveli</td>\n",
       "      <td>4209</td>\n",
       "      <td>1873</td>\n",
       "      <td>6081</td>\n",
       "      <td>1778</td>\n",
       "      <td>1461</td>\n",
       "      <td>3237</td>\n",
       "      <td>5985</td>\n",
       "      <td>3333</td>\n",
       "      <td>9319</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Daman &amp; Diu</td>\n",
       "      <td>2713</td>\n",
       "      <td>1602</td>\n",
       "      <td>4316</td>\n",
       "      <td>3266</td>\n",
       "      <td>931</td>\n",
       "      <td>4197</td>\n",
       "      <td>5980</td>\n",
       "      <td>2534</td>\n",
       "      <td>8513</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Lakshadweep</td>\n",
       "      <td>958</td>\n",
       "      <td>180</td>\n",
       "      <td>1140</td>\n",
       "      <td>589</td>\n",
       "      <td>137</td>\n",
       "      <td>726</td>\n",
       "      <td>1549</td>\n",
       "      <td>317</td>\n",
       "      <td>1865</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>All India</td>\n",
       "      <td>28246017</td>\n",
       "      <td>2645076</td>\n",
       "      <td>30891094</td>\n",
       "      <td>20564470</td>\n",
       "      <td>6217742</td>\n",
       "      <td>26782213</td>\n",
       "      <td>48810487</td>\n",
       "      <td>8862818</td>\n",
       "      <td>57673305</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                State/UT  Rural Own Account Enterprises  Rural Establishment  \\\n",
       "0          Uttar Pradesh                        4448590               276634   \n",
       "1            West Bengal                        4419182               296942   \n",
       "2         Andhra Pradesh                        3046796               246293   \n",
       "3            Maharashtra                        1780248               145686   \n",
       "4             Tamil Nadu                        1441566               232127   \n",
       "5                Gujarat                         831929                96866   \n",
       "6              Karnataka                        1322446                89202   \n",
       "7         Madhya Pradesh                        1238465                90610   \n",
       "8                 Odisha                        1858503               127780   \n",
       "9                  Bihar                        1715471                99818   \n",
       "10             Rajasthan                         990745               109258   \n",
       "11                Kerala                         957194               226212   \n",
       "12                Punjab                         477700                84083   \n",
       "13             Jharkhand                         817730                71992   \n",
       "14                 Assam                         798820               126176   \n",
       "15                 Delhi                          19741                 8022   \n",
       "16               Haryana                         377514                58539   \n",
       "17          Chhattisgarh                         385137                32446   \n",
       "18       Jammu & Kashmir                         291164                60038   \n",
       "19           Uttaranchal                         245708                47622   \n",
       "20               Tripura                         313277                39246   \n",
       "21      Himachal Pradesh                         240988                37858   \n",
       "22               Manipur                          71210                 2324   \n",
       "23             Meghalaya                          61756                19987   \n",
       "24            Puducherry                           6854                 1572   \n",
       "25            Chandigarh                           4257                  955   \n",
       "26                   Goa                          20482                 6106   \n",
       "27              Nagaland                          15828                 2276   \n",
       "28                Sikkim                          14259                 1745   \n",
       "29     Arunachal Pradesh                          10436                 1331   \n",
       "30               Mizoram                           7112                  677   \n",
       "31        A & N. Islands                           7024                  998   \n",
       "32  Dadra & Nagar Haveli                           4209                 1873   \n",
       "33           Daman & Diu                           2713                 1602   \n",
       "34           Lakshadweep                            958                  180   \n",
       "35             All India                       28246017              2645076   \n",
       "\n",
       "    All Rural  Urban Own Account Enterprises  Urban Establishment  All Urban  \\\n",
       "0     4725225                        3000750               657494    3658245   \n",
       "1     4716124                        1990990               580888    2571878   \n",
       "2     3293090                        1830143               476979    2307121   \n",
       "3     1925935                        2427433               803110    3230544   \n",
       "4     1673693                        2073604               719727    2793331   \n",
       "5      928795                        2241038               465257    2706296   \n",
       "6     1411647                         978803               420797    1399599   \n",
       "7     1329075                        1063680               201645    1265325   \n",
       "8     1986284                         367679                90854     458533   \n",
       "9     1815288                         396286                97032     493317   \n",
       "10    1100002                         830995               211438    1042433   \n",
       "11    1183404                         455876               223006     678882   \n",
       "12     561783                         662979               218270     881249   \n",
       "13     889722                         242985                61702     304686   \n",
       "14     924996                         142951                83119     226070   \n",
       "15      27764                         599639               496690    1096328   \n",
       "16     436054                         481177               139501     620678   \n",
       "17     417583                         177356                81424     258780   \n",
       "18     351202                         196042                50586     246628   \n",
       "19     293329                         115730                56015     171745   \n",
       "20     352524                          40359                 5380      45739   \n",
       "21     278847                          50762                20138      70899   \n",
       "22      73532                          46274                 4023      50296   \n",
       "23      81743                           9533                 6264      15798   \n",
       "24       8426                          38804                12931      51735   \n",
       "25       5212                          44526                 5708      50235   \n",
       "26      26588                          15132                12555      27688   \n",
       "27      18103                           7801                 1864       9666   \n",
       "28      16006                           9065                 2035      11100   \n",
       "29      11767                           6724                 3048       9772   \n",
       "30       7788                           9543                 3309      12851   \n",
       "31       8020                           4179                 2426       6605   \n",
       "32       6081                           1778                 1461       3237   \n",
       "33       4316                           3266                  931       4197   \n",
       "34       1140                            589                  137        726   \n",
       "35   30891094                       20564470              6217742   26782213   \n",
       "\n",
       "    Rural Own Account Enterprises + Urban Own Account Enterprises  \\\n",
       "0                                             7449340               \n",
       "1                                             6410173               \n",
       "2                                             4876939               \n",
       "3                                             4207682               \n",
       "4                                             3515171               \n",
       "5                                             3072967               \n",
       "6                                             2301248               \n",
       "7                                             2302146               \n",
       "8                                             2226182               \n",
       "9                                             2111758               \n",
       "10                                            1821740               \n",
       "11                                            1413068               \n",
       "12                                            1140678               \n",
       "13                                            1060715               \n",
       "14                                             941770               \n",
       "15                                             619380               \n",
       "16                                             858693               \n",
       "17                                             562495               \n",
       "18                                             487206               \n",
       "19                                             361438               \n",
       "20                                             353637               \n",
       "21                                             291750               \n",
       "22                                             117483               \n",
       "23                                              71289               \n",
       "24                                              45659               \n",
       "25                                              48784               \n",
       "26                                              35614               \n",
       "27                                              23628               \n",
       "28                                              23325               \n",
       "29                                              17160               \n",
       "30                                              16655               \n",
       "31                                              11203               \n",
       "32                                               5985               \n",
       "33                                               5980               \n",
       "34                                               1549               \n",
       "35                                           48810487               \n",
       "\n",
       "    Rural Establishment + Urban Establishment  All Rural + All Urban  % Share  \n",
       "0                                      934129                8383469    14.54  \n",
       "1                                      877829                7288001    12.64  \n",
       "2                                      723273                5600211     9.71  \n",
       "3                                      948797                5156479     8.94  \n",
       "4                                      951854                4467024     7.75  \n",
       "5                                      562125                3635091     6.30  \n",
       "6                                      509999                2811247     4.87  \n",
       "7                                      292255                2594400     4.50  \n",
       "8                                      218634                2444818     4.24  \n",
       "9                                      196850                2308608     4.00  \n",
       "10                                     320695                2142435     3.71  \n",
       "11                                     449218                1862286     3.23  \n",
       "12                                     302353                1443030     2.50  \n",
       "13                                     133694                1194408     2.07  \n",
       "14                                     209295                1151065     2.00  \n",
       "15                                     504712                1124091     1.95  \n",
       "16                                     198040                1056732     1.83  \n",
       "17                                     113869                 676364     1.17  \n",
       "18                                     110624                 597830     1.04  \n",
       "19                                     103637                 465075     0.81  \n",
       "20                                      44626                 398263     0.69  \n",
       "21                                      57996                 349745     0.61  \n",
       "22                                       6346                 123829     0.21  \n",
       "23                                      26252                  97541     0.17  \n",
       "24                                      14502                  60161     0.10  \n",
       "25                                       6663                  55446     0.10  \n",
       "26                                      18662                  54276     0.09  \n",
       "27                                       4141                  27769     0.05  \n",
       "28                                       3781                  27105     0.05  \n",
       "29                                       4378                  21538     0.04  \n",
       "30                                       3985                  20640     0.04  \n",
       "31                                       3424                  14626     0.03  \n",
       "32                                       3333                   9319     0.02  \n",
       "33                                       2534                   8513     0.01  \n",
       "34                                        317                   1865     0.00  \n",
       "35                                    8862818               57673305   100.00  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0209fb74",
   "metadata": {},
   "outputs": [],
   "source": [
    "#-------------------------DATA FOR SCATTERPLOT----------------------------#\n",
    "all_r = np.array(df.iloc[:,3][:-1])\n",
    "all_u = np.array(df.iloc[:,6][:-1])\n",
    "log_r = np.log(all_r)\n",
    "log_u = np.log(all_u)\n",
    "\n",
    "reg=scs.linregress(log_r, log_u)\n",
    "a=reg.slope\n",
    "b=reg.intercept\n",
    "fit_u=np.exp(b)*np.power(all_r,a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "380ebc41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#--------------------------------SCATTERPLOT--------------------------------#\n",
    "\n",
    "plt.rcParams.update({'lines.linewidth':0.75})\n",
    "plt.rcParams.update({'font.size': 12})\n",
    "fig, axes =plt.subplots(figsize=(6,4))\n",
    "\n",
    "\n",
    "plt.subplot(1,1,1)\n",
    "plt.title(\"Relation between rural and urban UIs\")\n",
    "\n",
    "plt.rcParams.update({'font.size': 10})\n",
    "plt.grid(which='major')\n",
    "plt.minorticks_on()\n",
    "plt.grid(which='minor', alpha=0.2)\n",
    "plt.scatter(all_r, all_u, marker = 'o', color='g',alpha=0.5, label='States')\n",
    "plt.plot(all_r, fit_u, 'b', label='Best Fit($R^2$={:.2f})'.format(reg.rvalue))\n",
    "plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "\n",
    "\n",
    "plt.xlabel(\"No. of rural industrial units\")\n",
    "plt.ylabel(\"No. of urban industrial units\")\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.savefig('scatterplot.jpg')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cf5d67fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "#---------------------------DATA FOR BAR GRAPH--------------------------------#\n",
    "states = np.array(df.iloc[:,0][:-1])\n",
    "n = states.shape[0]\n",
    "width = 0.35\n",
    "index = np.arange(n)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f4401417",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#--------------------------------BAR GRAPH--------------------------------#\n",
    "plt.rcParams.update({'lines.linewidth':1})\n",
    "fig, axes =plt.subplots(figsize=(10,6))\n",
    "plt.rcParams.update({'font.size': 10})\n",
    "plt.subplot(1,1,1)\n",
    "\n",
    "p1 = plt.bar(index-width/2, all_r,width, label='Rural')\n",
    "p2 = plt.bar(index+width/2, all_u,width, label='Urban')\n",
    "\n",
    "plt.xticks(index,states,rotation=90,fontsize=10)\n",
    "plt.grid(which='major', alpha=0.75)\n",
    "plt.minorticks_on()\n",
    "plt.grid(which='minor', alpha=0.2)\n",
    "plt.yscale('log')\n",
    "\n",
    "plt.rcParams.update({'font.size': 12})\n",
    "plt.xlabel(\"State\", fontsize=12)\n",
    "plt.ylabel(\"Number of industrial units\", fontsize=12)\n",
    "plt.legend()\n",
    "plt.title(\"Distribution of unincorporated industries across states\")\n",
    "plt.tight_layout()\n",
    "plt.savefig('bargraph.jpg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8fc94d25",
   "metadata": {},
   "outputs": [],
   "source": [
    "#---------------------------DATA FOR BOX PLOT---------------------------#\n",
    "state_total = np.array(df.iloc[:,-2][:-1])\n",
    "r_owa = np.array(df.iloc[:,1][:-1])/state_total\n",
    "r_e = np.array(df.iloc[:,2][:-1])/state_total\n",
    "u_owa = np.array(df.iloc[:,4][:-1])/state_total\n",
    "u_e = np.array(df.iloc[:,5][:-1])/state_total\n",
    "\n",
    "\n",
    "boxdat = np.zeros((r_owa.shape[0],4))\n",
    "boxdat[:,0] = r_owa\n",
    "boxdat[:,1] = r_e\n",
    "boxdat[:,2] = u_owa\n",
    "boxdat[:,3] = u_e\n",
    "boxdat = boxdat*100\n",
    "xlabs = [\"Rural_OAE\",\"Rural_E\",\"Urban_OAE\", \"Urban_E\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c3d8ebe0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#--------------------------------BOX PLOT--------------------------------#\n",
    "plt.rcParams.update({'lines.linewidth':1})\n",
    "fig, axes =plt.subplots(figsize=(6,6))\n",
    "\n",
    "plt.rcParams.update({'font.size': 10})\n",
    "plt.subplot(1,1,1)\n",
    "plt.title(\"Distribution of unincorporated industries by ownership\", fontsize=12)\n",
    "plt.xlabel(\"Type of industrial unit\", fontsize=12)\n",
    "plt.ylabel(\"Percentage of total unincorporated industrial units\", fontsize=12)\n",
    "plt.grid(which='major', alpha=0.75)\n",
    "plt.minorticks_on()\n",
    "#plt.grid(which='minor', alpha=0.2)\n",
    "\n",
    "plt.boxplot(boxdat, whiskerprops={'color' : 'tab:blue'}, patch_artist=True)\n",
    "\n",
    "plt.xticks([1,2,3,4],xlabs)\n",
    "plt.tight_layout()\n",
    "plt.savefig('boxplot.jpg')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8cfa192d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}