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@animesh
Created June 5, 2024 11:33
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python [default]",
"language": "python",
"name": "python3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/animesh/dcfd9c397c11b7f88f2b3eed046222f4/elect.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"metadata": {
"id": "3QfApjCb6ZWt"
},
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import requests\n",
"import json\n",
"from bs4 import BeautifulSoup"
],
"execution_count": null,
"outputs": []
},
{
"metadata": {
"id": "ICudJRpZ6ZW5",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "a2d14d70-20e9-4c9f-d940-d9dd38c14c59",
"collapsed": true
},
"cell_type": "code",
"source": [
"URLC = \"https://results.eci.gov.in/PcResultGenJune2024/partywisewinresultState-742.htm\"\n",
"resC = requests.get(URLC)\n",
"soupC = BeautifulSoup(resC.content, 'html.parser')\n",
"tablesC = soupC.find_all('table')\n",
"tableC = tablesC[0]\n",
"print(str(tableC))"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<table class=\"table table-striped table-bordered\">\n",
"<thead>\n",
"<tr>\n",
"<th style=\"text-align: left;\">S.No </th>\n",
"<th style=\"text-align: left;\">Parliament Constituency </th>\n",
"<th style=\"text-align: left;\">Winning Candidate </th>\n",
"<th style=\"text-align: left;\">Total Votes</th>\n",
"<th style=\"text-align: left;\">Margin</th>\n",
"</tr>\n",
"</thead>\n",
"<tbody>\n",
"<tr>\n",
"<td align=\"center\">1</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S032.htm\">Dhubri (2)</a></td>\n",
"<td align=\"left\">RAKIBUL HUSSAIN</td>\n",
"<td align=\"right\">1471885</td>\n",
"<td align=\"right\">1012476</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">2</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S039.htm\">Nagaon(9)</a></td>\n",
"<td align=\"left\">PRADYUT BORDOLOI</td>\n",
"<td align=\"right\">788850</td>\n",
"<td align=\"right\">212231</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">3</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S0314.htm\">Jorhat(14)</a></td>\n",
"<td align=\"left\">GAURAV GOGOI</td>\n",
"<td align=\"right\">751771</td>\n",
"<td align=\"right\">144393</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">4</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S0410.htm\">Kishanganj(10)</a></td>\n",
"<td align=\"left\">MOHAMMAD JAWED</td>\n",
"<td align=\"right\">402850</td>\n",
"<td align=\"right\">59692</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">5</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S0411.htm\">Katihar(11)</a></td>\n",
"<td align=\"left\">TARIQ ANWAR</td>\n",
"<td align=\"right\">567092</td>\n",
"<td align=\"right\">49863</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">6</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S0434.htm\">Sasaram(34)</a></td>\n",
"<td align=\"left\">MANOJ KUMAR</td>\n",
"<td align=\"right\">513004</td>\n",
"<td align=\"right\">19157</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">7</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S052.htm\">South Goa(2)</a></td>\n",
"<td align=\"left\">CAPTAIN VIRIATO FERNANDES</td>\n",
"<td align=\"right\">217836</td>\n",
"<td align=\"right\">13535</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">8</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S062.htm\">Banaskantha(2)</a></td>\n",
"<td align=\"left\">GENIBEN NAGAJI THAKOR</td>\n",
"<td align=\"right\">671883</td>\n",
"<td align=\"right\">30406</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">9</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S071.htm\">AMBALA(1)</a></td>\n",
"<td align=\"left\">VARUN CHAUDHRY</td>\n",
"<td align=\"right\">663657</td>\n",
"<td align=\"right\">49036</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">10</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S073.htm\">SIRSA(3)</a></td>\n",
"<td align=\"left\">SELJA</td>\n",
"<td align=\"right\">733823</td>\n",
"<td align=\"right\">268497</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">11</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S074.htm\">HISAR(4)</a></td>\n",
"<td align=\"left\">JAI PARKASH (J P) S/O HARIKESH</td>\n",
"<td align=\"right\">570424</td>\n",
"<td align=\"right\">63381</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">12</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S076.htm\">SONIPAT(6)</a></td>\n",
"<td align=\"left\">SATPAL BRAHAMCHARI</td>\n",
"<td align=\"right\">548682</td>\n",
"<td align=\"right\">21816</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">13</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S077.htm\">ROHTAK(7)</a></td>\n",
"<td align=\"left\">DEEPENDER SINGH HOODA</td>\n",
"<td align=\"right\">783578</td>\n",
"<td align=\"right\">345298</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">14</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S101.htm\">Chikkodi(1)</a></td>\n",
"<td align=\"left\">PRIYANKA SATISH JARKIHOLI</td>\n",
"<td align=\"right\">713461</td>\n",
"<td align=\"right\">90834</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">15</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S105.htm\">Gulbarga(5)</a></td>\n",
"<td align=\"left\">RADHAKRISHNA</td>\n",
"<td align=\"right\">652321</td>\n",
"<td align=\"right\">27205</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">16</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S106.htm\">Raichur(6)</a></td>\n",
"<td align=\"left\">G. KUMAR NAIK.</td>\n",
"<td align=\"right\">670966</td>\n",
"<td align=\"right\">79781</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">17</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S107.htm\">Bidar(7)</a></td>\n",
"<td align=\"left\">SAGAR ESHWAR KHANDRE</td>\n",
"<td align=\"right\">666317</td>\n",
"<td align=\"right\">128875</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">18</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S108.htm\">Koppal(8)</a></td>\n",
"<td align=\"left\">K. RAJASHEKAR BASAVARAJ HITNAL</td>\n",
"<td align=\"right\">663511</td>\n",
"<td align=\"right\">46357</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">19</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S109.htm\">Bellary(9)</a></td>\n",
"<td align=\"left\">E. TUKARAM</td>\n",
"<td align=\"right\">730845</td>\n",
"<td align=\"right\">98992</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">20</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1013.htm\">Davanagere(13)</a></td>\n",
"<td align=\"left\">DR. PRABHA MALLIKARJUN</td>\n",
"<td align=\"right\">633059</td>\n",
"<td align=\"right\">26094</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">21</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1016.htm\">Hassan(16)</a></td>\n",
"<td align=\"left\">SHREYAS. M. PATEL</td>\n",
"<td align=\"right\">672988</td>\n",
"<td align=\"right\">42649</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">22</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1022.htm\">Chamarajanagar(22)</a></td>\n",
"<td align=\"left\">SUNIL BOSE</td>\n",
"<td align=\"right\">751671</td>\n",
"<td align=\"right\">188706</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">23</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S111.htm\">Kasaragod(1)</a></td>\n",
"<td align=\"left\">RAJMOHAN UNNITHAN</td>\n",
"<td align=\"right\">490659</td>\n",
"<td align=\"right\">100649</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">24</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S112.htm\">Kannur(2)</a></td>\n",
"<td align=\"left\">K. SUDHAKARAN</td>\n",
"<td align=\"right\">518524</td>\n",
"<td align=\"right\">108982</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">25</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S113.htm\">Vadakara(3)</a></td>\n",
"<td align=\"left\">SHAFI PARAMBIL</td>\n",
"<td align=\"right\">557528</td>\n",
"<td align=\"right\">114506</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">26</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S114.htm\">Wayanad(4)</a></td>\n",
"<td align=\"left\">RAHUL GANDHI</td>\n",
"<td align=\"right\">647445</td>\n",
"<td align=\"right\">364422</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">27</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S115.htm\">Kozhikode(5)</a></td>\n",
"<td align=\"left\">M. K. RAGHAVAN</td>\n",
"<td align=\"right\">520421</td>\n",
"<td align=\"right\">146176</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">28</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S118.htm\">Palakkad(8)</a></td>\n",
"<td align=\"left\">V K SREEKANDAN</td>\n",
"<td align=\"right\">421169</td>\n",
"<td align=\"right\">75283</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">29</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1111.htm\">Chalakudy(11)</a></td>\n",
"<td align=\"left\">BENNY BEHANAN</td>\n",
"<td align=\"right\">394171</td>\n",
"<td align=\"right\">63754</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">30</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1112.htm\">Ernakulam(12)</a></td>\n",
"<td align=\"left\">HIBI EDEN</td>\n",
"<td align=\"right\">482317</td>\n",
"<td align=\"right\">250385</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">31</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1113.htm\">Idukki(13)</a></td>\n",
"<td align=\"left\">ADV. DEAN KURIAKOSE</td>\n",
"<td align=\"right\">432372</td>\n",
"<td align=\"right\">133727</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">32</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1115.htm\">Alappuzha(15)</a></td>\n",
"<td align=\"left\">K. C VENUGOPAL</td>\n",
"<td align=\"right\">404560</td>\n",
"<td align=\"right\">63513</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">33</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1116.htm\">Mavelikkara (16)</a></td>\n",
"<td align=\"left\">KODIKUNNIL SURESH</td>\n",
"<td align=\"right\">369516</td>\n",
"<td align=\"right\">10868</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">34</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1117.htm\">Pathanamthitta(17)</a></td>\n",
"<td align=\"left\">ANTO ANTONY</td>\n",
"<td align=\"right\">367623</td>\n",
"<td align=\"right\">66119</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">35</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1119.htm\">Attingal(19)</a></td>\n",
"<td align=\"left\">ADV ADOOR PRAKASH</td>\n",
"<td align=\"right\">328051</td>\n",
"<td align=\"right\">684</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">36</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1120.htm\">Thiruvananthapuram(20)</a></td>\n",
"<td align=\"left\">SHASHI THAROOR</td>\n",
"<td align=\"right\">358155</td>\n",
"<td align=\"right\">16077</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">37</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S131.htm\">Nandurbar(1)</a></td>\n",
"<td align=\"left\">ADV GOWAAL KAGADA PADAVI</td>\n",
"<td align=\"right\">745998</td>\n",
"<td align=\"right\">159120</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">38</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S132.htm\">Dhule(2)</a></td>\n",
"<td align=\"left\">BACHHAV SHOBHA DINESH</td>\n",
"<td align=\"right\">583866</td>\n",
"<td align=\"right\">3831</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">39</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S137.htm\">Amravati (7)</a></td>\n",
"<td align=\"left\">BALWANT BASWANT WANKHADE</td>\n",
"<td align=\"right\">526271</td>\n",
"<td align=\"right\">19731</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">40</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S139.htm\">Ramtek (9)</a></td>\n",
"<td align=\"left\">Shyamkumar (Babalu) Daulat Barve</td>\n",
"<td align=\"right\">613025</td>\n",
"<td align=\"right\">76768</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">41</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1311.htm\">Bhandara Gondiya(11)</a></td>\n",
"<td align=\"left\">DR. PRASHANT YADAORAO PADOLE</td>\n",
"<td align=\"right\">587413</td>\n",
"<td align=\"right\">37380</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">42</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1312.htm\">Gadchiroli - Chimur(12)</a></td>\n",
"<td align=\"left\">DR. KIRSAN NAMDEO</td>\n",
"<td align=\"right\">617792</td>\n",
"<td align=\"right\">141696</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">43</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1313.htm\">Chandrapur(13)</a></td>\n",
"<td align=\"left\">DHANORKAR PRATIBHA SURESH ALIAS BALUBHAU</td>\n",
"<td align=\"right\">718410</td>\n",
"<td align=\"right\">260406</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">44</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1316.htm\">Nanded(16)</a></td>\n",
"<td align=\"left\">CHAVAN VASANTRAO BALWANTRAO</td>\n",
"<td align=\"right\">528894</td>\n",
"<td align=\"right\">59442</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">45</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1318.htm\">Jalna(18)</a></td>\n",
"<td align=\"left\">KALYAN VAIJINATHRAO KALE</td>\n",
"<td align=\"right\">607897</td>\n",
"<td align=\"right\">109958</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">46</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1329.htm\">Mumbai North Central(29)</a></td>\n",
"<td align=\"left\">GAIKWAD VARSHA EKNATH</td>\n",
"<td align=\"right\">445545</td>\n",
"<td align=\"right\">16514</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">47</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1341.htm\">Latur (41)</a></td>\n",
"<td align=\"left\">DR. KALGE SHIVAJI BANDAPPA</td>\n",
"<td align=\"right\">609021</td>\n",
"<td align=\"right\">61881</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">48</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1342.htm\">Solapur(42)</a></td>\n",
"<td align=\"left\">PRANITI SUSHILKUMAR SHINDE</td>\n",
"<td align=\"right\">620225</td>\n",
"<td align=\"right\">74197</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">49</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1347.htm\">Kolhapur(47)</a></td>\n",
"<td align=\"left\">CHHATRAPATI SHAHU SHAHAJI</td>\n",
"<td align=\"right\">754522</td>\n",
"<td align=\"right\">154964</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">50</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S141.htm\">Inner Manipur(1)</a></td>\n",
"<td align=\"left\">ANGOMCHA BIMOL AKOIJAM</td>\n",
"<td align=\"right\">374017</td>\n",
"<td align=\"right\">109801</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">51</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S142.htm\">Outer Manipur(2)</a></td>\n",
"<td align=\"left\">ALFRED KANNGAM S ARTHUR</td>\n",
"<td align=\"right\">384954</td>\n",
"<td align=\"right\">85418</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">52</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S152.htm\">Tura(2)</a></td>\n",
"<td align=\"left\">SALENG A SANGMA</td>\n",
"<td align=\"right\">383919</td>\n",
"<td align=\"right\">155241</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">53</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S171.htm\">Nagaland(1)</a></td>\n",
"<td align=\"left\">S SUPONGMEREN JAMIR</td>\n",
"<td align=\"right\">401951</td>\n",
"<td align=\"right\">50984</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">54</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1821.htm\">Koraput(21)</a></td>\n",
"<td align=\"left\">SAPTAGIRI SANKAR ULAKA</td>\n",
"<td align=\"right\">471393</td>\n",
"<td align=\"right\">147744</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">55</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S191.htm\">Gurdaspur(1)</a></td>\n",
"<td align=\"left\">SUKHJINDER SINGH RANDHAWA</td>\n",
"<td align=\"right\">364043</td>\n",
"<td align=\"right\">82861</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">56</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S192.htm\">Amritsar(2)</a></td>\n",
"<td align=\"left\">GURJEET SINGH AUJLA</td>\n",
"<td align=\"right\">255181</td>\n",
"<td align=\"right\">40301</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">57</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S194.htm\">Jalandhar(4)</a></td>\n",
"<td align=\"left\">CHARANJIT SINGH CHANNI</td>\n",
"<td align=\"right\">390053</td>\n",
"<td align=\"right\">175993</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">58</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S197.htm\">Ludhiana(7)</a></td>\n",
"<td align=\"left\">AMRINDER SINGH RAJA WARRING</td>\n",
"<td align=\"right\">322224</td>\n",
"<td align=\"right\">20942</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">59</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S198.htm\">Fatehgarh Sahib(8)</a></td>\n",
"<td align=\"left\">AMAR SINGH</td>\n",
"<td align=\"right\">332591</td>\n",
"<td align=\"right\">34202</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">60</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1910.htm\">Firozpur(10)</a></td>\n",
"<td align=\"left\">SHER SINGH GHUBAYA</td>\n",
"<td align=\"right\">266626</td>\n",
"<td align=\"right\">3242</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">61</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S1913.htm\">Patiala(13)</a></td>\n",
"<td align=\"left\">DR DHARAMVIRA GANDHI</td>\n",
"<td align=\"right\">305616</td>\n",
"<td align=\"right\">14831</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">62</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S201.htm\">GANGANAGAR (1)</a></td>\n",
"<td align=\"left\">KULDEEP INDORA</td>\n",
"<td align=\"right\">726492</td>\n",
"<td align=\"right\">88153</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">63</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S203.htm\">CHURU(3)</a></td>\n",
"<td align=\"left\">RAHUL KASWAN</td>\n",
"<td align=\"right\">728211</td>\n",
"<td align=\"right\">72737</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">64</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S204.htm\">JHUNJHUNU (4)</a></td>\n",
"<td align=\"left\">BRIJENDRA SINGH OLA</td>\n",
"<td align=\"right\">553168</td>\n",
"<td align=\"right\">18235</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">65</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S209.htm\">BHARATPUR (9)</a></td>\n",
"<td align=\"left\">SANJNA JATAV</td>\n",
"<td align=\"right\">579890</td>\n",
"<td align=\"right\">51983</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">66</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2010.htm\">KARAULI-DHOLPUR (10)</a></td>\n",
"<td align=\"left\">BHAJAN LAL JATAV</td>\n",
"<td align=\"right\">530011</td>\n",
"<td align=\"right\">98945</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">67</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2011.htm\">DAUSA (11)</a></td>\n",
"<td align=\"left\">MURARI LAL MEENA</td>\n",
"<td align=\"right\">646266</td>\n",
"<td align=\"right\">237340</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">68</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2012.htm\">TONK-SAWAI MADHOPUR (12)</a></td>\n",
"<td align=\"left\">HARISH CHANDRA MEENA</td>\n",
"<td align=\"right\">623763</td>\n",
"<td align=\"right\">64949</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">69</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2017.htm\">BARMER(17)</a></td>\n",
"<td align=\"left\">UMMEDA RAM BENIWAL</td>\n",
"<td align=\"right\">704676</td>\n",
"<td align=\"right\">118176</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">70</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S221.htm\">TIRUVALLUR(1)</a></td>\n",
"<td align=\"left\">Sasikanth Senthil</td>\n",
"<td align=\"right\">796956</td>\n",
"<td align=\"right\">572155</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">71</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S229.htm\">KRISHNAGIRI(9)</a></td>\n",
"<td align=\"left\">GOPINATH K</td>\n",
"<td align=\"right\">492883</td>\n",
"<td align=\"right\">192486</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">72</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2223.htm\">KARUR(23)</a></td>\n",
"<td align=\"left\">JOTHIMANI. S</td>\n",
"<td align=\"right\">534906</td>\n",
"<td align=\"right\">166816</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">73</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2226.htm\">CUDDALORE(26)</a></td>\n",
"<td align=\"left\">M.K. VISHNUPRASAD</td>\n",
"<td align=\"right\">455053</td>\n",
"<td align=\"right\">185896</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">74</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2228.htm\">MAYILADUTHURAI(28)</a></td>\n",
"<td align=\"left\">SUDHA R</td>\n",
"<td align=\"right\">518459</td>\n",
"<td align=\"right\">271183</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">75</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2231.htm\">SIVAGANGA(31)</a></td>\n",
"<td align=\"left\">KARTI P CHIDAMBARAM</td>\n",
"<td align=\"right\">427677</td>\n",
"<td align=\"right\">205664</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">76</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2234.htm\">VIRUDHUNAGAR(34)</a></td>\n",
"<td align=\"left\">MANICKAM TAGORE B</td>\n",
"<td align=\"right\">385256</td>\n",
"<td align=\"right\">4379</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">77</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2238.htm\">TIRUNELVELI(38)</a></td>\n",
"<td align=\"left\">ROBERT BRUCE C</td>\n",
"<td align=\"right\">502296</td>\n",
"<td align=\"right\">165620</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">78</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2239.htm\">KANNIYAKUMARI(39)</a></td>\n",
"<td align=\"left\">VIJAYAKUMAR (Alias) VIJAY VASANTH</td>\n",
"<td align=\"right\">546248</td>\n",
"<td align=\"right\">179907</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">79</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S241.htm\">Saharanpur(1)</a></td>\n",
"<td align=\"left\">IMRAN MASOOD</td>\n",
"<td align=\"right\">547967</td>\n",
"<td align=\"right\">64542</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">80</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2430.htm\">Sitapur(30)</a></td>\n",
"<td align=\"left\">RAKESH RATHOR</td>\n",
"<td align=\"right\">531138</td>\n",
"<td align=\"right\">89641</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">81</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2436.htm\">Rae Bareli(36)</a></td>\n",
"<td align=\"left\">RAHUL GANDHI</td>\n",
"<td align=\"right\">687649</td>\n",
"<td align=\"right\">390030</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">82</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2437.htm\">Amethi(37)</a></td>\n",
"<td align=\"left\">KISHORI LAL</td>\n",
"<td align=\"right\">539228</td>\n",
"<td align=\"right\">167196</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">83</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2452.htm\">Allahabad(52)</a></td>\n",
"<td align=\"left\">UJJWAL RAMAN SINGH</td>\n",
"<td align=\"right\">462145</td>\n",
"<td align=\"right\">58795</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">84</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2453.htm\">Barabanki(53)</a></td>\n",
"<td align=\"left\">TANUJ PUNIA</td>\n",
"<td align=\"right\">719927</td>\n",
"<td align=\"right\">215704</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">85</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S258.htm\">Maldaha Dakshin(8)</a></td>\n",
"<td align=\"left\">ISHA KHAN CHOUDHURY</td>\n",
"<td align=\"right\">572395</td>\n",
"<td align=\"right\">128368</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">86</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S264.htm\">KORBA(4)</a></td>\n",
"<td align=\"left\">JYOTSNA CHARANDAS MAHANT</td>\n",
"<td align=\"right\">570182</td>\n",
"<td align=\"right\">43283</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">87</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2711.htm\">Khunti(11)</a></td>\n",
"<td align=\"left\">KALI CHARAN MUNDA</td>\n",
"<td align=\"right\">511647</td>\n",
"<td align=\"right\">149675</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">88</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2712.htm\">Lohardaga(12)</a></td>\n",
"<td align=\"left\">SUKHDEO BHAGAT</td>\n",
"<td align=\"right\">483038</td>\n",
"<td align=\"right\">139138</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">89</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S292.htm\">Peddapalle (2)</a></td>\n",
"<td align=\"left\">VAMSI KRISHNA GADDAM</td>\n",
"<td align=\"right\">475587</td>\n",
"<td align=\"right\">131364</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">90</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S295.htm\">Zahirabad(5)</a></td>\n",
"<td align=\"left\">SURESH KUMAR SHETKAR</td>\n",
"<td align=\"right\">528418</td>\n",
"<td align=\"right\">46188</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">91</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2912.htm\">Nagarkurnool(12)</a></td>\n",
"<td align=\"left\">DR.MALLU RAVI</td>\n",
"<td align=\"right\">465072</td>\n",
"<td align=\"right\">94414</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">92</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2913.htm\">Nalgonda(13)</a></td>\n",
"<td align=\"left\">KUNDURU RAGHUVEER</td>\n",
"<td align=\"right\">784337</td>\n",
"<td align=\"right\">559905</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">93</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2914.htm\">Bhongir (14)</a></td>\n",
"<td align=\"left\">CHAMALA KIRAN KUMAR REDDY</td>\n",
"<td align=\"right\">629143</td>\n",
"<td align=\"right\">222170</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">94</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2915.htm\">Warangal(15)</a></td>\n",
"<td align=\"left\">KADIYAM KAVYA</td>\n",
"<td align=\"right\">581294</td>\n",
"<td align=\"right\">220339</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">95</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2916.htm\">Mahabubabad (16)</a></td>\n",
"<td align=\"left\">BALRAM NAIK PORIKA</td>\n",
"<td align=\"right\">612774</td>\n",
"<td align=\"right\">349165</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">96</td>\n",
"<td align=\"left\"><a href=\"candidateswise-S2917.htm\">Khammam (17)</a></td>\n",
"<td align=\"left\">RAMASAHAYAM RAGHURAM REDDY</td>\n",
"<td align=\"right\">766929</td>\n",
"<td align=\"right\">467847</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">97</td>\n",
"<td align=\"left\"><a href=\"candidateswise-U021.htm\">Chandigarh(1)</a></td>\n",
"<td align=\"left\">MANISH TEWARI</td>\n",
"<td align=\"right\">216657</td>\n",
"<td align=\"right\">2504</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">98</td>\n",
"<td align=\"left\"><a href=\"candidateswise-U061.htm\">Lakshadweep(1)</a></td>\n",
"<td align=\"left\">MUHAMMED HAMDULLAH SAYEED</td>\n",
"<td align=\"right\">25726</td>\n",
"<td align=\"right\">2647</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\">99</td>\n",
"<td align=\"left\"><a href=\"candidateswise-U071.htm\">PUDUCHERRY(1)</a></td>\n",
"<td align=\"left\">VE VAITHILINGAM</td>\n",
"<td align=\"right\">426005</td>\n",
"<td align=\"right\">136516</td>\n",
"</tr>\n",
"</tbody>\n",
"<tfoot>\n",
"</tfoot>\n",
"</table>\n"
]
}
]
},
{
"metadata": {
"id": "-d8ayCH4sT-5",
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"height": 702
},
"outputId": "00983ee8-6694-4331-954d-21efd0a064e6"
},
"cell_type": "code",
"source": [
"dfC = pd.read_html(str(tableC), header=0, flavor='html5lib')[0]\n",
"dfC"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" S.No Parliament Constituency Winning Candidate Total Votes \\\n",
"0 1 Dhubri (2) RAKIBUL HUSSAIN 1471885 \n",
"1 2 Nagaon(9) PRADYUT BORDOLOI 788850 \n",
"2 3 Jorhat(14) GAURAV GOGOI 751771 \n",
"3 4 Kishanganj(10) MOHAMMAD JAWED 402850 \n",
"4 5 Katihar(11) TARIQ ANWAR 567092 \n",
".. ... ... ... ... \n",
"94 95 Mahabubabad (16) BALRAM NAIK PORIKA 612774 \n",
"95 96 Khammam (17) RAMASAHAYAM RAGHURAM REDDY 766929 \n",
"96 97 Chandigarh(1) MANISH TEWARI 216657 \n",
"97 98 Lakshadweep(1) MUHAMMED HAMDULLAH SAYEED 25726 \n",
"98 99 PUDUCHERRY(1) VE VAITHILINGAM 426005 \n",
"\n",
" Margin \n",
"0 1012476 \n",
"1 212231 \n",
"2 144393 \n",
"3 59692 \n",
"4 49863 \n",
".. ... \n",
"94 349165 \n",
"95 467847 \n",
"96 2504 \n",
"97 2647 \n",
"98 136516 \n",
"\n",
"[99 rows x 5 columns]"
],
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" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-b1600046-c299-4027-97d8-4f9fa1b05870 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-b1600046-c299-4027-97d8-4f9fa1b05870');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
"\n",
"\n",
"<div id=\"df-2f4a6dbf-7cbf-43bf-8c6a-9ca256a0b685\">\n",
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-2f4a6dbf-7cbf-43bf-8c6a-9ca256a0b685')\"\n",
" title=\"Suggest charts\"\n",
" style=\"display:none;\">\n",
"\n",
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <g>\n",
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
" </g>\n",
"</svg>\n",
" </button>\n",
"\n",
"<style>\n",
" .colab-df-quickchart {\n",
" --bg-color: #E8F0FE;\n",
" --fill-color: #1967D2;\n",
" --hover-bg-color: #E2EBFA;\n",
" --hover-fill-color: #174EA6;\n",
" --disabled-fill-color: #AAA;\n",
" --disabled-bg-color: #DDD;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-quickchart {\n",
" --bg-color: #3B4455;\n",
" --fill-color: #D2E3FC;\n",
" --hover-bg-color: #434B5C;\n",
" --hover-fill-color: #FFFFFF;\n",
" --disabled-bg-color: #3B4455;\n",
" --disabled-fill-color: #666;\n",
" }\n",
"\n",
" .colab-df-quickchart {\n",
" background-color: var(--bg-color);\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: var(--fill-color);\n",
" height: 32px;\n",
" padding: 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-quickchart:hover {\n",
" background-color: var(--hover-bg-color);\n",
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: var(--button-hover-fill-color);\n",
" }\n",
"\n",
" .colab-df-quickchart-complete:disabled,\n",
" .colab-df-quickchart-complete:disabled:hover {\n",
" background-color: var(--disabled-bg-color);\n",
" fill: var(--disabled-fill-color);\n",
" box-shadow: none;\n",
" }\n",
"\n",
" .colab-df-spinner {\n",
" border: 2px solid var(--fill-color);\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" animation:\n",
" spin 1s steps(1) infinite;\n",
" }\n",
"\n",
" @keyframes spin {\n",
" 0% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" border-left-color: var(--fill-color);\n",
" }\n",
" 20% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 30% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 40% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 60% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 80% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" 90% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" }\n",
"</style>\n",
"\n",
" <script>\n",
" async function quickchart(key) {\n",
" const quickchartButtonEl =\n",
" document.querySelector('#' + key + ' button');\n",
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
" try {\n",
" const charts = await google.colab.kernel.invokeFunction(\n",
" 'suggestCharts', [key], {});\n",
" } catch (error) {\n",
" console.error('Error during call to suggestCharts:', error);\n",
" }\n",
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
" }\n",
" (() => {\n",
" let quickchartButtonEl =\n",
" document.querySelector('#df-2f4a6dbf-7cbf-43bf-8c6a-9ca256a0b685 button');\n",
" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
" })();\n",
" </script>\n",
"</div>\n",
" </div>\n",
" </div>\n"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"variable_name": "dfC",
"summary": "{\n \"name\": \"dfC\",\n \"rows\": 99,\n \"fields\": [\n {\n \"column\": \"S.No\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 28,\n \"min\": 1,\n \"max\": 99,\n \"num_unique_values\": 99,\n \"samples\": [\n 63,\n 41,\n 96\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Parliament Constituency\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 99,\n \"samples\": [\n \"CHURU(3)\",\n \"Bhandara Gondiya(11)\",\n \"Khammam (17)\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Winning Candidate\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 98,\n \"samples\": [\n \"RAHUL KASWAN\",\n \"DR. PRASHANT YADAORAO PADOLE\",\n \"RAMASAHAYAM RAGHURAM REDDY\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total Votes\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 177112,\n \"min\": 25726,\n \"max\": 1471885,\n \"num_unique_values\": 99,\n \"samples\": [\n 728211,\n 587413,\n 766929\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Margin\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 144357,\n \"min\": 684,\n \"max\": 1012476,\n \"num_unique_values\": 99,\n \"samples\": [\n 72737,\n 37380,\n 467847\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 117
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"WARNING: Runtime no longer has a reference to this dataframe, please re-run this cell and try again.\n"
]
}
]
},
{
"source": [
"# @title Total Votes vs Margin\n",
"\n",
"from matplotlib import pyplot as plt\n",
"dfC.plot(kind='scatter', x='Total Votes', y='Margin', s=32, alpha=.8)\n",
"plt.gca().spines[['top', 'right',]].set_visible(False)"
],
"cell_type": "code",
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"metadata": {
"cellView": "form",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 465
},
"id": "ov_A96kVCdAa",
"outputId": "55538081-2088-42a3-b3da-ba5ede5e65b5"
}
},
{
"cell_type": "code",
"source": [
"URL = \"https://results.eci.gov.in/PcResultGenJune2024/partywisewinresultState-369.htm\"\n",
"res = requests.get(URL)\n",
"soup = BeautifulSoup(res.content, 'html.parser')\n",
"tables = soup.find_all('table')\n",
"table = tables[0]\n",
"df = pd.read_html(str(table), header=0, flavor='html5lib')[0]\n",
"df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1287
},
"id": "qfLrDGf9ZSfw",
"outputId": "372a729d-19d2-441e-b962-bddb5c545945"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" S.No Parliament Constituency \\\n",
"0 1 Anakapalle(5) \n",
"1 2 Rajahmundry(8) \n",
"2 3 Narsapuram(9) \n",
"3 4 Arunachal West(1) \n",
"4 5 Arunachal East(2) \n",
".. ... ... \n",
"235 236 North-West Delhi(5) \n",
"236 237 West Delhi(6) \n",
"237 238 South Delhi(7) \n",
"238 239 UDHAMPUR(4) \n",
"239 240 JAMMU(5) \n",
"\n",
" Winning Candidate Total Votes Margin \n",
"0 C.M.RAMESH 762069 296530 \n",
"1 DAGGUBATI PURANDHESHWARI 726515 239139 \n",
"2 BHUPATHI RAJU SRINIVASA VARMA (B.J.P.VARMA) 707343 276802 \n",
"3 KIREN RIJIJU 205417 100738 \n",
"4 TAPIR GAO 145581 30421 \n",
".. ... ... ... \n",
"235 YOGENDER CHANDOLIYA 866483 290849 \n",
"236 KAMALJEET SEHRAWAT 842658 199013 \n",
"237 RAMVIR SINGH BIDHURI 692832 124333 \n",
"238 DR JITENDRA SINGH 571076 124373 \n",
"239 JUGAL KISHORE 687588 135498 \n",
"\n",
"[240 rows x 5 columns]"
],
"text/html": [
"\n",
" <div id=\"df-1dc9aab7-4c64-4a60-99f3-c3dd65f4de74\" class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>S.No</th>\n",
" <th>Parliament Constituency</th>\n",
" <th>Winning Candidate</th>\n",
" <th>Total Votes</th>\n",
" <th>Margin</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>Anakapalle(5)</td>\n",
" <td>C.M.RAMESH</td>\n",
" <td>762069</td>\n",
" <td>296530</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>Rajahmundry(8)</td>\n",
" <td>DAGGUBATI PURANDHESHWARI</td>\n",
" <td>726515</td>\n",
" <td>239139</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>Narsapuram(9)</td>\n",
" <td>BHUPATHI RAJU SRINIVASA VARMA (B.J.P.VARMA)</td>\n",
" <td>707343</td>\n",
" <td>276802</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>Arunachal West(1)</td>\n",
" <td>KIREN RIJIJU</td>\n",
" <td>205417</td>\n",
" <td>100738</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>Arunachal East(2)</td>\n",
" <td>TAPIR GAO</td>\n",
" <td>145581</td>\n",
" <td>30421</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>235</th>\n",
" <td>236</td>\n",
" <td>North-West Delhi(5)</td>\n",
" <td>YOGENDER CHANDOLIYA</td>\n",
" <td>866483</td>\n",
" <td>290849</td>\n",
" </tr>\n",
" <tr>\n",
" <th>236</th>\n",
" <td>237</td>\n",
" <td>West Delhi(6)</td>\n",
" <td>KAMALJEET SEHRAWAT</td>\n",
" <td>842658</td>\n",
" <td>199013</td>\n",
" </tr>\n",
" <tr>\n",
" <th>237</th>\n",
" <td>238</td>\n",
" <td>South Delhi(7)</td>\n",
" <td>RAMVIR SINGH BIDHURI</td>\n",
" <td>692832</td>\n",
" <td>124333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>238</th>\n",
" <td>239</td>\n",
" <td>UDHAMPUR(4)</td>\n",
" <td>DR JITENDRA SINGH</td>\n",
" <td>571076</td>\n",
" <td>124373</td>\n",
" </tr>\n",
" <tr>\n",
" <th>239</th>\n",
" <td>240</td>\n",
" <td>JAMMU(5)</td>\n",
" <td>JUGAL KISHORE</td>\n",
" <td>687588</td>\n",
" <td>135498</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>240 rows × 5 columns</p>\n",
"</div>\n",
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" document.querySelector('#df-1dc9aab7-4c64-4a60-99f3-c3dd65f4de74 button.colab-df-convert');\n",
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" + ' to learn more about interactive tables.';\n",
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" .colab-df-quickchart {\n",
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" height: 32px;\n",
" padding: 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-quickchart:hover {\n",
" background-color: var(--hover-bg-color);\n",
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: var(--button-hover-fill-color);\n",
" }\n",
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" .colab-df-quickchart-complete:disabled,\n",
" .colab-df-quickchart-complete:disabled:hover {\n",
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" }\n",
" 20% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 30% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 40% {\n",
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" border-right-color: var(--fill-color);\n",
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" 60% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
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" 80% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
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" <script>\n",
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],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"variable_name": "df",
"summary": "{\n \"name\": \"df\",\n \"rows\": 240,\n \"fields\": [\n {\n \"column\": \"S.No\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 69,\n \"min\": 1,\n \"max\": 240,\n \"num_unique_values\": 240,\n \"samples\": [\n 25,\n 7,\n 94\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Parliament Constituency\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 240,\n \"samples\": [\n \"Patna Sahib(30)\",\n \"Guwahati(5)\",\n \"BALAGHAT(15)\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Winning Candidate\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 240,\n \"samples\": [\n \"RAVI SHANKAR PRASAD\",\n \"BIJULI KALITA MEDHI\",\n \"BHARTI PARDHI\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Total Votes\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 240,\n \"samples\": [\n \"588270\",\n \"894887\",\n \"712660\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Margin\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 240,\n \"samples\": [\n \"153846\",\n \"251090\",\n \"174512\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 121
},
{
"output_type": "display_data",
"data": {
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"metadata": {}
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"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-bd44712d-8cc9-4028-a979-9b5f405329f9\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
" 'getCodeForChart', [\"chart-bd44712d-8cc9-4028-a979-9b5f405329f9\"], {});\n",
" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
" chartElement.onclick = getCodeForChartHandler;\n",
" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
" border: 1px solid transparent;\n",
" }\n",
"\n",
" .colab-quickchart-chart-with-code:hover {\n",
" cursor: pointer;\n",
" border: 1px solid #aaa;\n",
" }\n",
" </style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"_df_47['S.No'].plot(kind='hist', bins=20, title='S.No')\n",
"plt.gca().spines[['top', 'right',]].set_visible(False)"
],
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"YII=\n",
"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-a5d3bc34-6765-4e49-8182-876f56dc0c0e\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
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" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
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" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
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"\n",
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]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"_df_48['Total'].plot(kind='hist', bins=20, title='Total')\n",
"plt.gca().spines[['top', 'right',]].set_visible(False)"
],
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-7713bf7e-7a5e-477f-b7ec-dd2093ac3710\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
" 'getCodeForChart', [\"chart-7713bf7e-7a5e-477f-b7ec-dd2093ac3710\"], {});\n",
" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
" chartElement.onclick = getCodeForChartHandler;\n",
" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
" border: 1px solid transparent;\n",
" }\n",
"\n",
" .colab-quickchart-chart-with-code:hover {\n",
" cursor: pointer;\n",
" border: 1px solid #aaa;\n",
" }\n",
" </style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"_df_49['nMargin'].plot(kind='hist', bins=20, title='nMargin')\n",
"plt.gca().spines[['top', 'right',]].set_visible(False)"
],
"text/html": [
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-0bd59d88-5e0a-4f5a-a154-a4c9d2d9def0\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
" 'getCodeForChart', [\"chart-0bd59d88-5e0a-4f5a-a154-a4c9d2d9def0\"], {});\n",
" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
" chartElement.onclick = getCodeForChartHandler;\n",
" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
" border: 1px solid transparent;\n",
" }\n",
"\n",
" .colab-quickchart-chart-with-code:hover {\n",
" cursor: pointer;\n",
" border: 1px solid #aaa;\n",
" }\n",
" </style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<google.colab._quickchart_helpers.SectionTitle at 0x7ddcd5e50310>"
],
"text/html": [
"<h4 class=\"colab-quickchart-section-title\">2-d distributions</h4>\n",
"<style>\n",
" .colab-quickchart-section-title {\n",
" clear: both;\n",
" }\n",
"</style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"_df_50.plot(kind='scatter', x='index', y='S.No', s=32, alpha=.8)\n",
"plt.gca().spines[['top', 'right',]].set_visible(False)"
],
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-f9b806bf-bb24-43d0-828e-e944071614b8\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
" 'getCodeForChart', [\"chart-f9b806bf-bb24-43d0-828e-e944071614b8\"], {});\n",
" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
" chartElement.onclick = getCodeForChartHandler;\n",
" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
" border: 1px solid transparent;\n",
" }\n",
"\n",
" .colab-quickchart-chart-with-code:hover {\n",
" cursor: pointer;\n",
" border: 1px solid #aaa;\n",
" }\n",
" </style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"_df_51.plot(kind='scatter', x='S.No', y='Total', s=32, alpha=.8)\n",
"plt.gca().spines[['top', 'right',]].set_visible(False)"
],
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-dbd75cb7-e5f8-4552-8f68-29f6a16f316e\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
" 'getCodeForChart', [\"chart-dbd75cb7-e5f8-4552-8f68-29f6a16f316e\"], {});\n",
" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
" chartElement.onclick = getCodeForChartHandler;\n",
" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
" border: 1px solid transparent;\n",
" }\n",
"\n",
" .colab-quickchart-chart-with-code:hover {\n",
" cursor: pointer;\n",
" border: 1px solid #aaa;\n",
" }\n",
" </style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"_df_52.plot(kind='scatter', x='Total', y='nMargin', s=32, alpha=.8)\n",
"plt.gca().spines[['top', 'right',]].set_visible(False)"
],
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"\">\n",
" </div>\n",
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" const chartElement = document.getElementById(\"chart-66e281f6-9ed5-4b76-a2cc-d0d11bc8c968\");\n",
" async function getCodeForChartHandler(event) {\n",
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" 'getCodeForChart', [\"chart-66e281f6-9ed5-4b76-a2cc-d0d11bc8c968\"], {});\n",
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]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
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],
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"<h4 class=\"colab-quickchart-section-title\">Time series</h4>\n",
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"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"import seaborn as sns\n",
"def _plot_series(series, series_name, series_index=0):\n",
" palette = list(sns.palettes.mpl_palette('Dark2'))\n",
" xs = series['index']\n",
" ys = series['Total']\n",
" \n",
" plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 5.2), layout='constrained')\n",
"df_sorted = _df_53.sort_values('index', ascending=True)\n",
"_plot_series(df_sorted, '')\n",
"sns.despine(fig=fig, ax=ax)\n",
"plt.xlabel('index')\n",
"_ = plt.ylabel('Total')"
],
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-910fbc66-2614-4cbb-afb7-a64a288e4cf0\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
" 'getCodeForChart', [\"chart-910fbc66-2614-4cbb-afb7-a64a288e4cf0\"], {});\n",
" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
" chartElement.onclick = getCodeForChartHandler;\n",
" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
" border: 1px solid transparent;\n",
" }\n",
"\n",
" .colab-quickchart-chart-with-code:hover {\n",
" cursor: pointer;\n",
" border: 1px solid #aaa;\n",
" }\n",
" </style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"import seaborn as sns\n",
"def _plot_series(series, series_name, series_index=0):\n",
" palette = list(sns.palettes.mpl_palette('Dark2'))\n",
" xs = series['index']\n",
" ys = series['nMargin']\n",
" \n",
" plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 5.2), layout='constrained')\n",
"df_sorted = _df_54.sort_values('index', ascending=True)\n",
"_plot_series(df_sorted, '')\n",
"sns.despine(fig=fig, ax=ax)\n",
"plt.xlabel('index')\n",
"_ = plt.ylabel('nMargin')"
],
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-6eae94e4-9ed0-478f-9e92-0c77f4557ff7\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
" 'getCodeForChart', [\"chart-6eae94e4-9ed0-478f-9e92-0c77f4557ff7\"], {});\n",
" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
" chartElement.onclick = getCodeForChartHandler;\n",
" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
" border: 1px solid transparent;\n",
" }\n",
"\n",
" .colab-quickchart-chart-with-code:hover {\n",
" cursor: pointer;\n",
" border: 1px solid #aaa;\n",
" }\n",
" </style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"import seaborn as sns\n",
"def _plot_series(series, series_name, series_index=0):\n",
" palette = list(sns.palettes.mpl_palette('Dark2'))\n",
" counted = (series['index']\n",
" .value_counts()\n",
" .reset_index(name='counts')\n",
" .rename({'index': 'index'}, axis=1)\n",
" .sort_values('index', ascending=True))\n",
" xs = counted['index']\n",
" ys = counted['counts']\n",
" plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 5.2), layout='constrained')\n",
"df_sorted = _df_55.sort_values('index', ascending=True)\n",
"_plot_series(df_sorted, '')\n",
"sns.despine(fig=fig, ax=ax)\n",
"plt.xlabel('index')\n",
"_ = plt.ylabel('count()')"
],
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-8cb34552-4af0-4722-bcc2-1e3a9a8bc505\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
" 'getCodeForChart', [\"chart-8cb34552-4af0-4722-bcc2-1e3a9a8bc505\"], {});\n",
" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
" chartElement.onclick = getCodeForChartHandler;\n",
" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
" border: 1px solid transparent;\n",
" }\n",
"\n",
" .colab-quickchart-chart-with-code:hover {\n",
" cursor: pointer;\n",
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" }\n",
" </style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"import seaborn as sns\n",
"def _plot_series(series, series_name, series_index=0):\n",
" palette = list(sns.palettes.mpl_palette('Dark2'))\n",
" xs = series['S.No']\n",
" ys = series['Total']\n",
" \n",
" plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 5.2), layout='constrained')\n",
"df_sorted = _df_56.sort_values('S.No', ascending=True)\n",
"_plot_series(df_sorted, '')\n",
"sns.despine(fig=fig, ax=ax)\n",
"plt.xlabel('S.No')\n",
"_ = plt.ylabel('Total')"
],
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-bcd6697d-a741-4edf-8a5d-2401a7fa7be6\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
" 'getCodeForChart', [\"chart-bcd6697d-a741-4edf-8a5d-2401a7fa7be6\"], {});\n",
" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
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" </script>\n",
" <style>\n",
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" display: block;\n",
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"\n",
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" cursor: pointer;\n",
" border: 1px solid #aaa;\n",
" }\n",
" </style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<google.colab._quickchart_helpers.SectionTitle at 0x7ddcd6c0d0f0>"
],
"text/html": [
"<h4 class=\"colab-quickchart-section-title\">Values</h4>\n",
"<style>\n",
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" clear: both;\n",
" }\n",
"</style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"_df_57['index'].plot(kind='line', figsize=(8, 4), title='index')\n",
"plt.gca().spines[['top', 'right']].set_visible(False)"
],
"text/html": [
" <div class=\"colab-quickchart-chart-with-code\" id=\"chart-804dff45-2410-4150-978b-0fe422bec7fc\">\n",
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-804dff45-2410-4150-978b-0fe422bec7fc\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
" 'getCodeForChart', [\"chart-804dff45-2410-4150-978b-0fe422bec7fc\"], {});\n",
" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
" chartElement.onclick = getCodeForChartHandler;\n",
" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
" border: 1px solid transparent;\n",
" }\n",
"\n",
" .colab-quickchart-chart-with-code:hover {\n",
" cursor: pointer;\n",
" border: 1px solid #aaa;\n",
" }\n",
" </style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"_df_58['S.No'].plot(kind='line', figsize=(8, 4), title='S.No')\n",
"plt.gca().spines[['top', 'right']].set_visible(False)"
],
"text/html": [
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-912f8280-4845-4416-9e64-2c68fa5c8f54\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
" 'getCodeForChart', [\"chart-912f8280-4845-4416-9e64-2c68fa5c8f54\"], {});\n",
" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
" chartElement.onclick = getCodeForChartHandler;\n",
" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
" border: 1px solid transparent;\n",
" }\n",
"\n",
" .colab-quickchart-chart-with-code:hover {\n",
" cursor: pointer;\n",
" border: 1px solid #aaa;\n",
" }\n",
" </style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"_df_59['Total'].plot(kind='line', figsize=(8, 4), title='Total')\n",
"plt.gca().spines[['top', 'right']].set_visible(False)"
],
"text/html": [
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-fe8bf7c6-31af-4bc2-a4d3-1c593f901872\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
" 'getCodeForChart', [\"chart-fe8bf7c6-31af-4bc2-a4d3-1c593f901872\"], {});\n",
" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
" chartElement.onclick = getCodeForChartHandler;\n",
" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
" border: 1px solid transparent;\n",
" }\n",
"\n",
" .colab-quickchart-chart-with-code:hover {\n",
" cursor: pointer;\n",
" border: 1px solid #aaa;\n",
" }\n",
" </style>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"_df_60['nMargin'].plot(kind='line', figsize=(8, 4), title='nMargin')\n",
"plt.gca().spines[['top', 'right']].set_visible(False)"
],
"text/html": [
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-5aa01ca5-6098-4a7d-9e4a-650a9f8df25f\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
" 'getCodeForChart', [\"chart-5aa01ca5-6098-4a7d-9e4a-650a9f8df25f\"], {});\n",
" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
" chartElement.onclick = getCodeForChartHandler;\n",
" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
" border: 1px solid transparent;\n",
" }\n",
"\n",
" .colab-quickchart-chart-with-code:hover {\n",
" cursor: pointer;\n",
" border: 1px solid #aaa;\n",
" }\n",
" </style>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"#(df['Total Votes'].astype(str).astype(int))#.hist()\n",
"#df['Margin'].hist()\n",
"#(df['Margin']./df['Total Votes']).hist()\n",
"print(df[df.Margin==\"-\"])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "r16u7pQtkrZK",
"outputId": "6e6418d1-0886-4e4a-c214-3ab19af5e3ea"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" S.No Parliament Constituency \\\n",
"49 50 Surat(24) \n",
"\n",
" Winning Candidate Total Votes Margin \n",
"49 MUKESHKUMAR CHANDRAKAANT DALAL (Uncontested) - - \n"
]
}
]
},
{
"cell_type": "code",
"source": [
"#Uncontested seat of Seurat, hence conversion\n",
"df['Total']=pd.to_numeric(df['Total Votes'],errors='coerce')\n",
"df['nMargin']=pd.to_numeric(df['Margin'],errors='coerce')\n",
"df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1287
},
"id": "le6gLyrkZiLk",
"outputId": "6c677311-34e7-4f0c-8b6e-9ec76eed497a"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" S.No Parliament Constituency \\\n",
"0 1 Anakapalle(5) \n",
"1 2 Rajahmundry(8) \n",
"2 3 Narsapuram(9) \n",
"3 4 Arunachal West(1) \n",
"4 5 Arunachal East(2) \n",
".. ... ... \n",
"235 236 North-West Delhi(5) \n",
"236 237 West Delhi(6) \n",
"237 238 South Delhi(7) \n",
"238 239 UDHAMPUR(4) \n",
"239 240 JAMMU(5) \n",
"\n",
" Winning Candidate Total Votes Margin \\\n",
"0 C.M.RAMESH 762069 296530 \n",
"1 DAGGUBATI PURANDHESHWARI 726515 239139 \n",
"2 BHUPATHI RAJU SRINIVASA VARMA (B.J.P.VARMA) 707343 276802 \n",
"3 KIREN RIJIJU 205417 100738 \n",
"4 TAPIR GAO 145581 30421 \n",
".. ... ... ... \n",
"235 YOGENDER CHANDOLIYA 866483 290849 \n",
"236 KAMALJEET SEHRAWAT 842658 199013 \n",
"237 RAMVIR SINGH BIDHURI 692832 124333 \n",
"238 DR JITENDRA SINGH 571076 124373 \n",
"239 JUGAL KISHORE 687588 135498 \n",
"\n",
" Total nMargin \n",
"0 762069.0 296530.0 \n",
"1 726515.0 239139.0 \n",
"2 707343.0 276802.0 \n",
"3 205417.0 100738.0 \n",
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"execution_count": 123
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"\">\n",
" </div>\n",
" <script type=\"text/javascript\">\n",
" (() => {\n",
" const chartElement = document.getElementById(\"chart-e9dab7ab-db1e-4421-b4f2-228a201ac0d6\");\n",
" async function getCodeForChartHandler(event) {\n",
" const chartCodeResponse = await google.colab.kernel.invokeFunction(\n",
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" const responseJson = chartCodeResponse.data['application/json'];\n",
" await google.colab.notebook.addCell(responseJson.code, 'code');\n",
" }\n",
" chartElement.onclick = getCodeForChartHandler;\n",
" })();\n",
" </script>\n",
" <style>\n",
" .colab-quickchart-chart-with-code {\n",
" display: block;\n",
" float: left;\n",
" border: 1px solid transparent;\n",
" }\n",
"\n",
" .colab-quickchart-chart-with-code:hover {\n",
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]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"from matplotlib import pyplot as plt\n",
"_df_62['S.No'].plot(kind='hist', bins=20, title='S.No')\n",
"plt.gca().spines[['top', 'right',]].set_visible(False)"
],
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