---
title: "Loksabha_2019_Data_Dive"
output: html_document
---INTRO TO R: Data Dive
Dataset: Loksabha 2019 Candidates General Information. (https://www.kaggle.com/datasets/themlphdstudent/lok-sabha-election-candidate-list-2004-to-2019)
# Importing required libraries
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.2 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.0
## ✔ ggplot2 3.4.3 ✔ tibble 3.2.1
## ✔ lubridate 1.9.2 ✔ tidyr 1.3.0
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorsLoading our dataset
# Loading our dataset
data <-read.csv('C:\\Users\\bhush\\Downloads\\Coursework\\I 590 INTRO TO R\\datasets\\data_final\\LokSabha2019_xl.csv')Finding general summary of our data
# Finding the summary of our data
summary(data)## Candidate Party Criminal.Cases Education
## Length:7968 Length:7968 Min. : 0.0000 Length:7968
## Class :character Class :character 1st Qu.: 0.0000 Class :character
## Mode :character Mode :character Median : 0.0000 Mode :character
## Mean : 0.5732
## 3rd Qu.: 0.0000
## Max. :240.0000
##
## Age Total.Assets Constituency Liabilities
## Min. :24.00 Min. :9.000e+00 Length:7968 Min. :0.000e+00
## 1st Qu.:38.00 1st Qu.:5.040e+05 Class :character 1st Qu.:0.000e+00
## Median :46.00 Median :2.752e+06 Mode :character Median :0.000e+00
## Mean :47.12 Mean :4.201e+07 Mean :5.576e+06
## 3rd Qu.:56.00 3rd Qu.:1.309e+07 3rd Qu.:6.190e+05
## Max. :90.00 Max. :1.108e+10 Max. :1.548e+09
## NA's :60
## Winner Gender
## Min. :0.00000 Length:7968
## 1st Qu.:0.00000 Class :character
## Median :0.00000 Mode :character
## Mean :0.03828
## 3rd Qu.:0.00000
## Max. :1.00000
## Our Dataset has 10 columns,
Candidate: This column contains names of candidates who contested the 2019 Indian Loksabha elections (Loksabha elections are held once in every 5 years to elect India’s Prime Minister). This column has 7968 Character Values.
Party: This column contains the name of the political party from which the candidate has contested the elections, This column contains some repeated values.
Criminal Case: This column gives us the number of criminal cases which have been booked or cases which are onigoing in the name of the candidate. This column contains Integer values.
Education: This column contains the level of education the candidate has completed. Some candidates have not shared their Level of education.
Age: The Age column has a mean value of 47 and the youngest candidate is 24 years old.
Total Assets: These assets can be of the form of properties, shares and other monetary sources.
Constituency: This column specifies the location for which the candidate is contesting the election.
Liabilities: This contains the liabilities the candidate owes.
Winner: ‘0’ indicates that the candidate lost the election while ‘1’ indicates the candidate won the election.
Gender: There are only two genders ‘Male’ and ‘Female’, the data of people of other gender who contested the election has not be released.
Goals/Purpose:
India will be having the Loksabha elections in 2024, so we can analyse the candidate information of 2019 and compare it with the future candidates or also we can compare it with the candidates of 2014 election and see what changes have happened or what can we expect to see in the upcoming years.
Data Exploration
# Distribution by gender
data |>
count(Gender)## Gender n
## 1 F 606
## 2 M 7362ggplot(data, aes(x = Age)) +
geom_histogram(binwidth = 5, fill = "blue") +
labs(title = "Age Distribution", x = "Age", y = "Frequency")
# Distribution by Candidates - Political parties
data |>
count(Party, sort=TRUE)## Party n
## 1 IND 3389
## 2 BJP 436
## 3 INC 421
## 4 BSP 380
## 5 Bahujan Mukti Party 120
## 6 SUCI(C) 113
## 7 SHS 97
## 8 Pragatishil Samajwadi Party (Lohia) 81
## 9 Ambedkarite Party of India 76
## 10 CPI(M) 69
## 11 AITC 62
## 12 Peoples Party of India (Democratic) 56
## 13 Bharat Prabhat Party 53
## 14 CPI 49
## 15 SP 49
## 16 Pyramid Party of India 47
## 17 Vanchit Bahujan Aaghadi 47
## 18 Hindusthan Nirman Dal 46
## 19 Makkal Needhi Maiam 36
## 20 AAP 35
## 21 NCP 35
## 22 Naam Tamilar Katchi 35
## 23 AIFB 34
## 24 Bhartiya Shakti Chetna Party 34
## 25 RPI(A) 32
## 26 CPI(ML) Red Star 29
## 27 Bahujan Republican Socialist Party 27
## 28 Uttama Prajaakeeya Party 26
## 29 TDP 25
## 30 YSRCP 25
## 31 DMK 24
## 32 JD(U) 24
## 33 Suheldev Bhartiya Samaj Party 24
## 34 Gondvana Gantantra Party 23
## 35 Janasena Party 23
## 36 AIADMK 22
## 37 Aapki Apni Party (Peoples) 22
## 38 CPI(ML)(L) 22
## 39 Ambedkar National Congress 21
## 40 BJD 21
## 41 RJD 21
## 42 Jan Adhikar Party 20
## 43 Voters Party International 20
## 44 Bhartiya Tribal Party 19
## 45 Bahujan Maha Party 18
## 46 TRS 17
## 47 Tamil Nadu Ilangyar Katchi 16
## 48 Bhartiya Kisan Party 15
## 49 Purvanchal Janta Party (Secular) 14
## 50 SDPI 14
## 51 JMM 13
## 52 Moulik Adhikar Party 13
## 53 Peace Party 13
## 54 Rashtriya Jansambhavna Party 13
## 55 Right to Recall Party 13
## 56 Rashtriya Samaj Paksha 12
## 57 Sapaks Party 12
## 58 India Praja Bandhu Party 11
## 59 Jai Prakash Janata Dal 11
## 60 NPP 11
## 61 Samajwadi Forward Bloc 11
## 62 Anti Corruption Dynamic Party 10
## 63 Bhartiya Lok Seva Dal 10
## 64 Desiya Makkal Sakthi Katchi 10
## 65 INLD 10
## 66 SAD 10
## 67 Amra Bangalee 9
## 68 Hindustan Shakti Sena 9
## 69 Hum Bhartiya Party 9
## 70 IUML 9
## 71 JD(S) 9
## 72 Swatantra Jantaraj Party 9
## 73 Aihra National Party 8
## 74 Ambedkar Samaj Party 8
## 75 Bharatiya Momin Front 8
## 76 Bharatiya Praja Surajya Paksha 8
## 77 Bhartiya Manavadhikaar Federal Party 8
## 78 Bihar Lok Nirman Dal 8
## 79 Hindustan Janta Party 8
## 80 Jammu & Kashmir National Panthers Party 8
## 81 Janhit Kisan Party 8
## 82 Proutist Bloc, India 8
## 83 RPI 8
## 84 Rashtriya Janshakti Party (Secular) 8
## 85 Rashtriya Lokswaraj Party 8
## 86 Rashtriya Ulama Council 8
## 87 Aam Janta Party (India) 7
## 88 Bajjikanchal Vikas Party 7
## 89 Baliraja Party 7
## 90 Bharatiya Jan Kranti Dal (Democratic) 7
## 91 Bharatiya Nyay-Adhikar Raksha Party 7
## 92 Bhartiya Lokmat Rashtrwadi Party 7
## 93 Jana Jagruti Party 7
## 94 Janata Congress 7
## 95 Jannayak Janta Party 7
## 96 LJP 7
## 97 Lok Gathbandhan Party 7
## 98 Proutist Sarva Samaj 7
## 99 Rashtriya Jansabha Party 7
## 100 Rashtriya Rashtrawadi Party 7
## 101 Samagra Utthan Party 7
## 102 Sanatan Sanskriti Raksha Dal 7
## 103 Sarvodaya Bharat Party 7
## 104 Satya Bahumat Party 7
## 105 Shoshit Samaj Dal 7
## 106 Aajad Bharat Party (Democratic) 6
## 107 Akhil Bharat Hindu Mahasabha 6
## 108 Bharatiya Bahujan Congress 6
## 109 Kamatapur Peoples Party (United) 6
## 110 Marxist Communist Party of India (United) 6
## 111 Naitik Party 6
## 112 PRISM Party 6
## 113 Pattali Makkal Katchi 6
## 114 Rashtriya Hind Sena 6
## 115 Rashtriya Janadhikar Suraksha Party 6
## 116 Rashtriya Shoshit Samaj Party 6
## 117 Revolutionary Socialist Party 6
## 118 Samaj Adhikar Kalyan Party 6
## 119 Sanyukt Vikas Party 6
## 120 Ulzaipali Makkal Katchy 6
## 121 Viduthalai Chiruthaigal Katchi 6
## 122 Yuva Jan Jagriti Party 6
## 123 Aam Adhikar Morcha 5
## 124 Akhil Bharatiya Jan Sangh 5
## 125 Akhil Bhartiya Apna Dal 5
## 126 Akhil Bhartiya Gondwana Party 5
## 127 Bahujan Samaj Party (Ambedkar) 5
## 128 Bhartiya Bahujan Kranti Dal 5
## 129 Jan Sangharsh Virat Party 5
## 130 Janral Samaj Party 5
## 131 Kalinga Sena 5
## 132 Kranti Kari Jai Hind Sena 5
## 133 Lok Dal 5
## 134 Mazdoor Kirayedar Vikas Party 5
## 135 Navarang Congress Party 5
## 136 Party for Democratic Socialism 5
## 137 Prabuddha Republican Party 5
## 138 Rashtra Nirman Party 5
## 139 Rashtriya Janasachetan Party 5
## 140 Rashtriya Kranti Party 5
## 141 Rashtriya Lok Samta Party 5
## 142 Rashtriya Maratha Party 5
## 143 Rashtriya Samta Party (Secular) 5
## 144 Republican Sena 5
## 145 Yuva Krantikari Party 5
## 146 AARAKSHAN VIRODHI PARTY 4
## 147 Agila India Makkal Kazhagam 4
## 148 Akhand Rashtrawadi Party 4
## 149 All India Hindustan Congress Party 4
## 150 Asli Deshi Party 4
## 151 Asom Jana Morcha 4
## 152 Bahujan Awam Party 4
## 153 Bahujan Nyay Dal 4
## 154 Bharat Jan Aadhar Party 4
## 155 Bharat Lok Sewak Party 4
## 156 Bharatiya Gana Parishad 4
## 157 Bharatiya National Janta Dal 4
## 158 Bhartiya Anarakshit Party 4
## 159 Bhartiya Jan Nayak Party 4
## 160 Bhartiya Janraj Party 4
## 161 Bhartiya Krishak Dal 4
## 162 DMDK 4
## 163 Indian Christian Front 4
## 164 Indian Labour Party (Ambedkar Phule) 4
## 165 Indian New Congress Party 4
## 166 Jai Jawan Jai Kisan Party 4
## 167 Jan Satya Path Party 4
## 168 Janata Party 4
## 169 Jharkhand Party 4
## 170 Jharkhand Peoples Party 4
## 171 Kanshiram Bahujan Dal 4
## 172 Karnataka Karmikara Paksha 4
## 173 Kisan Mazdoor Sangharsh Party 4
## 174 Manvadhikar National Party 4
## 175 Mundadugu Praja Party 4
## 176 Nagrik Ekta Party 4
## 177 Nationalist Justice Party 4
## 178 Pragatisheel Samaj Party 4
## 179 Praja Shanthi Party 4
## 180 Rashtravadi Janata Party 4
## 181 Rashtriya Krantikari Samajwadi Party 4
## 182 Republican Party of India (Karnataka) 4
## 183 Sardar Vallabhbhai Patel Party 4
## 184 Secular Democratic Congress 4
## 185 Smart Indians Party 4
## 186 UKD 4
## 187 Uttarakhand Kranti Dal (Democratic) 4
## 188 Vanchit Samaj Party 4
## 189 Vyavastha Parivartan Party 4
## 190 AIUDF 3
## 191 Aam Janta Party Rashtriya 3
## 192 All India Minorities Front 3
## 193 All India Praja Party 3
## 194 Asom Gana Parishad 3
## 195 Awami Samta Party 3
## 196 Bharat Bhoomi Party 3
## 197 Bharath Dharma Jana Sena 3
## 198 Bharatiya Samta Samaj Party 3
## 199 Bhartiya Dalit Party 3
## 200 Bhartiya Insan Party 3
## 201 Bhartiya Manav Samaj Party 3
## 202 Bhartiya Mitra Party 3
## 203 Bhartiya Navjawan Sena (Paksha) 3
## 204 Dalit Soshit Pichhara Varg Adhikar Dal 3
## 205 Dalita Bahujana Party 3
## 206 Democratic Party of India (Ambedkar) 3
## 207 Freethought Party of India 3
## 208 Ganasangam Party of India 3
## 209 Garvi Gujarat Party 3
## 210 Hindustani Awam Morcha (Secular) 3
## 211 Jago Hindustan Party 3
## 212 Jai Maha Bharath Party 3
## 213 Jammu & Kashmir National Conference 3
## 214 Jammu & Kashmir People Conference 3
## 215 Janta Dal Rashtravadi 3
## 216 Jantantrik Vikas Party 3
## 217 Krupaa Party 3
## 218 Lok Insaaf Party 3
## 219 Madhya Pradesh Jan Vikas Party 3
## 220 Marxist Leninist Party of India (Red Flag) 3
## 221 Minorities Democratic Party 3
## 222 Moolniwasi Samaj Party 3
## 223 New Democratic Party of India 3
## 224 Parivartan Samaj Party 3
## 225 Peoples Democratic Party 3
## 226 Peoples Party of India(secular) 3
## 227 Pragatisheel Manav Samaj Party 3
## 228 Prithviraj Janshakti Party 3
## 229 Punjab Ekta Party 3
## 230 Purvanchal Mahapanchayat 3
## 231 RLD 3
## 232 Rashtriya Bharatiya Jan Jan Party 3
## 233 Rashtriya Jan Adhikar Party 3
## 234 Rashtriya Mazdoor Ekta Party 3
## 235 Rashtriya Power Party 3
## 236 Rashtriya Sahara Party 3
## 237 Rashtriya Samrasta Party 3
## 238 Rashtriya mahan Gantantra Party 3
## 239 Sabka Dal United 3
## 240 Sarva Janata Party 3
## 241 Social Justice Party of India 3
## 242 Socialist Party (India) 3
## 243 Swabhiman Party 3
## 244 Swarna Bharat Party 3
## 245 Swatantra Bharat Paksha 3
## 246 VANCHITSAMAJ INSAAF PARTY 3
## 247 Vikassheel Insaan Party 3
## 248 Vishva SHakti Party 3
## 249 AIMIM 2
## 250 Aadarsh Mithila Party 2
## 251 Aasra Lokmanch Party 2
## 252 Adhikar Vikas Party 2
## 253 Adhunik Bharat Party 2
## 254 Akhand Samaj Party 2
## 255 Akhil Bharatiya Manavata Paksha 2
## 256 Akhil Bharatiya Muslim League (Secular) 2
## 257 Akhil Hind Forward Bloc (Krantikari) 2
## 258 Al-Hind Party 2
## 259 All Indians Party 2
## 260 Ambedkarist Republican Party 2
## 261 Anaithu Makkal Puratchi Katchi 2
## 262 Anna YSR Congress Party 2
## 263 Apna Dal (Soneylal) 2
## 264 Apna Desh Party 2
## 265 Atulya Bharat Party 2
## 266 Bahujan Azad Party 2
## 267 Bharat Rakshak Party (Democratic) 2
## 268 Bharateeya Manavadhikar party 2
## 269 Bharatiya Bahujan Samta Party 2
## 270 Bharatiya Minorities Suraksha Mahasangh 2
## 271 Bharatiya Prajagala Kalyana Paksha 2
## 272 Bharatiya Rashtriya Morcha 2
## 273 Bharipa Bahujan Mahasangh 2
## 274 Bhartiya Amrit Party 2
## 275 Bhartiya Bhaichara Party 2
## 276 Bhartiya Hind Fauj 2
## 277 Bhartiya Jan Samman Party 2
## 278 Bhartiya Manvadhikaar Federal Party 2
## 279 Bhartiya Panchyat Party 2
## 280 Bhartiya Sarvodaya Party 2
## 281 Challengers Party 2
## 282 Chhattisgarh Swabhiman Manch 2
## 283 Chhattisgarh Vikas Ganga Rashtriya Party 2
## 284 Desiya Uzhavar Uzhaipalar Kazhagam 2
## 285 Dogra Swabhiman Sangathan Party 2
## 286 Ezhuchi Tamilargal Munnetra Kazhagam 2
## 287 Hamari Apni Party 2
## 288 Hind Congress Party 2
## 289 Indian Democratic Republican Front 2
## 290 Indian Gandhiyan Party 2
## 291 Indian National League 2
## 292 Indian Peoples Green Party 2
## 293 Indian Unity Centre 2
## 294 Indigenousn Peoples Front Of Tripura 2
## 295 Jamat-E-Seratul Mustakim 2
## 296 Jammu & Kashmir Peoples Democratic Party 2
## 297 Jan Samman party 2
## 298 Jan Seva Sahayak Party 2
## 299 Jan Shakti Dal 2
## 300 Janhit Bharat Party 2
## 301 Jansatta Dal Loktantrik 2
## 302 Jansatta Party 2
## 303 Janta Kranti Party (Rashtravadi) 2
## 304 Janta Raj Party 2
## 305 Janvadi Party(Socialist) 2
## 306 Jharkhand Party (Naren) 2
## 307 Jharkhand Vikas Morcha (Prajatantrik) 2
## 308 Karnataka Jantha Paksha 2
## 309 Karnataka Praja Party (RaithaParva) 2
## 310 Kisan Party of India 2
## 311 Lok Jan Vikas Morcha 2
## 312 Loktanter Suraksha Party 2
## 313 Maanavvaadi Janta Party 2
## 314 Maharashtra Swabhimaan Paksh 2
## 315 Mahasankalp Janta Party 2
## 316 Makkalatchi Katchi 2
## 317 Manavtawadi Samaj Party 2
## 318 Mulnibasi Party of India 2
## 319 Naam Indiar Party 2
## 320 National Republican Congress 2
## 321 National Womens Party 2
## 322 National Youth Party 2
## 323 Nationalist Janshakti Party 2
## 324 Navodayam Party 2
## 325 New All India Congress Party 2
## 326 New India Party 2
## 327 North East India Development Party 2
## 328 Peoples Party of Arunachal 2
## 329 Pichhara Samaj Party United 2
## 330 Poorvanchal Rashtriya Congress 2
## 331 Praja Satta Party 2
## 332 Public Mission Party 2
## 333 RPI(Khobragade) 2
## 334 Rashtriya Apna Dal 2
## 335 Rashtriya Azad Manch 2
## 336 Rashtriya Garib Dal 2
## 337 Rashtriya Jankranti Party 2
## 338 Rashtriya Janmat Party 2
## 339 Rashtriya Jansangharsh Swaraj Party 2
## 340 Rashtriya Jansurajya Party 2
## 341 Rashtriya Samajwadi Party (Secular) 2
## 342 Rashtriya Samanta Dal 2
## 343 Rashtriya Sarvjan Vikas Party 2
## 344 Republican Party of India (Reformist) 2
## 345 Revolutionary Marxist Party of India 2
## 346 SAD (Amritsar)(Simranjit Singh Mann) 2
## 347 Saaf Party 2
## 348 Sabhi Jan Party 2
## 349 Sabse Achchhi Party 2
## 350 Samajik Nyaya Party 2
## 351 Samdarshi Samaj Party 2
## 352 Sankhyanupati Bhagidari Party 2
## 353 Sarvjan Lok Shakti Party 2
## 354 Sarvjan Sewa Party 2
## 355 Sathi Aur Aapka Faisala Party 2
## 356 Subhashwadi Bhartiya Samajwadi Party 2
## 357 Svatantra Bharat Satyagrah Party 2
## 358 Swabhimani Paksha 2
## 359 Swaraj Party (Loktantrik) 2
## 360 The National Road Map Party of India 2
## 361 Uttarakhand Pragatisheel Party 2
## 362 Vikas Insaf Party 2
## 363 Vishwa Jana Party 2
## 364 Voters Party 2
## 365 Wazib Adhikar Party 2
## 366 Welfare Party Of India 2
## 367 Yuva Sarkar 2
## 368 AJSU Party 1
## 369 Aadarsh Janata Sewa Party 1
## 370 Aadarsh Sangram Party 1
## 371 Aap Aur Hum Party 1
## 372 Adarsh Nyay Rakshak Party 1
## 373 Adarsh Samaj Party 1
## 374 Adarshwaadi Congress Party 1
## 375 Adim Bhartiya Dal 1
## 376 Ahila India Dhayaga Makkal Munnetra Katchi 1
## 377 Ahimsa Socialist Party 1
## 378 Ahinsa Samaj Party 1
## 379 Akhand Hind Party 1
## 380 Akhil Bharat Samagra Kranti Party 1
## 381 Akhil Bharatiya Sena 1
## 382 Akhil Bhartiya Ekata Party 1
## 383 Akhil Bhartiya Jharkhand Party 1
## 384 Akhil Bhartiya Lok Dal 1
## 385 Akhil Bhartiya Mithila Party 1
## 386 Akhil Bhartiya Navnirman Party 1
## 387 Akhil Bhartiya Sarvadharma Samaj Party 1
## 388 Akila India Vallalar Peravai 1
## 389 All India Jana Andolan Party 1
## 390 All India Labour Party 1
## 391 All India Majlis-E-Ittehadul Muslimeen 1
## 392 All India N.R. Congress 1
## 393 All India Peoples Front (Radical) 1
## 394 All India Puratchi Thalaivar Makkal Munnettra 1
## 395 All India Ulama Congress 1
## 396 All Indian Rajiv Congress Party 1
## 397 All Pensioners Party 1
## 398 All Pensioner’s Party 1
## 399 All Peoples Party 1
## 400 Ambedkar Yug Party 1
## 401 Ambedkarite Party Of India 1
## 402 Anaithu India Makkal Katchi 1
## 403 Anaithu Makkal Katchi 1
## 404 Andaman & Nicobar Janta Party 1
## 405 Andhra Chaitanya Party 1
## 406 Andhra Rastra Praja Samithi 1
## 407 Anjaan Aadmi Party 1
## 408 Annadata Party 1
## 409 Apna Dal United Party 1
## 410 Apna Kisan Party 1
## 411 Apna Samaj Party 1
## 412 Assam Dristi Party 1
## 413 Autonomous State Demand Committee 1
## 414 Azad Mazdoor Kissan Party 1
## 415 B. C. United Front 1
## 416 BHARTIYA JANTA DAL 1
## 417 Bahujan Samyak Party (Mission) 1
## 418 Bahujan Suraksha Dal 1
## 419 Bahujan Uday Manch 1
## 420 Bahujan Vikas Aaghadi 1
## 421 Bahujana Raajyam Party (Phule Ambedkar) 1
## 422 Bhapase Party 1
## 423 Bharat Bhrashtachar Mitao Party 1
## 424 Bharat Nirman Party 1
## 425 Bharatiya Aam Awam Party 1
## 426 Bharatiya Aavaam Ekta Party 1
## 427 Bharatiya Bahujan Parivartan Party 1
## 428 Bharatiya Bahujan Party 1
## 429 Bharatiya Jan Morcha Party 1
## 430 Bharatiya Kisan Parivartan Party 1
## 431 Bharatiya Majdoor Janta Party 1
## 432 Bharatiya Peoples Party 1
## 433 Bharatiya Prajatantrik Shudh Gandhiwadi Krish 1
## 434 Bharatiya Rashtravadi Paksha 1
## 435 Bharatiya Rashtravadi Samanta Party 1
## 436 Bharatiya Sampuran Krantikari Party 1
## 437 Bharatiya Sarvodaya Kranti Party 1
## 438 Bharatrashtra Democratic Party 1
## 439 Bhartiya Azad Sena 1
## 440 Bhartiya Harit Party 1
## 441 Bhartiya Jan Sampark Party 1
## 442 Bhartiya Jan Satta Party 1
## 443 Bhartiya Janta Dal (Integrated) 1
## 444 Bhartiya Kisan Union Samaj Party 1
## 445 Bhartiya Kranti Vir Party 1
## 446 Bhartiya Naujawan Inklav Party 1
## 447 Bhartiya Navodaya Party 1
## 448 Bhartiya New Sanskar Krantikari Party 1
## 449 Bhartiya Nojawan Dal 1
## 450 Bhartiya Pragatisheel Congress 1
## 451 Bhartiya Rashtrawadi Party 1
## 452 Bhartiya Republican Party (Insan) 1
## 453 Bhartiya Sarvjan Hitey Samaj Party 1
## 454 Bhartiya Vanchitsamaj Party 1
## 455 Bodoland Peoples Front 1
## 456 Bundelkhand Kranti Dal 1
## 457 Chandigarh Ki Aawaz Party 1
## 458 Christian Democratic Front 1
## 459 Corruption Abolition Party 1
## 460 Daksha Party 1
## 461 Democratic Corruption Liberation Front 1
## 462 Democratic Party of India 1
## 463 Democratic Prajakranthi Party Secularist 1
## 464 Desh Janhit Party 1
## 465 Dr. Bhimrao Ambedkar Dal 1
## 466 Ekta Samaj Party 1
## 467 Engineers Party 1
## 468 Fauji Janta Party 1
## 469 Forward Democratic Labour Party 1
## 470 Gareeb Aadmi Party 1
## 471 Garib Janshakti Party 1
## 472 Gorkha Rashtriya Congress 1
## 473 Gujarat Janta Panchayat Party 1
## 474 Hamro Sikkim Party 1
## 475 Hardam Manavtawadi Rashtriya Dal 1
## 476 Himachal Jan Kranti Party 1
## 477 Hind Samrajya Party 1
## 478 Hindu Samaj Party 1
## 479 Hindusthan Praja Paksha 1
## 480 Hum Sabki Party 1
## 481 Ilantamilar Munnani Kazhagam 1
## 482 Independent Peoples Party 1
## 483 Indian Indira Congress (R) 1
## 484 Indian Rakshaka Nayakudu Party 1
## 485 Inqalab Vikas Dal 1
## 486 Jai Hind Party 1
## 487 Jai Hind Samaj Party 1
## 488 Jai Lok Party 1
## 489 Jai Swaraj Party 1
## 490 Jai Vijaya Bharathi Party 1
## 491 Jammu & Kashmir Pir Panjal Awami Party 1
## 492 Jan Adesh Akshuni Sena 1
## 493 Jan Adhikar Party (Loktantrik) 1
## 494 Jan Sangh Party 1
## 495 Jan Shakti Ekta Party 1
## 496 Janapaalana Party (Democratic) 1
## 497 Janta Raj Vikas Party 1
## 498 Jharkhand Anushilan Party 1
## 499 Jharkhand Mukti Morcha (Ulgulan) 1
## 500 Jharkhand Party (Secular) 1
## 501 Justice Party 1
## 502 Jwala Dal 1
## 503 Kalyankari Jantantrik Party 1
## 504 Kannada Chalavali Vatal Paksha 1
## 505 Karnataka Pragnyavantha Janatha Party 1
## 506 Kartavya Rashtriya Party 1
## 507 Kerala Congress 1
## 508 Kerala Congress (M) 1
## 509 Khusro Sena Party 1
## 510 Kisan Majdoor Berojgar Sangh 1
## 511 Kisan Raksha Party 1
## 512 Lok Chetna Dal 1
## 513 Lok Jan Sangharsh Party 1
## 514 Lok Sewa Dal 1
## 515 Lokjagar Party 1
## 516 Lokpriya Samaj Party 1
## 517 Loksangram 1
## 518 Loktantrik Jan Swaraj Party 1
## 519 Loktantrik Janshakti Party 1
## 520 Loktantrik Rashrtavadi Party 1
## 521 MNF 1
## 522 Maharashtra Kranti Sena 1
## 523 Mahila & Yuva Shakti Party 1
## 524 Majdoor Kisan Union Party 1
## 525 Makkal Sananayaga Kudiyarasu Katchi, 1
## 526 Manipur Democratic Peoples Front 1
## 527 Manipur Peoples Party 1
## 528 Manuvadi Party 1
## 529 Marumalarchi Janata Katchi 1
## 530 Mazdoor Dalit Kisaan Mahila Gareeb Party (Hin 1
## 531 Mera Adhikaar Rashtriya Dal 1
## 532 Mithilanchal Mukti Morcha 1
## 533 NPF 1
## 534 National Apni Party 1
## 535 National Bhrashtachar Mukt Party 1
## 536 National Dalitha Dhal Party 1
## 537 National Development Party 1
## 538 National Fifty Fifty Front 1
## 539 National Jagaran Party 1
## 540 National Labour Party 1
## 541 National Lokmat Party 1
## 542 National Nava Kranthi Party 1
## 543 National Women 1
## 544 Nationalist Democratic Progressive Party 1
## 545 Nationalist Peoples Front 1
## 546 Nava Praja Rajyam Party 1
## 547 Nava Samaj Party 1
## 548 Navataram Party 1
## 549 Navbharat Ekta Dal 1
## 550 Navbharat Nirman Party 1
## 551 Navnirman Party 1
## 552 Navsarjan Bharat Party 1
## 553 Nawan Punjab Party 1
## 554 Netaji Subhash Chander Bose Rashtriya Azad Pa 1
## 555 Nirbhay Bharteey Party 1
## 556 Odisha Pragati Dal 1
## 557 People’s Union Party 1
## 558 Pichhra Samaj Party 1
## 559 Pragatisheel Lok Manch 1
## 560 Prahar Janshakti Party 1
## 561 Prajaa Swaraaj Party 1
## 562 Prajatantra Aadhar Party 1
## 563 Prajatantrik Samadhan Party 1
## 564 Pravasi Nivasi Party 1
## 565 Prem Janata Dal 1
## 566 Proutist Bloc India 1
## 567 Puducherry Development Party 1
## 568 Punjab Labour Party 1
## 569 RASHTRIYA VIKLANG PARTY 1
## 570 Radical Democrats Party 1
## 571 Raita Bharat Party 1
## 572 Rajnaitik Vikalp Party 1
## 573 Rajyadhikara Party 1
## 574 Rashtra Sewa Dal 1
## 575 Rashtra Vikas Zumbes Party 1
## 576 Rashtravadi Kranti Dal 1
## 577 Rashtravadi Party (Bharat) 1
## 578 Rashtrawadi Chetna Party 1
## 579 Rashtrawadi Party of India 1
## 580 Rashtrawadi Party of India, 1
## 581 Rashtrawadi Shramjeevi Dal 1
## 582 Rashtriya Aadarsh Member Party 1
## 583 Rashtriya Aamjan Party 1
## 584 Rashtriya Ahinsa Manch 1
## 585 Rashtriya Ambedkar Dal 1
## 586 Rashtriya Backward Party 1
## 587 Rashtriya Bahujan Congress Party 1
## 588 Rashtriya Bhagidari Samaj Party 1
## 589 Rashtriya Dal United 1
## 590 Rashtriya Gondvana Party 1
## 591 Rashtriya Indepndent Morcha 1
## 592 Rashtriya Jan Gaurav Party 1
## 593 Rashtriya Janadhikar Party 1
## 594 Rashtriya Janhit Sangharsh Party 1
## 595 Rashtriya Jansanchar Dal 1
## 596 Rashtriya Jansena Party 1
## 597 Rashtriya Janta Party 1
## 598 Rashtriya Jantantrik Bharat Vikas Party 1
## 599 Rashtriya Janutthan Party 1
## 600 Rashtriya Janvikas Party (Democratic) 1
## 601 Rashtriya Janwadi Party (Socialist) 1
## 602 Rashtriya Jatigat Aarakshan Virodhi Party 1
## 603 Rashtriya Lok Sarvadhikar Party 1
## 604 Rashtriya Loktantrik Party 1
## 605 Rashtriya Mahila Party 1
## 606 Rashtriya Mangalam Party 1
## 607 Rashtriya Matadata Party 1
## 608 Rashtriya Naujawan Dal 1
## 609 Rashtriya Nav Nirman Bharat Party 1
## 610 Rashtriya Pragati Party 1
## 611 Rashtriya Praja Congress (Secular) 1
## 612 Rashtriya Sahyog Party 1
## 613 Rashtriya Samta Vikas Party 1
## 614 Rashtriya Sangail Party 1
## 615 Rashtriya Surya Prakash Party 1
## 616 Rashtriya Vikas Party 1
## 617 Rashtriya Vyapari Party 1
## 618 Rastriya Aam Jan Seva Party 1
## 619 Rastriya Insaaf Party 1
## 620 Rayalaseema Rashtra Samithi 1
## 621 Real Democracy Party 1
## 622 Republican Bahujan Sena 1
## 623 Republican Paksha (Khoripa) 1
## 624 Republican Party of India (Kamble) 1
## 625 Revolutionary Socialist Party of India(Marxis 1
## 626 SDF 1
## 627 Sadan Vikas Party 1
## 628 Sajag Samaj Party 1
## 629 Samaanya Praja Party 1
## 630 Samaj Bhalai Morcha 1
## 631 Samajtantric Party of India 1
## 632 Samajwadi Jan Parishad 1
## 633 Samajwadi Janata Dal Democratic 1
## 634 Samajwadi Janata Party(Karnataka) 1
## 635 Samajwadi Samaj Party 1
## 636 Samata Kranti Dal 1
## 637 Samata Samadhan Party 1
## 638 Samrat Ashok Sena Party 1
## 639 Samta Vikas Party 1
## 640 Sangharsh Sena 1
## 641 Sanjhi Virasat Party 1
## 642 Sanman Rajkiya Paksha 1
## 643 Sarv Vikas Party 1
## 644 Sarvadharam Party 1
## 645 Sarvadharam Party (Madhya Pradesh) 1
## 646 Sarvodaya Prabhat Party 1
## 647 Sarvshreshth Dal 1
## 648 Satya Kranti Party 1
## 649 Shakti Sena (Bharat Desh) 1
## 650 Shane Hind Fourm 1
## 651 Shiromani Akali Dal (Taksali) 1
## 652 Shri Janta Party 1
## 653 Sikkim Krantikari Morcha 1
## 654 Sikkim Republican Party 1
## 655 Sikkim United Front 1
## 656 Socialist Janata Party 1
## 657 Subhashwadi Bhartiya Samajwadi Party (Subhas 1
## 658 Sunder Samaj Party 1
## 659 Swarnim Bharat Inquilab 1
## 660 Swatantra Samaj Party 1
## 661 Tamil Maanila Congress (Moopanar) 1
## 662 Tamil Telugu National Party 1
## 663 Tamizhaga Murpokku Makkal Katchi 1
## 664 Telangana Communist Party of India 1
## 665 Telangana Jana Samithi 1
## 666 Telangana Prajala Party 1
## 667 Telangana Sakalajanula Party 1
## 668 Telangana Yuva Shakti 1
## 669 The Future India Party 1
## 670 Tola Party 1
## 671 UTTARAKHAND PARIVARTAN PARTY 1
## 672 United Democratic Front Secular 1
## 673 United Democratic Party 1
## 674 United Peoples Party, Liberal 1
## 675 United States of India Party 1
## 676 Universal Brotherhood Movement 1
## 677 Uttar Pradesh Navnirman Sena 1
## 678 Vishwa Manav Samaj Kalyan Parishad 1
## 679 Vivasayigal Makkal Munnetra Katchi 1
## 680 Yekikrutha Sankshema Rashtriya Praja Party 1
## 681 Yuva Vikas Party 1IND - Political party represent number of Independent candidates.
# # Winning candidates of BJP party
data |>
filter(Party == "BJP") |>
filter(Winner == 1)## Candidate Party
## 1 Tapir Gao BJP
## 2 Kiren Rijiju BJP
## 3 Rameswar Teli BJP
## 4 Queen Oja BJP
## 5 Topon Kumar Gogoi BJP
## 6 Kripanath Mallah BJP
## 7 Pradan Baruah BJP
## 8 Shri Dilip Saikia BJP
## 9 Rajdeep Roy BJP
## 10 Pallab Lochan Das BJP
## 11 Gopaljee Thakur BJP
## 12 Ram Kripal Yadav BJP
## 13 Ravi Shankar Prasad BJP
## 14 Rajiv Pratap Rudy BJP
## 15 Kirron Kher BJP
## 16 Arun Sao BJP
## 17 Vijay Baghel BJP
## 18 Guharam Ajgalle BJP
## 19 Mohan Mandavi BJP
## 20 Chunni Lal Sahu BJP
## 21 Sunil Kumar Soni BJP
## 22 Santosh Pandey BJP
## 23 Renuka Singh Saruta BJP
## 24 Patel Lalubhai Babubhai BJP
## 25 Shripad Yesso Naik BJP
## 26 Patel Hasmukhbhai Somabhai BJP
## 27 Dr. Solanki Kiritbhai BJP
## 28 Kachhadiya Naranbhai Bhikhabhai BJP
## 29 Parbatbhai Patel BJP
## 30 Parbhubhai Nagarbhai Vasava\t BJP
## 31 Mansukhbhai Vasava BJP
## 32 Dr.Bharatiben Dhirubhai Shiyal BJP
## 33 Rathva Gitaben Vajesingbhai BJP
## 34 Jasvantsinh Sumanbhai Bhabhor BJP
## 35 Poonamben Hematbhai Maadam BJP
## 36 Chavda Vinod Lakhamshi BJP
## 37 Chauhan Devusinh BJP
## 38 Shardaben Anilbhai Patel BJP
## 39 Ratansinh Rathod BJP
## 40 Dabhi Bharatsinhji Shankarji BJP
## 41 Rameshbhai Dhaduk BJP
## 42 Kundaria Mohanbhai BJP
## 43 Rathod Dipsinh Shankarsinh BJP
## 44 Jardosh Darshnaben Vikrambhai BJP
## 45 Mahendrabhai Munjpara BJP
## 46 Ranjanben Bhatt BJP
## 47 Dr.K.C.Patel BJP
## 48 Rattan Lal Kataria BJP
## 49 Dharambir Singh BJP
## 50 Krishan Pal BJP
## 51 Rao Inderjit Singh BJP
## 52 Brijendra Singh BJP
## 53 Sanjay Bhatia BJP
## 54 Nayab Singh BJP
## 55 Arvind Kumar Sharma BJP
## 56 Sunita Duggal BJP
## 57 Ramesh Chander Kaushik BJP
## 58 Ram Swaroop Sharma BJP
## 59 Suresh Kumar Kashyap BJP
## 60 Jugal Kishore BJP
## 61 Dr. Jitendra Singh BJP
## 62 Sunil Kumar Singh BJP
## 63 Pashupati Nath Singh BJP
## 64 Sunil Soren BJP
## 65 Jayant Sinha BJP
## 66 Arjun Munda BJP
## 67 Annapurna Devi BJP
## 68 Sudarshan Bhagat BJP
## 69 Vishnu Dayal Ram BJP
## 70 Sanjay Seth BJP
## 71 Gaddigoudar Parvatagouda Chandanagouda BJP
## 72 P. C. Mohan BJP
## 73 D.V. Sadananda Gowda BJP
## 74 Tejasvi Surya BJP
## 75 Angadi Suresh BJP
## 76 Y. Devendrappa BJP
## 77 Jigajinagi Ramesh Chandappa BJP
## 78 V Srinivas Prasad BJP
## 79 B.N.Bache Gowda BJP
## 80 Annasaheb Shankar Jolle BJP
## 81 A Narayanaswamy BJP
## 82 G M Siddeshwar BJP
## 83 Dr. Umesh G Jadhav BJP
## 84 Udasi. S.C. BJP
## 85 Raja Amareshwara Naik BJP
## 86 G S Basavaraj BJP
## 87 Dr. Dhal Singh Bisen BJP
## 88 Durga Das (D.D.) Uikey BJP
## 89 Sandhya Ray BJP
## 90 Prahalad Singh Patel BJP
## 91 Mahendra Singh Solanky BJP
## 92 Krishna Pal Singh BJP
## 93 Vivek Narayan Shejwalkar BJP
## 94 Vishnu Datt Sharma BJP
## 95 Nandkumar Singh Chouhan (Nandu Bhaiya) BJP
## 96 Gajendra Umrao Singh Patel BJP
## 97 Faggan Singh Kulaste BJP
## 98 Rodmal Nagar BJP
## 99 Guman Singh Damor\t BJP
## 100 Janardan Prasad Mishra BJP
## 101 Himadri Singh BJP
## 102 Riti Pathak BJP
## 103 Virendra Kumar BJP
## 104 Anil Firojiya BJP
## 105 Ramakant Bhargava BJP
## 106 Sujay Radhakrishna Vikhe BJP
## 107 Kapil Moreshwar Patil BJP
## 108 Bharti Pawar BJP
## 109 Ashok Mahadevrao Nete BJP
## 110 Sudhakar Tukaram Shrangare BJP
## 111 Chikhalikar Pratap Govindrao BJP
## 112 Heena Vijaykumar Gavit BJP
## 113 Khadse Raksha Nikhil BJP
## 114 Shri. Sha. Bra. Dr. Jay Siddeshwar Shivachrya Mahaswamiji BJP
## 115 Ramdas Chandrabhanji Tadas BJP
## 116 Dr Rajkumar Ranjan Singh BJP
## 117 Harsh Vardhan BJP
## 118 Meenakashi Lekhi BJP
## 119 Hans Raj Hans BJP
## 120 Parvesh Sahib Singh BJP
## 121 Suresh Pujari BJP
## 122 Aparajita Sarangi BJP
## 123 Smt. Sangeeta Kumari Singh Deo BJP
## 124 Ajay Singh Dharmendra Deol (Sunny Deol) BJP
## 125 Som Parkash BJP
## 126 Bhagirath Chaudhary BJP
## 127 Mahant Balak Nath BJP
## 128 Kanakmal Katara BJP
## 129 Ranjeeta Kumari BJP
## 130 Subhash Chandra Baheria BJP
## 131 Arjun Ram Meghwal BJP
## 132 Chandra Prakash BJP
## 133 Rahul Kaswan BJP
## 134 Jaskaur Meena BJP
## 135 Nihal Chand BJP
## 136 Ram Charan Bohra BJP
## 137 Col. Rajyavardhan Rathore BJP
## 138 Devaji Patel BJP
## 139 Dushyant BJP
## 140 Manoj Rajoria BJP
## 141 P. P. Chaudhary BJP
## 142 Diya Kumari BJP
## 143 Sumedhanand Saraswati BJP
## 144 Sukhbir Singh Jaunapuria BJP
## 145 Arjunlal Meena BJP
## 146 Gangapuram Kishan Reddy BJP
## 147 Rebati Tripura BJP
## 148 Pratima Bhoumik BJP
## 149 Satish Kumar Gautam BJP
## 150 Smriti Irani BJP
## 151 Dharmendra Kumar BJP
## 152 Akshayabar Lal BJP
## 153 Santosh Kumar Gangwar BJP
## 154 Dr. Mahendra Nath Pandey BJP
## 155 Rajveer Singh BJP
## 156 Mukesh Rajput BJP
## 157 Sadhvi Niranjan Jyoti BJP
## 158 Dr. Chandra Sen Jadon BJP
## 159 Dr. Mahesh Sharma BJP
## 160 Kirti Vardhan Singh Alias Raja Bhaiya BJP
## 161 Ravindra Shyamnarayan Shukla Alias Ravi Kishan BJP
## 162 Jai Prakash BJP
## 163 Rajvir Diler BJP
## 164 Anurag Sharma BJP
## 165 Satyadev Pachauri BJP
## 166 Rajnath Singh BJP
## 167 Bholanath (B.P. Saroj) BJP
## 168 Hema Malini Dharmendra Deol BJP
## 169 Ashok Kumar BJP
## 170 Feroze Varun Gandhi BJP
## 171 Ravinder BJP
## 172 Praveen Kumar Nishad BJP
## 173 Maneka Sanjay Gandhi BJP
## 174 Narendra Modi BJP
## 175 Ajay Tamta BJP
## 176 Tirath Singh Rawat BJP
## 177 Ramesh Pokhriyal Nishank BJP
## 178 Ajay Bhatt BJP
## 179 Mala Rajya Laxmi Shah BJP
## 180 Sukanta Majumdar BJP
## 181 Surendrajeet Singh Ahluwalia BJP
## 182 Raju Bista BJP
## 183 Jayanta Kumar Roy BJP
## 184 Kunar Hembram BJP
## Criminal.Cases Education Age Total.Assets
## 1 0 Post Graduate 54 136628259
## 2 0 Graduate Professional 47 15279000
## 3 0 10th Pass 48 4370067
## 4 0 Graduate 67 630219570
## 5 0 Post Graduate 50 12597461
## 6 0 Graduate 46 1871040
## 7 0 12th Pass 53 14307978
## 8 0 Graduate 45 6206286
## 9 0 Post Graduate 48 29901767
## 10 0 Graduate 41 14445139
## 11 0 Post Graduate 49 19301808
## 12 0 Graduate 58 29213467
## 13 0 Post Graduate 64 235275591
## 14 0 Post Graduate 58 80740349
## 15 0 Post Graduate 66 474983574
## 16 0 Graduate Professional 51 13544588
## 17 0 Graduate 59 34429027
## 18 0 Graduate Professional 52 18400837
## 19 0 Post Graduate 61 28675553
## 20 0 Graduate 51 17591683
## 21 0 Graduate 57 46068126
## 22 0 Graduate Professional 51 24861970
## 23 0 12th Pass 55 27682493
## 24 0 8th Pass 63 213993750
## 25 0 Graduate 66 65795623
## 26 0 Others 58 74699690
## 27 0 Post Graduate 69 89474039
## 28 0 12th Pass 64 35900763
## 29 0 Graduate Professional 70 41819177
## 30 0 Others 49 28350217
## 31 0 Post Graduate 61 6835957
## 32 0 Graduate Professional 55 17753161
## 33 0 12th Pass 47 8634660
## 34 0 Graduate Professional 52 27070480
## 35 0 Graduate 44 427331034
## 36 0 Post Graduate 40 33508455
## 37 0 Others 54 13023202
## 38 0 12th Pass 71 440308300
## 39 0 Graduate Professional 59 10260663
## 40 0 Graduate 64 47373221
## 41 0 10th Pass 57 357564783
## 42 0 8th Pass 67 68818120
## 43 0 8th Pass 67 23997443
## 44 0 Graduate 58 23872876
## 45 0 Post Graduate 50 79084513
## 46 0 12th Pass 56 29426428
## 47 0 Graduate Professional 69 68239480
## 48 0 Post Graduate 67 54361499
## 49 0 Graduate 64 60642205
## 50 0 Graduate Professional 62 369652786
## 51 0 Graduate Professional 69 420970754
## 52 0 Post Graduate 46 146408734
## 53 0 Graduate 51 2256739
## 54 0 Graduate Professional 49 35785621
## 55 0 Post Graduate 56 41079284
## 56 0 Post Graduate 51 42596349
## 57 0 Graduate Professional 62 235859266
## 58 0 10th Pass 60 15724337
## 59 0 Post Graduate 48 15705738
## 60 0 10th Pass 56 56481801
## 61 0 Post Graduate 62 70827203
## 62 0 Post Graduate 55 226209137
## 63 0 Graduate 69 27286918
## 64 0 12th Pass 39 4737559
## 65 0 Post Graduate 55 770749002
## 66 0 12th Pass 50 91507865
## 67 0 Post Graduate 50 97636939
## 68 0 Graduate 52 12947303
## 69 0 Graduate 68 32273873
## 70 0 Graduate Professional 60 14044267
## 71 0 Graduate Professional 68 43980663
## 72 0 12th Pass 55 755529306
## 73 0 Graduate Professional 66 209384539
## 74 0 Graduate Professional 28 1346593
## 75 0 Graduate Professional 63 366164525
## 76 0 5th Pass 67 40107878
## 77 0 Graduate 66 504122985
## 78 0 Post Graduate 71 143804441
## 79 0 Graduate Professional 76 1153501141
## 80 0 12th Pass 55 344922831
## 81 0 Graduate 62 96197642
## 82 0 10th Pass 67 380164932
## 83 0 Post Graduate 60 37490597
## 84 0 12th Pass 52 718499195
## 85 0 Graduate Professional 62 30638375
## 86 0 Graduate Professional 78 510779150
## 87 0 Others 66 88648133
## 88 0 Post Graduate 55 15413532
## 89 0 Post Graduate 45 51108660
## 90 0 Graduate Professional 59 43292483
## 91 0 Graduate Professional 35 3812464
## 92 0 Graduate Professional 43 16266408
## 93 0 Graduate Professional 71 58911673
## 94 0 Post Graduate 49 10589334
## 95 0 Post Graduate 66 19076515
## 96 0 Graduate Professional 43 67303990
## 97 0 Post Graduate 59 26702373
## 98 0 Graduate 58 40198295
## 99 0 Graduate Professional 62 42072262
## 100 0 Graduate Professional 62 20359750
## 101 0 Graduate 32 36564408
## 102 0 Post Graduate 41 51541791
## 103 0 Doctorate 65 21503766
## 104 0 12th Pass 47 26417937
## 105 0 12th Pass 66 30032282
## 106 0 Doctorate 37 168664576
## 107 0 Graduate 58 418850781
## 108 0 Graduate Professional 40 122885349
## 109 0 12th Pass 55 50136369
## 110 0 10th Pass 57 286478302
## 111 0 12th Pass 57 52178606
## 112 0 Post Graduate 31 271634532
## 113 0 Graduate 31 172713734
## 114 0 Graduate 63 27870079
## 115 0 10th Pass 65 65807822
## 116 0 Doctorate 67 19616174
## 117 0 Post Graduate 64 30171897
## 118 0 Graduate Professional 51 361441689
## 119 0 10th Pass 57 130937732
## 120 0 Post Graduate 41 155195014
## 121 0 Post Graduate 58 11673429
## 122 0 Graduate 49 31677600
## 123 0 Graduate 57 379590851
## 124 0 Others 59 871925679
## 125 0 Post Graduate 70 29404519
## 126 0 12th Pass 64 85101774
## 127 0 10th Pass 35 352929
## 128 0 Graduate Professional 62 58711904
## 129 0 8th Pass 39 3117190
## 130 0 Graduate 62 232703276
## 131 0 Post Graduate 65 23524459
## 132 0 Graduate 43 19725115
## 133 0 Graduate 42 36723865
## 134 0 Post Graduate 71 143742564
## 135 0 Graduate 48 21014362
## 136 0 12th Pass 61 165322707
## 137 0 Graduate 49 127808070
## 138 0 10th Pass 42 88332292
## 139 0 Post Graduate 48 370432373
## 140 0 Post Graduate 49 64867148
## 141 0 Graduate Professional 65 385111923
## 142 0 Others 48 165984623
## 143 0 Post Graduate 67 2827638
## 144 0 12th Pass 61 1233802420
## 145 0 Post Graduate 54 48196946
## 146 0 Others 58 81430778
## 147 0 Post Graduate 43 1948315
## 148 0 Graduate 50 642398
## 149 0 10th Pass 46 109522559
## 150 0 12th Pass 43 111099609
## 151 0 10th Pass 50 21766502
## 152 0 10th Pass 73 45691463
## 153 0 Graduate Professional 70 126356142
## 154 0 Doctorate 62 33359734
## 155 0 Graduate Professional 58 383629735
## 156 0 Graduate 50 74964501
## 157 0 12th Pass 52 10667372
## 158 0 Graduate Professional 68 42872395
## 159 0 Graduate Professional 59 478759568
## 160 0 Post Graduate 53 232735285
## 161 0 12th Pass 51 208494688
## 162 0 Graduate 61 234032624
## 163 0 12th Pass 61 14930000
## 164 0 Post Graduate 54 1243060113
## 165 0 Post Graduate 71 132382819
## 166 0 Post Graduate 67 51492709
## 167 0 Graduate 58 259027394
## 168 0 Doctorate 70 2508270292
## 169 0 Post Graduate 52 48771207
## 170 0 Post Graduate 39 603200539
## 171 0 12th Pass 55 27031724
## 172 0 Graduate Professional 30 4300614
## 173 0 12th Pass 62 556926451
## 174 0 Post Graduate 68 25136119
## 175 0 12th Pass 46 9910448
## 176 0 Post Graduate 55 15032657
## 177 0 Doctorate 59 28739888
## 178 0 Graduate Professional 57 19699529
## 179 0 12th Pass 68 1846640100
## 180 0 Doctorate 40 5825866
## 181 0 Graduate Professional 67 26521750
## 182 0 Graduate 33 151106062
## 183 0 Graduate Professional 51 11625047
## 184 0 Graduate Professional 56 10387498
## Constituency Liabilities Winner Gender
## 1 Arunachal East 0 1 M
## 2 Arunachal West 0 1 M
## 3 Dibrugarh 0 1 M
## 4 Gauhati 34034178 1 F
## 5 Jorhat 455398 1 M
## 6 Karimganj 0 1 M
## 7 Lakhimpur 5839285 1 M
## 8 Mangaldoi 0 1 M
## 9 Silchar 6976701 1 M
## 10 Tezpur 0 1 M
## 11 Darbhanga 1039660 1 M
## 12 Pataliputra 1717310 1 M
## 13 Patna Sahib 0 1 M
## 14 Saran 0 1 M
## 15 Chandigarh 6279188 1 F
## 16 Bilaspur 50000 1 M
## 17 Durg 8748686 1 M
## 18 Janjgir Champa 0 1 M
## 19 Kanker 679000 1 M
## 20 Mahasamund 1383014 1 M
## 21 Raipur 2482214 1 M
## 22 Rajnandgaon 1519820 1 M
## 23 Surguja 3251275 1 F
## 24 Daman And Diu 9969514 1 M
## 25 North Goa 1491387 1 M
## 26 Ahmedabad East 6252577 1 M
## 27 Ahmedabad West 0 1 M
## 28 Amreli 828961 1 M
## 29 Banaskantha 4500000 1 M
## 30 Bardoli 3676869 1 M
## 31 Bharuch 0 1 M
## 32 Bhavnagar 3689036 1 F
## 33 Chhota Udaipur 0 1 F
## 34 Dahod 0 1 M
## 35 Jamnagar 98632194 1 F
## 36 Kachchh 12458607 1 M
## 37 Kheda 995240 1 M
## 38 Mahesana 7477793 1 F
## 39 Panchmahal 1081611 1 M
## 40 Patan 5613860 1 M
## 41 Porbandar 217944697 1 M
## 42 Rajkot 16566856 1 M
## 43 Sabarkantha 0 1 M
## 44 Surat 0 1 F
## 45 Surendranagar 14822528 1 M
## 46 Vadodara 0 1 F
## 47 Valsad 0 1 M
## 48 Ambala 188861 1 M
## 49 Bhiwani Mahendragarh 240000 1 M
## 50 Faridabad 105593242 1 M
## 51 Gurgaon 31500000 1 M
## 52 Hisar 27225637 1 M
## 53 Karnal 500000 1 M
## 54 Kurukshetra 5720000 1 M
## 55 Rohtak 16778090 1 M
## 56 Sirsa 2500000 1 F
## 57 Sonipat 0 1 M
## 58 Mandi 783963 1 M
## 59 Shimla 7873806 1 M
## 60 Jammu 350040219 1 M
## 61 Udhampur 0 1 M
## 62 Chatra 1889051 1 M
## 63 Dhanbad 0 1 M
## 64 Dumka 685516 1 M
## 65 Hazaribagh 193271437 1 M
## 66 Khunti 27106434 1 M
## 67 Kodarma 3189066 1 F
## 68 Lohardaga 525000 1 M
## 69 Palamu 90922 1 M
## 70 Ranchi 100000 1 M
## 71 Bagalkot 7987991 1 M
## 72 Bangalore Central 312521957 1 M
## 73 Bangalore North 104302653 1 M
## 74 Bangalore South 0 1 M
## 75 Belgaum 198479638 1 M
## 76 Bellary 250000 1 M
## 77 Bijapur 1600000 1 M
## 78 Chamarajanagar 324909 1 M
## 79 Chikkballapur 0 1 M
## 80 Chikkodi 195595693 1 M
## 81 Chitradurga 0 1 M
## 82 Davanagere 14670809 1 M
## 83 Gulbarga 0 1 M
## 84 Haveri 165566495 1 M
## 85 Raichur 678532 1 M
## 86 Tumkur 113844867 1 M
## 87 Balaghat 1530693 1 M
## 88 Betul 875803 1 M
## 89 Bhind 13400000 1 F
## 90 Damoh 4230614 1 M
## 91 Dewas 1832631 1 M
## 92 Guna 494053 1 M
## 93 Gwalior 0 1 M
## 94 Khajuraho 2507176 1 M
## 95 Khandwa 4819099 1 M
## 96 Khargone 1885020 1 M
## 97 Mandla 1000075 1 M
## 98 Rajgarh 3921362 1 M
## 99 Ratlam 4890940 1 M
## 100 Rewa 580627 1 M
## 101 Shahdol 1736289 1 F
## 102 Sidhi 505922 1 F
## 103 Tikamgarh 1974216 1 M
## 104 Ujjain 3203766 1 M
## 105 Vidisha 3332012 1 M
## 106 Ahmednagar 2623964 1 M
## 107 Bhiwandi 5645459 1 M
## 108 Dindori 1449572 1 F
## 109 Gadchiroli Chimur 15682840 1 M
## 110 Latur 100250602 1 M
## 111 Nanded 594000 1 M
## 112 Nandurbar 15291251 1 F
## 113 Raver 0 1 F
## 114 Solapur 0 1 M
## 115 Wardha 8961387 1 M
## 116 Inner Manipur 0 1 M
## 117 Chandni Chowk 0 1 M
## 118 New Delhi 7938378 1 F
## 119 North West Delhi 47897494 1 M
## 120 West Delhi 40097329 1 M
## 121 Bargarh 0 1 M
## 122 Bhubaneswar 4329959 1 F
## 123 Bolangir 7500000 1 F
## 124 Gurdaspur 534644785 1 M
## 125 Hoshiarpur 0 1 M
## 126 Ajmer 8319942 1 M
## 127 Alwar 0 1 M
## 128 Banswara 1746729 1 M
## 129 Bharatpur 0 1 F
## 130 Bhilwara 1827380 1 M
## 131 Bikaner 1060314 1 M
## 132 Chittorgarh 100000 1 M
## 133 Churu 15163379 1 M
## 134 Dausa 5825431 1 F
## 135 Ganganagar 3631287 1 M
## 136 Jaipur 22000000 1 M
## 137 Jaipur Rural 0 1 M
## 138 Jalore 60936530 1 M
## 139 Jhalawar Baran 85824156 1 M
## 140 Karauli Dholpur 22121569 1 M
## 141 Pali 7278041 1 M
## 142 Rajsamand 0 1 F
## 143 Sikar 2719583 1 M
## 144 Tonk Sawai Madhopur 0 1 M
## 145 Udaipur 15602872 1 M
## 146 Secunderabad 4500000 1 M
## 147 Tripura East 0 1 M
## 148 Tripura West 0 1 F
## 149 Aligarh 28095176 1 M
## 150 Amethi 0 1 F
## 151 Aonla 3324300 1 M
## 152 Bahraich 3028133 1 M
## 153 Bareilly 13055209 1 M
## 154 Chandauli 0 1 M
## 155 Etah 100220000 1 M
## 156 Farrukhabad 388246 1 M
## 157 Fatehpur 910148 1 F
## 158 Firozabad 0 1 M
## 159 Gautam Buddha Nagar 43863749 1 M
## 160 Gonda 23201603 1 M
## 161 Gorakhpur 17711043 1 M
## 162 Hardoi 2615368 1 M
## 163 Hathras 0 1 M
## 164 Jhansi 14212970 1 M
## 165 Kanpur 31052190 1 M
## 166 Lucknow 0 1 M
## 167 Machhlishahr 11194163 1 M
## 168 Mathura 131288062 1 F
## 169 Misrikh 5735470 1 M
## 170 Pilibhit 28952800 1 M
## 171 Salempur 249400 1 M
## 172 Sant Kabir Nagar 2326248 1 M
## 173 Sultanpur 11935800 1 F
## 174 Varanasi 0 1 M
## 175 Almora 55845 1 M
## 176 Garhwal 3500000 1 M
## 177 Haridwar 16444 1 M
## 178 Nainital-Udhamsingh Nagar 0 1 M
## 179 Tehri Garhwal 1350000000 1 F
## 180 Balurghat 2168170 1 M
## 181 Bardhaman Durgapur 744076 1 M
## 182 Darjeeling 27428941 1 M
## 183 Jalpaiguri 1352581 1 M
## 184 Jhargram 565000 1 M# Winning candidates of INC party
data |>
filter(Party == "INC") |>
filter(Winner == 1)## Candidate Party Criminal.Cases Education
## 1 Kuldeep Rai Sharma INC 0 Graduate Professional
## 2 Abdul Khaleque INC 0 Post Graduate
## 3 Gaurav Gogoi INC 0 Post Graduate
## 4 Pradyut Bordoloi INC 0 Post Graduate
## 5 Jyotsna Mahant INC 0 Post Graduate
## 6 Cosme Francisco Caitano Sardinha INC 0 Graduate Professional
## 7 Nakul Nath INC 0 Graduate
## 8 Vincent H. Pala INC 0 Graduate Professional
## 9 Saptagiri Sankar Ulaka INC 0 Graduate Professional
## 10 V. Vaithilingam INC 0 Graduate
## 11 Gurjeet Singh Aujla INC 0 12th Pass
## 12 Manish Tewari INC 0 Graduate Professional
## 13 Mohammad Sadique INC 0 5th Pass
## 14 Amar Singh INC 0 Post Graduate
## 15 Santokh Singh Chaudhary INC 0 Graduate Professional
## 16 Jasbir Singh Gill INC 0 Others
## 17 Preneet Kaur INC 0 Graduate
## 18 Vasanthakumar H INC 0 Post Graduate
## 19 Jothimani S INC 0 Post Graduate
## 20 Thirunavukkarasar. Su INC 0 Post Graduate
## 21 Dr.K.Jayakumar INC 0 Doctorate
## 22 Abu Hasem Khan Chowdhury INC 0 Doctorate
## Age Total.Assets Constituency Liabilities Winner Gender
## 1 52 132233012 Andaman And Nicobar Islands 80450870 1 M
## 2 44 7398753 Barpeta 2703693 1 M
## 3 36 13727834 Kaliabor 1250000 1 M
## 4 59 74143272 Nawgong 4011152 1 M
## 5 65 150639697 Korba 0 1 F
## 6 73 79402232 South Goa 0 1 M
## 7 44 6601946757 Chhindwara 8791712 1 M
## 8 51 549515421 Shillong 0 1 M
## 9 40 37587560 Koraput 1217963 1 M
## 10 68 108015548 Puducherry 520989 1 M
## 11 46 34011739 Amritsar 9031565 1 M
## 12 53 154637860 Anandpur Sahib 0 1 M
## 13 79 19793884 Faridkot 311043 1 M
## 14 65 32808836 Fatehgarh Sahib 0 1 M
## 15 72 99925185 Jalandhar 2534363 1 M
## 16 48 81393500 Khadoor Sahib 4655000 1 M
## 17 74 635973757 Patiala 42453369 1 F
## 18 68 4174930444 Kanniyakumari 1547511439 1 M
## 19 43 6046055 Karur 379000 1 F
## 20 69 32182184 Tiruchirappalli 40208 1 M
## 21 69 24583769 Tiruvallur 0 1 M
## 22 72 270959520 Maldaha Dakshin 728107 1 MFinding Candidate who won in Andaman and Nicobar Constituency
data |>
filter(Constituency == "Andaman And Nicobar Islands") |>
filter(Winner == 1) |>
select('Candidate')## Candidate
## 1 Kuldeep Rai SharmaFinding Candidate with highest assets and his/her election result
data |>
arrange(desc(Total.Assets)) |>
select('Candidate','Party','Constituency','Gender','Winner') |>
head(data,n=1)## Candidate Party Constituency Gender Winner
## 1 Ramesh Kumar Sharma IND Pataliputra M 0Finding Education Level of the candidates
data|>
ggplot()+
geom_bar(mapping = aes(x = Education))+
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Education level of candidates", x = "Education", y = "Count")