R Notebook
# Load necessary libraries
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(ggplot2)
library(tidyverse)## ── Attaching packages ──────────────────────────────────────────────── tidyverse 1.3.0 ──## ✓ tibble 3.0.1 ✓ purrr 0.3.4
## ✓ tidyr 1.1.0 ✓ stringr 1.4.0
## ✓ readr 1.3.1 ✓ forcats 0.5.0## ── Conflicts ─────────────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()# Load the datasets
matches <- read.csv("matches.csv")
deliveries <- read.csv("deliveries.csv")
view(matches)
view(deliveries)
#Q1: number of matches that ended in a tie and played super over
tie_and_super_over <- matches %>%
filter(result == "tie", dl_applied == 0) %>%
nrow()
print(paste("Matches ended in tie and played super-over:", tie_and_super_over))## [1] "Matches ended in tie and played super-over: 7"#Q2: which team had won by max runs
max_run <- matches %>%
filter(win_by_runs == max(win_by_runs, na.rm = TRUE)) %>%
select(winner, venue, date, player_of_match, city, season)
print("Match with maximum run win:")## [1] "Match with maximum run win:"print(max_run)## winner venue date player_of_match city season
## 1 Mumbai Indians Feroz Shah Kotla 06-05-2017 LMP Simmons Delhi 2017#Q3: How many toss-winning teams have chosen to field and won?
toss_field_win <- matches %>%
filter(toss_decision == "field", toss_winner == winner) %>%
nrow()
total_matches <- nrow(matches)
percentage <- (toss_field_win / total_matches) * 100
print(paste("Toss-winning teams that chose to field and won:", toss_field_win))## [1] "Toss-winning teams that chose to field and won: 201"print(paste("Percentage:", round(percentage, 2), "%"))## [1] "Percentage: 31.6 %"#showing results visually
ggplot(matches, aes(x = toss_decision, fill = factor(toss_winner == winner))) +
geom_bar(position = "dodge") +
labs(title = "Toss Decision vs Match Outcome",
x = "Toss Decision", y = "Count",
fill = "Toss Winner Won?") +
theme_minimal()
#Q4: number of toss winning team that played max dot balls
dot_balls <- deliveries %>%
filter(batsman_runs == 0)
dot_balls_by_match <- dot_balls %>% group_by(match_id, batting_team) %>%
summarise(dot_balls = n())## `summarise()` regrouping output by 'match_id' (override with `.groups` argument)max_dot_balls <- dot_balls_by_match %>% arrange(desc(dot_balls)) %>%
slice(1)
max_dot_balls_details <- matches %>% filter(id == max_dot_balls$match_id) %>%
select(id, toss_winner, team1, team2)
max_dot_balls_details#Q5: Which team had won by maximum wicket, with player of the match as a batsman?
max_wicket_win <- matches %>%
filter(player_of_match == "batsman") %>%
arrange(desc(win_by_wickets)) %>%
slice(1)
max_wicket_win_info <- max_wicket_win %>%
select(winner, win_by_wickets, player_of_match, venue, date, city, season)
print(max_wicket_win_info)## [1] winner win_by_wickets player_of_match venue
## [5] date city season
## <0 rows> (or 0-length row.names)#Q6: Which player has received maximum player of the match awards? Also, show the
# graphical view taking the franchise into consideration.
player_of_match_count <- matches %>%
group_by(player_of_match) %>%
summarise(awards = n()) %>%
arrange(desc(awards)) %>%
slice(1)## `summarise()` ungrouping output (override with `.groups` argument)# Plot for top 10 players
top_players <- matches %>%
group_by(player_of_match, team1, team2) %>%
summarise(awards = n()) %>%
arrange(desc(awards)) %>%
head(10)## `summarise()` regrouping output by 'player_of_match', 'team1' (override with `.groups` argument)# visualize team1
ggplot(top_players, aes(x = reorder(player_of_match, -awards), y = awards, fill = team1)) +
geom_bar(stat = "identity") +
coord_flip() +
labs(title = "Top 10 Players with Most Player of the Match Awards",
x = "Player",
y = "Number of Awards")
# visualize team2
ggplot(top_players, aes(x = reorder(player_of_match, -awards), y = awards, fill = team2)) +
geom_bar(stat = "identity") +
coord_flip() +
labs(title = "Top 10 Players with Most Player of the Match Awards",
x = "Player",
y = "Number of Awards")
#Q7:Which team has used a maximum number of bowlers in an innings?List their bowling statistics.
max_bowlers <- deliveries %>%
group_by(match_id, bowling_team) %>%
summarise(bowlers_used = n_distinct(bowler)) %>%
arrange(desc(bowlers_used)) %>%
slice(1)## `summarise()` regrouping output by 'match_id' (override with `.groups` argument)# Join with matches to get match details
max_bowlers_match <- matches %>%
filter(id == max_bowlers$match_id) %>%
select(id, team2, venue, date, city, season)
# Display bowling statistics for this match
bowling_stats <- deliveries %>%
filter(match_id == max_bowlers$match_id, bowling_team == max_bowlers$bowling_team) %>%
group_by(bowler) %>%
summarise(runs_conceded = sum(total_runs),
wickets_taken = sum(player_dismissed != ""),
balls_bowled = n()) %>%
mutate(economy = runs_conceded / (balls_bowled / 6))## Warning in match_id == max_bowlers$match_id: longer object length is not a
## multiple of shorter object length## Warning in bowling_team == max_bowlers$bowling_team: longer object length is not
## a multiple of shorter object length## `summarise()` ungrouping output (override with `.groups` argument)print(max_bowlers_match)## id team2
## 1 1 Royal Challengers Bangalore
## 2 2 Rising Pune Supergiant
## 3 3 Kolkata Knight Riders
## 4 4 Kings XI Punjab
## 5 5 Delhi Daredevils
## 6 6 Sunrisers Hyderabad
## 7 7 Mumbai Indians
## 8 8 Kings XI Punjab
## 9 9 Rising Pune Supergiant
## 10 10 Mumbai Indians
## 11 11 Kolkata Knight Riders
## 12 12 Mumbai Indians
## 13 13 Gujarat Lions
## 14 14 Sunrisers Hyderabad
## 15 15 Kings XI Punjab
## 16 16 Mumbai Indians
## 17 17 Royal Challengers Bangalore
## 18 18 Kolkata Knight Riders
## 19 19 Kings XI Punjab
## 20 20 Gujarat Lions
## 21 21 Delhi Daredevils
## 22 22 Mumbai Indians
## 23 23 Gujarat Lions
## 24 24 Delhi Daredevils
## 25 25 Rising Pune Supergiant
## 26 26 Gujarat Lions
## 27 27 Royal Challengers Bangalore
## 28 28 Mumbai Indians
## 29 29 Kolkata Knight Riders
## 30 30 Gujarat Lions
## 31 31 Kolkata Knight Riders
## 32 32 Kings XI Punjab
## 33 33 Royal Challengers Bangalore
## 34 34 Mumbai Indians
## 35 35 Kings XI Punjab
## 36 36 Kolkata Knight Riders
## 37 37 Mumbai Indians
## 38 38 Rising Pune Supergiant
## 39 39 Delhi Daredevils
## 40 40 Rising Pune Supergiant
## 41 41 Delhi Daredevils
## 42 42 Royal Challengers Bangalore
## 43 43 Sunrisers Hyderabad
## 44 44 Delhi Daredevils
## 45 45 Kolkata Knight Riders
## 46 46 Gujarat Lions
## 47 47 Sunrisers Hyderabad
## 48 48 Kolkata Knight Riders
## 49 49 Delhi Daredevils
## 50 50 Mumbai Indians
## 51 51 Rising Pune Supergiant
## 52 52 Sunrisers Hyderabad
## 53 53 Kolkata Knight Riders
## 54 54 Rising Pune Supergiant
## 55 55 Delhi Daredevils
## 56 56 Mumbai Indians
## 57 57 Kolkata Knight Riders
## 58 58 Mumbai Indians
## 59 59 Rising Pune Supergiant
## 60 60 Royal Challengers Bangalore
## 61 61 Kings XI Punjab
## 62 62 Delhi Daredevils
## 63 63 Royal Challengers Bangalore
## 64 64 Kolkata Knight Riders
## 65 65 Rajasthan Royals
## 66 66 Delhi Daredevils
## 67 67 Mumbai Indians
## 68 68 Rajasthan Royals
## 69 69 Mumbai Indians
## 70 70 Rajasthan Royals
## 71 71 Chennai Super Kings
## 72 72 Deccan Chargers
## 73 73 Kings XI Punjab
## 74 74 Royal Challengers Bangalore
## 75 75 Mumbai Indians
## 76 76 Royal Challengers Bangalore
## 77 77 Kings XI Punjab
## 78 78 Kolkata Knight Riders
## 79 79 Delhi Daredevils
## 80 80 Royal Challengers Bangalore
## 81 81 Kolkata Knight Riders
## 82 82 Delhi Daredevils
## 83 83 Rajasthan Royals
## 84 84 Kings XI Punjab
## 85 85 Deccan Chargers
## 86 86 Mumbai Indians
## 87 87 Chennai Super Kings
## 88 88 Royal Challengers Bangalore
## 89 89 Rajasthan Royals
## 90 90 Mumbai Indians
## 91 91 Kings XI Punjab
## 92 92 Deccan Chargers
## 93 93 Rajasthan Royals
## 94 94 Kings XI Punjab
## 95 95 Delhi Daredevils
## 96 96 Mumbai Indians
## 97 97 Rajasthan Royals
## 98 98 Deccan Chargers
## 99 99 Mumbai Indians
## 100 100 Kings XI Punjab
## 101 101 Royal Challengers Bangalore
## 102 102 Deccan Chargers
## 103 103 Chennai Super Kings
## 104 104 Delhi Daredevils
## 105 105 Rajasthan Royals
## 106 106 Mumbai Indians
## 107 107 Chennai Super Kings
## 108 108 Kings XI Punjab
## 109 109 Delhi Daredevils
## 110 110 Chennai Super Kings
## 111 111 Deccan Chargers
## 112 112 Kolkata Knight Riders
## 113 113 Rajasthan Royals
## 114 114 Chennai Super Kings
## 115 115 Delhi Daredevils
## 116 116 Chennai Super Kings
## 117 117 Rajasthan Royals
## 118 118 Chennai Super Kings
## 119 119 Rajasthan Royals
## 120 120 Delhi Daredevils
## 121 121 Deccan Chargers
## 122 122 Royal Challengers Bangalore
## 123 123 Kolkata Knight Riders
## 124 124 Royal Challengers Bangalore
## 125 125 Chennai Super Kings
## 126 126 Kolkata Knight Riders
## 127 127 Kings XI Punjab
## 128 128 Mumbai Indians
## 129 129 Delhi Daredevils
## 130 130 Rajasthan Royals
## 131 131 Deccan Chargers
## 132 132 Kolkata Knight Riders
## 133 133 Rajasthan Royals
## 134 134 Royal Challengers Bangalore
## 135 135 Mumbai Indians
## 136 136 Delhi Daredevils
## 137 137 Rajasthan Royals
## 138 138 Kolkata Knight Riders
## 139 139 Kings XI Punjab
## 140 140 Rajasthan Royals
## 141 141 Delhi Daredevils
## 142 142 Kings XI Punjab
## 143 143 Royal Challengers Bangalore
## 144 144 Deccan Chargers
## 145 145 Kings XI Punjab
## 146 146 Delhi Daredevils
## 147 147 Mumbai Indians
## 148 148 Rajasthan Royals
## 149 149 Kings XI Punjab
## 150 150 Delhi Daredevils
## 151 151 Kings XI Punjab
## 152 152 Chennai Super Kings
## 153 153 Royal Challengers Bangalore
## 154 154 Delhi Daredevils
## 155 155 Rajasthan Royals
## 156 156 Royal Challengers Bangalore
## 157 157 Mumbai Indians
## 158 158 Deccan Chargers
## 159 159 Royal Challengers Bangalore
## 160 160 Mumbai Indians
## 161 161 Kings XI Punjab
## 162 162 Chennai Super Kings
## 163 163 Deccan Chargers
## 164 164 Deccan Chargers
## 165 165 Rajasthan Royals
## 166 166 Kolkata Knight Riders
## 167 167 Royal Challengers Bangalore
## 168 168 Kolkata Knight Riders
## 169 169 Kings XI Punjab
## 170 170 Delhi Daredevils
## 171 171 Deccan Chargers
## 172 172 Deccan Chargers
## 173 173 Royal Challengers Bangalore
## 174 174 Royal Challengers Bangalore
## 175 175 Deccan Chargers
## 176 176 Rajasthan Royals
## 177 177 Delhi Daredevils
## 178 178 Kolkata Knight Riders
## 179 179 Chennai Super Kings
## 180 180 Delhi Daredevils
## 181 181 Royal Challengers Bangalore
## 182 182 Kolkata Knight Riders
## 183 183 Delhi Daredevils
## 184 184 Royal Challengers Bangalore
## 185 185 Chennai Super Kings
## 186 186 Kings XI Punjab
## 187 187 Kolkata Knight Riders
## 188 188 Royal Challengers Bangalore
## 189 189 Delhi Daredevils
## 190 190 Chennai Super Kings
## 191 191 Mumbai Indians
## 192 192 Chennai Super Kings
## 193 193 Kings XI Punjab
## 194 194 Mumbai Indians
## 195 195 Rajasthan Royals
## 196 196 Kings XI Punjab
## 197 197 Royal Challengers Bangalore
## 198 198 Chennai Super Kings
## 199 199 Deccan Chargers
## 200 200 Kolkata Knight Riders
## 201 201 Mumbai Indians
## 202 202 Chennai Super Kings
## 203 203 Rajasthan Royals
## 204 204 Deccan Chargers
## 205 205 Royal Challengers Bangalore
## 206 206 Rajasthan Royals
## 207 207 Deccan Chargers
## 208 208 Kings XI Punjab
## 209 209 Royal Challengers Bangalore
## 210 210 Deccan Chargers
## 211 211 Mumbai Indians
## 212 212 Rajasthan Royals
## 213 213 Delhi Daredevils
## 214 214 Deccan Chargers
## 215 215 Kings XI Punjab
## 216 216 Deccan Chargers
## 217 217 Royal Challengers Bangalore
## 218 218 Kings XI Punjab
## 219 219 Rajasthan Royals
## 220 220 Royal Challengers Bangalore
## 221 221 Delhi Daredevils
## 222 222 Chennai Super Kings
## 223 223 Royal Challengers Bangalore
## 224 224 Delhi Daredevils
## 225 225 Deccan Chargers
## 226 226 Royal Challengers Bangalore
## 227 227 Kolkata Knight Riders
## 228 228 Chennai Super Kings
## 229 229 Delhi Daredevils
## 230 230 Kolkata Knight Riders
## 231 231 Royal Challengers Bangalore
## 232 232 Deccan Chargers
## 233 233 Royal Challengers Bangalore
## 234 234 Mumbai Indians
## 235 235 Kolkata Knight Riders
## 236 236 Rajasthan Royals
## 237 237 Royal Challengers Bangalore
## 238 238 Mumbai Indians
## 239 239 Pune Warriors
## 240 240 Deccan Chargers
## 241 241 Rajasthan Royals
## 242 242 Mumbai Indians
## 243 243 Kings XI Punjab
## 244 244 Pune Warriors
## 245 245 Royal Challengers Bangalore
## 246 246 Kolkata Knight Riders
## 247 247 Kochi Tuskers Kerala
## 248 248 Royal Challengers Bangalore
## 249 249 Kings XI Punjab
## 250 250 Delhi Daredevils
## 251 251 Kolkata Knight Riders
## 252 252 Kochi Tuskers Kerala
## 253 253 Delhi Daredevils
## 254 254 Mumbai Indians
## 255 255 Kolkata Knight Riders
## 256 256 Rajasthan Royals
## 257 257 Chennai Super Kings
## 258 258 Royal Challengers Bangalore
## 259 259 Kings XI Punjab
## 260 260 Deccan Chargers
## 261 261 Rajasthan Royals
## 262 262 Pune Warriors
## 263 263 Royal Challengers Bangalore
## 264 264 Chennai Super Kings
## 265 265 Kochi Tuskers Kerala
## 266 266 Delhi Daredevils
## 267 267 Rajasthan Royals
## 268 268 Pune Warriors
## 269 269 Kochi Tuskers Kerala
## 270 270 Kolkata Knight Riders
## 271 271 Rajasthan Royals
## 272 272 Deccan Chargers
## 273 273 Kings XI Punjab
## 274 274 Kochi Tuskers Kerala
## 275 275 Deccan Chargers
## 276 276 Chennai Super Kings
## 277 277 Pune Warriors
## 278 278 Kolkata Knight Riders
## 279 279 Delhi Daredevils
## 280 280 Kings XI Punjab
## 281 281 Kolkata Knight Riders
## 282 282 Delhi Daredevils
## 283 283 Royal Challengers Bangalore
## 284 284 Pune Warriors
## 285 285 Rajasthan Royals
## 286 286 Pune Warriors
## 287 287 Mumbai Indians
## 288 288 Royal Challengers Bangalore
## 289 289 Delhi Daredevils
## 290 290 Kings XI Punjab
## 291 291 Royal Challengers Bangalore
## 292 292 Mumbai Indians
## 293 293 Delhi Daredevils
## 294 294 Kochi Tuskers Kerala
## 295 295 Deccan Chargers
## 296 296 Royal Challengers Bangalore
## 297 297 Kochi Tuskers Kerala
## 298 298 Kolkata Knight Riders
## 299 299 Rajasthan Royals
## 300 300 Kings XI Punjab
## 301 301 Pune Warriors
## 302 302 Royal Challengers Bangalore
## 303 303 Mumbai Indians
## 304 304 Chennai Super Kings
## 305 305 Mumbai Indians
## 306 306 Mumbai Indians
## 307 307 Royal Challengers Bangalore
## 308 308 Mumbai Indians
## 309 309 Delhi Daredevils
## 310 310 Mumbai Indians
## 311 311 Kings XI Punjab
## 312 312 Delhi Daredevils
## 313 313 Deccan Chargers
## 314 314 Kolkata Knight Riders
## 315 315 Kings XI Punjab
## 316 316 Mumbai Indians
## 317 317 Royal Challengers Bangalore
## 318 318 Delhi Daredevils
## 319 319 Rajasthan Royals
## 320 320 Chennai Super Kings
## 321 321 Kings XI Punjab
## 322 322 Kolkata Knight Riders
## 323 323 Delhi Daredevils
## 324 324 Pune Warriors
## 325 325 Kolkata Knight Riders
## 326 326 Royal Challengers Bangalore
## 327 327 Delhi Daredevils
## 328 328 Rajasthan Royals
## 329 329 Royal Challengers Bangalore
## 330 330 Kolkata Knight Riders
## 331 331 Delhi Daredevils
## 332 332 Pune Warriors
## 333 333 Royal Challengers Bangalore
## 334 334 Chennai Super Kings
## 335 335 Delhi Daredevils
## 336 336 Kings XI Punjab
## 337 337 Kolkata Knight Riders
## 338 338 Rajasthan Royals
## 339 339 Delhi Daredevils
## 340 340 Mumbai Indians
## 341 341 Pune Warriors
## 342 342 Mumbai Indians
## 343 343 Chennai Super Kings
## 344 344 Royal Challengers Bangalore
## 345 345 Rajasthan Royals
## 346 346 Mumbai Indians
## 347 347 Kolkata Knight Riders
## 348 348 Pune Warriors
## 349 349 Delhi Daredevils
## 350 350 Kings XI Punjab
## 351 351 Pune Warriors
## 352 352 Deccan Chargers
## 353 353 Pune Warriors
## 354 354 Kings XI Punjab
## 355 355 Mumbai Indians
## 356 356 Royal Challengers Bangalore
## 357 357 Kolkata Knight Riders
## 358 358 Rajasthan Royals
## 359 359 Deccan Chargers
## 360 360 Royal Challengers Bangalore
## 361 361 Chennai Super Kings
## 362 362 Pune Warriors
## 363 363 Kolkata Knight Riders
## 364 364 Chennai Super Kings
## 365 365 Pune Warriors
## 366 366 Kings XI Punjab
## 367 367 Mumbai Indians
## 368 368 Chennai Super Kings
## 369 369 Delhi Daredevils
## 370 370 Mumbai Indians
## 371 371 Kings XI Punjab
## 372 372 Delhi Daredevils
## 373 373 Deccan Chargers
## 374 374 Delhi Daredevils
## 375 375 Pune Warriors
## 376 376 Royal Challengers Bangalore
## 377 377 Mumbai Indians
## 378 378 Delhi Daredevils
## 379 379 Mumbai Indians
## 380 380 Delhi Daredevils
## 381 381 Kolkata Knight Riders
## 382 382 Kolkata Knight Riders
## 383 383 Mumbai Indians
## 384 384 Pune Warriors
## 385 385 Delhi Daredevils
## 386 386 Chennai Super Kings
## 387 387 Kings XI Punjab
## 388 388 Sunrisers Hyderabad
## 389 389 Kolkata Knight Riders
## 390 390 Delhi Daredevils
## 391 391 Chennai Super Kings
## 392 392 Royal Challengers Bangalore
## 393 393 Pune Warriors
## 394 394 Sunrisers Hyderabad
## 395 395 Pune Warriors
## 396 396 Chennai Super Kings
## 397 397 Sunrisers Hyderabad
## 398 398 Rajasthan Royals
## 399 399 Chennai Super Kings
## 400 400 Kolkata Knight Riders
## 401 401 Royal Challengers Bangalore
## 402 402 Pune Warriors
## 403 403 Mumbai Indians
## 404 404 Delhi Daredevils
## 405 405 Sunrisers Hyderabad
## 406 406 Chennai Super Kings
## 407 407 Royal Challengers Bangalore
## 408 408 Delhi Daredevils
## 409 409 Kings XI Punjab
## 410 410 Chennai Super Kings
## 411 411 Pune Warriors
## 412 412 Delhi Daredevils
## 413 413 Mumbai Indians
## 414 414 Chennai Super Kings
## 415 415 Kolkata Knight Riders
## 416 416 Rajasthan Royals
## 417 417 Royal Challengers Bangalore
## 418 418 Kolkata Knight Riders
## 419 419 Pune Warriors
## 420 420 Rajasthan Royals
## 421 421 Kings XI Punjab
## 422 422 Pune Warriors
## 423 423 Sunrisers Hyderabad
## 424 424 Delhi Daredevils
## 425 425 Kings XI Punjab
## 426 426 Pune Warriors
## 427 427 Kolkata Knight Riders
## 428 428 Sunrisers Hyderabad
## 429 429 Kings XI Punjab
## 430 430 Chennai Super Kings
## 431 431 Rajasthan Royals
## 432 432 Royal Challengers Bangalore
## 433 433 Rajasthan Royals
## 434 434 Kolkata Knight Riders
## 435 435 Sunrisers Hyderabad
## 436 436 Rajasthan Royals
## 437 437 Pune Warriors
## 438 438 Delhi Daredevils
## 439 439 Mumbai Indians
## 440 440 Kings XI Punjab
## 441 441 Kolkata Knight Riders
## 442 442 Rajasthan Royals
## 443 443 Kings XI Punjab
## 444 444 Mumbai Indians
## 445 445 Kolkata Knight Riders
## 446 446 Delhi Daredevils
## 447 447 Rajasthan Royals
## 448 448 Kings XI Punjab
## 449 449 Rajasthan Royals
## 450 450 Mumbai Indians
## 451 451 Delhi Daredevils
## 452 452 Chennai Super Kings
## 453 453 Sunrisers Hyderabad
## 454 454 Mumbai Indians
## 455 455 Rajasthan Royals
## 456 456 Mumbai Indians
## 457 457 Chennai Super Kings
## 458 458 Mumbai Indians
## 459 459 Royal Challengers Bangalore
## 460 460 Kings XI Punjab
## 461 461 Rajasthan Royals
## 462 462 Royal Challengers Bangalore
## 463 463 Delhi Daredevils
## 464 464 Kings XI Punjab
## 465 465 Delhi Daredevils
## 466 466 Sunrisers Hyderabad
## 467 467 Rajasthan Royals
## 468 468 Royal Challengers Bangalore
## 469 469 Delhi Daredevils
## 470 470 Chennai Super Kings
## 471 471 Rajasthan Royals
## 472 472 Kolkata Knight Riders
## 473 473 Delhi Daredevils
## 474 474 Chennai Super Kings
## 475 475 Kings XI Punjab
## 476 476 Kolkata Knight Riders
## 477 477 Mumbai Indians
## 478 478 Kolkata Knight Riders
## 479 479 Mumbai Indians
## 480 480 Rajasthan Royals
## 481 481 Royal Challengers Bangalore
## 482 482 Kolkata Knight Riders
## 483 483 Chennai Super Kings
## 484 484 Royal Challengers Bangalore
## 485 485 Kolkata Knight Riders
## 486 486 Chennai Super Kings
## 487 487 Rajasthan Royals
## 488 488 Royal Challengers Bangalore
## 489 489 Sunrisers Hyderabad
## 490 490 Chennai Super Kings
## 491 491 Kolkata Knight Riders
## 492 492 Rajasthan Royals
## 493 493 Mumbai Indians
## 494 494 Chennai Super Kings
## 495 495 Delhi Daredevils
## 496 496 Kings XI Punjab
## 497 497 Kolkata Knight Riders
## 498 498 Delhi Daredevils
## 499 499 Royal Challengers Bangalore
## 500 500 Kolkata Knight Riders
## 501 501 Rajasthan Royals
## 502 502 Kings XI Punjab
## 503 503 Sunrisers Hyderabad
## 504 504 Kolkata Knight Riders
## 505 505 Mumbai Indians
## 506 506 Royal Challengers Bangalore
## 507 507 Sunrisers Hyderabad
## 508 508 Delhi Daredevils
## 509 509 Rajasthan Royals
## 510 510 Chennai Super Kings
## 511 511 Kolkata Knight Riders
## 512 512 Kings XI Punjab
## 513 513 Mumbai Indians
## 514 514 Kings XI Punjab
## 515 515 Chennai Super Kings
## 516 516 Chennai Super Kings
## 517 517 Kolkata Knight Riders
## 518 518 Kolkata Knight Riders
## 519 519 Delhi Daredevils
## 520 520 Kings XI Punjab
## 521 521 Sunrisers Hyderabad
## 522 522 Royal Challengers Bangalore
## 523 523 Rajasthan Royals
## 524 524 Mumbai Indians
## 525 525 Sunrisers Hyderabad
## 526 526 Rajasthan Royals
## 527 527 Kolkata Knight Riders
## 528 528 Delhi Daredevils
## 529 529 Rajasthan Royals
## 530 530 Chennai Super Kings
## 531 531 Sunrisers Hyderabad
## 532 532 Kolkata Knight Riders
## 533 533 Rajasthan Royals
## 534 534 Royal Challengers Bangalore
## 535 535 Kolkata Knight Riders
## 536 536 Kings XI Punjab
## 537 537 Kolkata Knight Riders
## 538 538 Royal Challengers Bangalore
## 539 539 Mumbai Indians
## 540 540 Royal Challengers Bangalore
## 541 541 Sunrisers Hyderabad
## 542 542 Kings XI Punjab
## 543 543 Royal Challengers Bangalore
## 544 544 Kings XI Punjab
## 545 545 Delhi Daredevils
## 546 546 Rajasthan Royals
## 547 547 Kolkata Knight Riders
## 548 548 Delhi Daredevils
## 549 549 Rajasthan Royals
## 550 550 Royal Challengers Bangalore
## 551 551 Chennai Super Kings
## 552 552 Kings XI Punjab
## 553 553 Delhi Daredevils
## 554 554 Royal Challengers Bangalore
## 555 555 Sunrisers Hyderabad
## 556 556 Mumbai Indians
## 557 557 Kings XI Punjab
## 558 558 Rajasthan Royals
## 559 559 Mumbai Indians
## 560 560 Kolkata Knight Riders
## 561 561 Delhi Daredevils
## 562 562 Mumbai Indians
## 563 563 Rajasthan Royals
## 564 564 Kings XI Punjab
## 565 565 Delhi Daredevils
## 566 566 Royal Challengers Bangalore
## 567 567 Kolkata Knight Riders
## 568 568 Royal Challengers Bangalore
## 569 569 Chennai Super Kings
## 570 570 Kolkata Knight Riders
## 571 571 Royal Challengers Bangalore
## 572 572 Mumbai Indians
## 573 573 Chennai Super Kings
## 574 574 Rajasthan Royals
## 575 575 Chennai Super Kings
## 576 576 Chennai Super Kings
## 577 577 Rising Pune Supergiants
## 578 578 Kolkata Knight Riders
## 579 579 Gujarat Lions
## 580 580 Sunrisers Hyderabad
## 581 581 Mumbai Indians
## 582 582 Gujarat Lions
## 583 583 Delhi Daredevils
## 584 584 Kolkata Knight Riders
## 585 585 Gujarat Lions
## 586 586 Kings XI Punjab
## 587 587 Delhi Daredevils
## 588 588 Sunrisers Hyderabad
## 589 589 Kolkata Knight Riders
## 590 590 Mumbai Indians
## 591 591 Sunrisers Hyderabad
## 592 592 Rising Pune Supergiants
## 593 593 Mumbai Indians
## 594 594 Sunrisers Hyderabad
## 595 595 Gujarat Lions
## 596 596 Kolkata Knight Riders
## 597 597 Kings XI Punjab
## 598 598 Rising Pune Supergiants
## 599 599 Delhi Daredevils
## 600 600 Mumbai Indians
## 601 601 Gujarat Lions
## 602 602 Kolkata Knight Riders
## 603 603 Royal Challengers Bangalore
## 604 604 Gujarat Lions
## 605 605 Mumbai Indians
## 606 606 Kolkata Knight Riders
## 607 607 Delhi Daredevils
## 608 608 Kings XI Punjab
## 609 609 Rising Pune Supergiants
## 610 610 Sunrisers Hyderabad
## 611 611 Royal Challengers Bangalore
## 612 612 Delhi Daredevils
## 613 613 Mumbai Indians
## 614 614 Gujarat Lions
## 615 615 Kings XI Punjab
## 616 616 Rising Pune Supergiants
## 617 617 Mumbai Indians
## 618 618 Delhi Daredevils
## 619 619 Kings XI Punjab
## 620 620 Gujarat Lions
## 621 621 Kolkata Knight Riders
## 622 622 Sunrisers Hyderabad
## 623 623 Delhi Daredevils
## 624 624 Royal Challengers Bangalore
## 625 625 Rising Pune Supergiants
## 626 626 Kings XI Punjab
## 627 627 Gujarat Lions
## 628 628 Delhi Daredevils
## 629 629 Rising Pune Supergiants
## 630 630 Gujarat Lions
## 631 631 Sunrisers Hyderabad
## 632 632 Royal Challengers Bangalore
## 633 633 Royal Challengers Bangalore
## 634 634 Kolkata Knight Riders
## 635 635 Sunrisers Hyderabad
## 636 636 Royal Challengers Bangalore
## venue date
## 1 Rajiv Gandhi International Stadium, Uppal 05-04-2017
## 2 Maharashtra Cricket Association Stadium 06-04-2017
## 3 Saurashtra Cricket Association Stadium 07-04-2017
## 4 Holkar Cricket Stadium 08-04-2017
## 5 M Chinnaswamy Stadium 08-04-2017
## 6 Rajiv Gandhi International Stadium, Uppal 09-04-2017
## 7 Wankhede Stadium 09-04-2017
## 8 Holkar Cricket Stadium 10-04-2017
## 9 Maharashtra Cricket Association Stadium 11-04-2017
## 10 Wankhede Stadium 12-04-2017
## 11 Eden Gardens 13-04-2017
## 12 M Chinnaswamy Stadium 14-04-2017
## 13 Saurashtra Cricket Association Stadium 14-04-2017
## 14 Eden Gardens 15-04-2017
## 15 Feroz Shah Kotla 15-04-2017
## 16 Wankhede Stadium 16-04-2017
## 17 M Chinnaswamy Stadium 16-04-2017
## 18 Feroz Shah Kotla 17-04-2017
## 19 Rajiv Gandhi International Stadium, Uppal 17-04-2017
## 20 Saurashtra Cricket Association Stadium 18-04-2017
## 21 Rajiv Gandhi International Stadium, Uppal 19-04-2017
## 22 Holkar Cricket Stadium 20-04-2017
## 23 Eden Gardens 21-04-2017
## 24 Wankhede Stadium 22-04-2017
## 25 Maharashtra Cricket Association Stadium 22-04-2017
## 26 Saurashtra Cricket Association Stadium 23-04-2017
## 27 Eden Gardens 23-04-2017
## 28 Wankhede Stadium 24-04-2017
## 29 Maharashtra Cricket Association Stadium 26-04-2017
## 30 M Chinnaswamy Stadium 27-04-2017
## 31 Eden Gardens 28-04-2017
## 32 Punjab Cricket Association IS Bindra Stadium, Mohali 28-04-2017
## 33 Maharashtra Cricket Association Stadium 29-04-2017
## 34 Saurashtra Cricket Association Stadium 29-04-2017
## 35 Punjab Cricket Association IS Bindra Stadium, Mohali 30-04-2017
## 36 Rajiv Gandhi International Stadium, Uppal 30-04-2017
## 37 Wankhede Stadium 01-05-2017
## 38 Maharashtra Cricket Association Stadium 01-05-2017
## 39 Feroz Shah Kotla 02-05-2017
## 40 Eden Gardens 03-05-2017
## 41 Feroz Shah Kotla 04-05-2017
## 42 M Chinnaswamy Stadium 05-05-2017
## 43 Rajiv Gandhi International Stadium, Uppal 06-05-2017
## 44 Feroz Shah Kotla 06-05-2017
## 45 M Chinnaswamy Stadium 07-05-2017
## 46 Punjab Cricket Association IS Bindra Stadium, Mohali 07-05-2017
## 47 Rajiv Gandhi International Stadium, Uppal 08-05-2017
## 48 Punjab Cricket Association IS Bindra Stadium, Mohali 09-05-2017
## 49 Green Park 10-05-2017
## 50 Wankhede Stadium 11-05-2017
## 51 Feroz Shah Kotla 12-05-2017
## 52 Green Park 13-05-2017
## 53 Eden Gardens 13-05-2017
## 54 Maharashtra Cricket Association Stadium 14-05-2017
## 55 Feroz Shah Kotla 14-05-2017
## 56 Wankhede Stadium 16-05-2017
## 57 M Chinnaswamy Stadium 17-05-2017
## 58 M Chinnaswamy Stadium 19-05-2017
## 59 Rajiv Gandhi International Stadium, Uppal 21-05-2017
## 60 M Chinnaswamy Stadium 18-04-2008
## 61 Punjab Cricket Association Stadium, Mohali 19-04-2008
## 62 Feroz Shah Kotla 19-04-2008
## 63 Wankhede Stadium 20-04-2008
## 64 Eden Gardens 20-04-2008
## 65 Sawai Mansingh Stadium 21-04-2008
## 66 Rajiv Gandhi International Stadium, Uppal 22-04-2008
## 67 MA Chidambaram Stadium, Chepauk 23-04-2008
## 68 Rajiv Gandhi International Stadium, Uppal 24-04-2008
## 69 Punjab Cricket Association Stadium, Mohali 25-04-2008
## 70 M Chinnaswamy Stadium 26-04-2008
## 71 MA Chidambaram Stadium, Chepauk 26-04-2008
## 72 Dr DY Patil Sports Academy 27-04-2008
## 73 Punjab Cricket Association Stadium, Mohali 27-04-2008
## 74 M Chinnaswamy Stadium 28-04-2008
## 75 Eden Gardens 29-04-2008
## 76 Feroz Shah Kotla 30-04-2008
## 77 Rajiv Gandhi International Stadium, Uppal 01-05-2008
## 78 Sawai Mansingh Stadium 01-05-2008
## 79 MA Chidambaram Stadium, Chepauk 02-05-2008
## 80 Rajiv Gandhi International Stadium, Uppal 25-05-2008
## 81 Punjab Cricket Association Stadium, Mohali 03-05-2008
## 82 Dr DY Patil Sports Academy 04-05-2008
## 83 Sawai Mansingh Stadium 04-05-2008
## 84 M Chinnaswamy Stadium 05-05-2008
## 85 MA Chidambaram Stadium, Chepauk 06-05-2008
## 86 Dr DY Patil Sports Academy 07-05-2008
## 87 Feroz Shah Kotla 08-05-2008
## 88 Eden Gardens 08-05-2008
## 89 Sawai Mansingh Stadium 09-05-2008
## 90 M Chinnaswamy Stadium 28-05-2008
## 91 MA Chidambaram Stadium, Chepauk 10-05-2008
## 92 Rajiv Gandhi International Stadium, Uppal 11-05-2008
## 93 Sawai Mansingh Stadium 11-05-2008
## 94 Punjab Cricket Association Stadium, Mohali 12-05-2008
## 95 Eden Gardens 13-05-2008
## 96 Wankhede Stadium 14-05-2008
## 97 Punjab Cricket Association Stadium, Mohali 28-05-2008
## 98 Feroz Shah Kotla 15-05-2008
## 99 Wankhede Stadium 16-05-2008
## 100 Feroz Shah Kotla 17-05-2008
## 101 Sawai Mansingh Stadium 17-05-2008
## 102 Rajiv Gandhi International Stadium, Uppal 18-05-2008
## 103 Eden Gardens 18-05-2008
## 104 M Chinnaswamy Stadium 19-05-2008
## 105 Eden Gardens 20-05-2008
## 106 Wankhede Stadium 21-05-2008
## 107 MA Chidambaram Stadium, Chepauk 21-05-2008
## 108 Punjab Cricket Association Stadium, Mohali 23-05-2008
## 109 Feroz Shah Kotla 24-05-2008
## 110 MA Chidambaram Stadium, Chepauk 24-05-2008
## 111 M Chinnaswamy Stadium 03-05-2008
## 112 Eden Gardens 25-05-2008
## 113 Sawai Mansingh Stadium 26-05-2008
## 114 Rajiv Gandhi International Stadium, Uppal 27-05-2008
## 115 Wankhede Stadium 30-05-2008
## 116 Wankhede Stadium 31-05-2008
## 117 Dr DY Patil Sports Academy 01-06-2008
## 118 Newlands 18-04-2009
## 119 Newlands 18-04-2009
## 120 Newlands 19-04-2009
## 121 Newlands 19-04-2009
## 122 St George's Park 20-04-2009
## 123 Kingsmead 21-04-2009
## 124 Newlands 22-04-2009
## 125 Kingsmead 23-04-2009
## 126 Newlands 23-04-2009
## 127 Kingsmead 24-04-2009
## 128 Kingsmead 25-04-2009
## 129 St George's Park 26-04-2009
## 130 Newlands 26-04-2009
## 131 Kingsmead 27-04-2009
## 132 St George's Park 27-04-2009
## 133 SuperSport Park 28-04-2009
## 134 Kingsmead 29-04-2009
## 135 Kingsmead 29-04-2009
## 136 SuperSport Park 30-04-2009
## 137 SuperSport Park 30-04-2009
## 138 Buffalo Park 01-05-2009
## 139 Kingsmead 01-05-2009
## 140 St George's Park 02-05-2009
## 141 New Wanderers Stadium 02-05-2009
## 142 St George's Park 03-05-2009
## 143 New Wanderers Stadium 03-05-2009
## 144 Buffalo Park 04-05-2009
## 145 Kingsmead 05-05-2009
## 146 Kingsmead 05-05-2009
## 147 SuperSport Park 06-05-2009
## 148 SuperSport Park 07-05-2009
## 149 SuperSport Park 07-05-2009
## 150 Buffalo Park 08-05-2009
## 151 De Beers Diamond Oval 09-05-2009
## 152 De Beers Diamond Oval 09-05-2009
## 153 St George's Park 10-05-2009
## 154 New Wanderers Stadium 10-05-2009
## 155 De Beers Diamond Oval 11-05-2009
## 156 SuperSport Park 12-05-2009
## 157 SuperSport Park 12-05-2009
## 158 Kingsmead 13-05-2009
## 159 Kingsmead 14-05-2009
## 160 Kingsmead 14-05-2009
## 161 OUTsurance Oval 15-05-2009
## 162 St George's Park 16-05-2009
## 163 New Wanderers Stadium 16-05-2009
## 164 New Wanderers Stadium 17-05-2009
## 165 OUTsurance Oval 17-05-2009
## 166 SuperSport Park 18-05-2009
## 167 New Wanderers Stadium 19-05-2009
## 168 Kingsmead 20-05-2009
## 169 Kingsmead 20-05-2009
## 170 SuperSport Park 21-05-2009
## 171 SuperSport Park 21-05-2009
## 172 SuperSport Park 22-05-2009
## 173 New Wanderers Stadium 23-05-2009
## 174 New Wanderers Stadium 24-05-2009
## 175 Dr DY Patil Sports Academy 12-03-2010
## 176 Brabourne Stadium 13-03-2010
## 177 Punjab Cricket Association Stadium, Mohali 13-03-2010
## 178 Eden Gardens 14-03-2010
## 179 MA Chidambaram Stadium, Chepauk 14-03-2010
## 180 Sardar Patel Stadium, Motera 15-03-2010
## 181 M Chinnaswamy Stadium 16-03-2010
## 182 Eden Gardens 16-03-2010
## 183 Feroz Shah Kotla 17-03-2010
## 184 M Chinnaswamy Stadium 18-03-2010
## 185 Feroz Shah Kotla 19-03-2010
## 186 Barabati Stadium 19-03-2010
## 187 Sardar Patel Stadium, Motera 20-03-2010
## 188 Brabourne Stadium 20-03-2010
## 189 Barabati Stadium 21-03-2010
## 190 MA Chidambaram Stadium, Chepauk 21-03-2010
## 191 Brabourne Stadium 22-03-2010
## 192 M Chinnaswamy Stadium 23-03-2010
## 193 Punjab Cricket Association Stadium, Mohali 24-03-2010
## 194 Brabourne Stadium 25-03-2010
## 195 Sardar Patel Stadium, Motera 26-03-2010
## 196 Punjab Cricket Association Stadium, Mohali 27-03-2010
## 197 M Chinnaswamy Stadium 25-03-2010
## 198 Sardar Patel Stadium, Motera 28-03-2010
## 199 Dr DY Patil Sports Academy 28-03-2010
## 200 Feroz Shah Kotla 29-03-2010
## 201 Brabourne Stadium 30-03-2010
## 202 MA Chidambaram Stadium, Chepauk 31-03-2010
## 203 Feroz Shah Kotla 31-03-2010
## 204 Eden Gardens 01-04-2010
## 205 Punjab Cricket Association Stadium, Mohali 02-04-2010
## 206 MA Chidambaram Stadium, Chepauk 03-04-2010
## 207 Brabourne Stadium 03-04-2010
## 208 Eden Gardens 04-04-2010
## 209 Feroz Shah Kotla 04-04-2010
## 210 Vidarbha Cricket Association Stadium, Jamtha 05-04-2010
## 211 MA Chidambaram Stadium, Chepauk 06-04-2010
## 212 Sawai Mansingh Stadium 07-04-2010
## 213 Eden Gardens 07-04-2010
## 214 M Chinnaswamy Stadium 08-04-2010
## 215 Punjab Cricket Association Stadium, Mohali 09-04-2010
## 216 Vidarbha Cricket Association Stadium, Jamtha 10-04-2010
## 217 M Chinnaswamy Stadium 10-04-2010
## 218 Feroz Shah Kotla 11-04-2010
## 219 Sawai Mansingh Stadium 11-04-2010
## 220 Vidarbha Cricket Association Stadium, Jamtha 12-04-2010
## 221 Brabourne Stadium 13-04-2010
## 222 MA Chidambaram Stadium, Chepauk 13-04-2010
## 223 Sawai Mansingh Stadium 14-04-2010
## 224 MA Chidambaram Stadium, Chepauk 15-04-2010
## 225 Himachal Pradesh Cricket Association Stadium 16-04-2010
## 226 M Chinnaswamy Stadium 17-04-2010
## 227 Eden Gardens 17-04-2010
## 228 Himachal Pradesh Cricket Association Stadium 18-04-2010
## 229 Feroz Shah Kotla 18-04-2010
## 230 Eden Gardens 19-04-2010
## 231 Dr DY Patil Sports Academy 21-04-2010
## 232 Dr DY Patil Sports Academy 22-04-2010
## 233 Dr DY Patil Sports Academy 24-04-2010
## 234 Dr DY Patil Sports Academy 25-04-2010
## 235 MA Chidambaram Stadium, Chepauk 08-04-2011
## 236 Rajiv Gandhi International Stadium, Uppal 09-04-2011
## 237 Nehru Stadium 09-04-2011
## 238 Feroz Shah Kotla 10-04-2011
## 239 Dr DY Patil Sports Academy 10-04-2011
## 240 Eden Gardens 11-04-2011
## 241 Sawai Mansingh Stadium 12-04-2011
## 242 M Chinnaswamy Stadium 12-04-2011
## 243 Punjab Cricket Association Stadium, Mohali 13-04-2011
## 244 Dr DY Patil Sports Academy 13-04-2011
## 245 Rajiv Gandhi International Stadium, Uppal 14-04-2011
## 246 Sawai Mansingh Stadium 15-04-2011
## 247 Wankhede Stadium 15-04-2011
## 248 MA Chidambaram Stadium, Chepauk 16-04-2011
## 249 Rajiv Gandhi International Stadium, Uppal 16-04-2011
## 250 Dr DY Patil Sports Academy 17-04-2011
## 251 Eden Gardens 17-04-2011
## 252 Nehru Stadium 18-04-2011
## 253 Feroz Shah Kotla 19-04-2011
## 254 Wankhede Stadium 20-04-2011
## 255 Eden Gardens 20-04-2011
## 256 Punjab Cricket Association Stadium, Mohali 21-04-2011
## 257 Wankhede Stadium 22-04-2011
## 258 Eden Gardens 22-04-2011
## 259 Feroz Shah Kotla 23-04-2011
## 260 Rajiv Gandhi International Stadium, Uppal 24-04-2011
## 261 Sawai Mansingh Stadium 24-04-2011
## 262 MA Chidambaram Stadium, Chepauk 25-04-2011
## 263 Feroz Shah Kotla 26-04-2011
## 264 Dr DY Patil Sports Academy 27-04-2011
## 265 Nehru Stadium 27-04-2011
## 266 Feroz Shah Kotla 28-04-2011
## 267 Sawai Mansingh Stadium 29-04-2011
## 268 M Chinnaswamy Stadium 29-04-2011
## 269 Nehru Stadium 30-04-2011
## 270 Eden Gardens 30-04-2011
## 271 Sawai Mansingh Stadium 01-05-2011
## 272 MA Chidambaram Stadium, Chepauk 01-05-2011
## 273 Wankhede Stadium 02-05-2011
## 274 Feroz Shah Kotla 02-05-2011
## 275 Rajiv Gandhi International Stadium, Uppal 03-05-2011
## 276 MA Chidambaram Stadium, Chepauk 04-05-2011
## 277 Dr DY Patil Sports Academy 04-05-2011
## 278 Nehru Stadium 05-05-2011
## 279 Rajiv Gandhi International Stadium, Uppal 05-05-2011
## 280 M Chinnaswamy Stadium 06-05-2011
## 281 Eden Gardens 07-05-2011
## 282 Wankhede Stadium 07-05-2011
## 283 M Chinnaswamy Stadium 08-05-2011
## 284 Punjab Cricket Association Stadium, Mohali 08-05-2011
## 285 Sawai Mansingh Stadium 09-05-2011
## 286 Rajiv Gandhi International Stadium, Uppal 10-05-2011
## 287 Punjab Cricket Association Stadium, Mohali 10-05-2011
## 288 Sawai Mansingh Stadium 11-05-2011
## 289 MA Chidambaram Stadium, Chepauk 12-05-2011
## 290 Holkar Cricket Stadium 13-05-2011
## 291 M Chinnaswamy Stadium 14-05-2011
## 292 Wankhede Stadium 14-05-2011
## 293 Himachal Pradesh Cricket Association Stadium 15-05-2011
## 294 Holkar Cricket Stadium 15-05-2011
## 295 Dr DY Patil Sports Academy 16-05-2011
## 296 Himachal Pradesh Cricket Association Stadium 17-05-2011
## 297 MA Chidambaram Stadium, Chepauk 18-05-2011
## 298 Dr DY Patil Sports Academy 19-05-2011
## 299 Wankhede Stadium 20-05-2011
## 300 Himachal Pradesh Cricket Association Stadium 21-05-2011
## 301 Feroz Shah Kotla 21-05-2011
## 302 M Chinnaswamy Stadium 22-05-2011
## 303 Eden Gardens 22-05-2011
## 304 Wankhede Stadium 24-05-2011
## 305 Wankhede Stadium 25-05-2011
## 306 MA Chidambaram Stadium, Chepauk 27-05-2011
## 307 MA Chidambaram Stadium, Chepauk 28-05-2011
## 308 MA Chidambaram Stadium, Chepauk 04-04-2012
## 309 Eden Gardens 05-04-2012
## 310 Wankhede Stadium 06-04-2012
## 311 Sawai Mansingh Stadium 06-04-2012
## 312 M Chinnaswamy Stadium 07-04-2012
## 313 Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium 07-04-2012
## 314 Sawai Mansingh Stadium 08-04-2012
## 315 Subrata Roy Sahara Stadium 08-04-2012
## 316 Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium 09-04-2012
## 317 M Chinnaswamy Stadium 10-04-2012
## 318 Feroz Shah Kotla 10-04-2012
## 319 Wankhede Stadium 11-04-2012
## 320 MA Chidambaram Stadium, Chepauk 12-04-2012
## 321 Punjab Cricket Association Stadium, Mohali 12-04-2012
## 322 Eden Gardens 13-04-2012
## 323 Feroz Shah Kotla 19-04-2012
## 324 Subrata Roy Sahara Stadium 14-04-2012
## 325 Eden Gardens 15-04-2012
## 326 M Chinnaswamy Stadium 15-04-2012
## 327 Wankhede Stadium 16-04-2012
## 328 Sawai Mansingh Stadium 17-04-2012
## 329 M Chinnaswamy Stadium 17-04-2012
## 330 Punjab Cricket Association Stadium, Mohali 18-04-2012
## 331 Rajiv Gandhi International Stadium, Uppal 10-05-2012
## 332 MA Chidambaram Stadium, Chepauk 19-04-2012
## 333 Punjab Cricket Association Stadium, Mohali 20-04-2012
## 334 MA Chidambaram Stadium, Chepauk 21-04-2012
## 335 Feroz Shah Kotla 21-04-2012
## 336 Wankhede Stadium 22-04-2012
## 337 Barabati Stadium 22-04-2012
## 338 Sawai Mansingh Stadium 23-04-2012
## 339 Subrata Roy Sahara Stadium 24-04-2012
## 340 Punjab Cricket Association Stadium, Mohali 25-04-2012
## 341 Subrata Roy Sahara Stadium 26-04-2012
## 342 Feroz Shah Kotla 27-04-2012
## 343 MA Chidambaram Stadium, Chepauk 28-04-2012
## 344 Eden Gardens 28-04-2012
## 345 Feroz Shah Kotla 29-04-2012
## 346 Wankhede Stadium 29-04-2012
## 347 MA Chidambaram Stadium, Chepauk 30-04-2012
## 348 Barabati Stadium 01-05-2012
## 349 Sawai Mansingh Stadium 01-05-2012
## 350 M Chinnaswamy Stadium 02-05-2012
## 351 Subrata Roy Sahara Stadium 03-05-2012
## 352 MA Chidambaram Stadium, Chepauk 04-05-2012
## 353 Eden Gardens 05-05-2012
## 354 Punjab Cricket Association Stadium, Mohali 05-05-2012
## 355 Wankhede Stadium 06-05-2012
## 356 M Chinnaswamy Stadium 06-05-2012
## 357 Feroz Shah Kotla 07-05-2012
## 358 Subrata Roy Sahara Stadium 08-05-2012
## 359 Rajiv Gandhi International Stadium, Uppal 08-05-2012
## 360 Wankhede Stadium 09-05-2012
## 361 Sawai Mansingh Stadium 10-05-2012
## 362 Subrata Roy Sahara Stadium 11-05-2012
## 363 Eden Gardens 12-05-2012
## 364 MA Chidambaram Stadium, Chepauk 12-05-2012
## 365 Sawai Mansingh Stadium 13-05-2012
## 366 Punjab Cricket Association Stadium, Mohali 13-05-2012
## 367 M Chinnaswamy Stadium 14-05-2012
## 368 Eden Gardens 14-05-2012
## 369 Feroz Shah Kotla 15-05-2012
## 370 Wankhede Stadium 16-05-2012
## 371 Himachal Pradesh Cricket Association Stadium 17-05-2012
## 372 Feroz Shah Kotla 17-05-2012
## 373 Rajiv Gandhi International Stadium, Uppal 18-05-2012
## 374 Himachal Pradesh Cricket Association Stadium 19-05-2012
## 375 Subrata Roy Sahara Stadium 19-05-2012
## 376 Rajiv Gandhi International Stadium, Uppal 20-05-2012
## 377 Sawai Mansingh Stadium 20-05-2012
## 378 Subrata Roy Sahara Stadium 22-05-2012
## 379 M Chinnaswamy Stadium 23-05-2012
## 380 MA Chidambaram Stadium, Chepauk 25-05-2012
## 381 MA Chidambaram Stadium, Chepauk 27-05-2012
## 382 Eden Gardens 03-04-2013
## 383 M Chinnaswamy Stadium 04-04-2013
## 384 Rajiv Gandhi International Stadium, Uppal 05-04-2013
## 385 Feroz Shah Kotla 06-04-2013
## 386 MA Chidambaram Stadium, Chepauk 06-04-2013
## 387 Subrata Roy Sahara Stadium 07-04-2013
## 388 Rajiv Gandhi International Stadium, Uppal 07-04-2013
## 389 Sawai Mansingh Stadium 08-04-2013
## 390 Wankhede Stadium 09-04-2013
## 391 Punjab Cricket Association Stadium, Mohali 10-04-2013
## 392 M Chinnaswamy Stadium 11-04-2013
## 393 Subrata Roy Sahara Stadium 11-04-2013
## 394 Feroz Shah Kotla 12-04-2013
## 395 Wankhede Stadium 13-04-2013
## 396 MA Chidambaram Stadium, Chepauk 13-04-2013
## 397 Eden Gardens 14-04-2013
## 398 Sawai Mansingh Stadium 14-04-2013
## 399 MA Chidambaram Stadium, Chepauk 15-04-2013
## 400 Punjab Cricket Association Stadium, Mohali 16-04-2013
## 401 M Chinnaswamy Stadium 16-04-2013
## 402 Subrata Roy Sahara Stadium 17-04-2013
## 403 Sawai Mansingh Stadium 17-04-2013
## 404 Feroz Shah Kotla 18-04-2013
## 405 Rajiv Gandhi International Stadium, Uppal 19-04-2013
## 406 Eden Gardens 20-04-2013
## 407 M Chinnaswamy Stadium 20-04-2013
## 408 Feroz Shah Kotla 21-04-2013
## 409 Punjab Cricket Association Stadium, Mohali 21-04-2013
## 410 MA Chidambaram Stadium, Chepauk 22-04-2013
## 411 M Chinnaswamy Stadium 23-04-2013
## 412 Himachal Pradesh Cricket Association Stadium 16-05-2013
## 413 Eden Gardens 24-04-2013
## 414 MA Chidambaram Stadium, Chepauk 25-04-2013
## 415 Eden Gardens 26-04-2013
## 416 Sawai Mansingh Stadium 27-04-2013
## 417 Wankhede Stadium 27-04-2013
## 418 MA Chidambaram Stadium, Chepauk 28-04-2013
## 419 Shaheed Veer Narayan Singh International Stadium 28-04-2013
## 420 Sawai Mansingh Stadium 29-04-2013
## 421 Wankhede Stadium 29-04-2013
## 422 Subrata Roy Sahara Stadium 30-04-2013
## 423 Rajiv Gandhi International Stadium, Uppal 01-05-2013
## 424 Shaheed Veer Narayan Singh International Stadium 01-05-2013
## 425 MA Chidambaram Stadium, Chepauk 02-05-2013
## 426 Subrata Roy Sahara Stadium 02-05-2013
## 427 Eden Gardens 03-05-2013
## 428 Rajiv Gandhi International Stadium, Uppal 04-05-2013
## 429 M Chinnaswamy Stadium 14-05-2013
## 430 Wankhede Stadium 05-05-2013
## 431 Sawai Mansingh Stadium 05-05-2013
## 432 M Chinnaswamy Stadium 09-04-2013
## 433 Sawai Mansingh Stadium 07-05-2013
## 434 Wankhede Stadium 07-05-2013
## 435 Rajiv Gandhi International Stadium, Uppal 08-05-2013
## 436 Punjab Cricket Association Stadium, Mohali 09-05-2013
## 437 Subrata Roy Sahara Stadium 09-05-2013
## 438 Feroz Shah Kotla 10-05-2013
## 439 Subrata Roy Sahara Stadium 11-05-2013
## 440 Punjab Cricket Association Stadium, Mohali 11-05-2013
## 441 JSCA International Stadium Complex 12-05-2013
## 442 Sawai Mansingh Stadium 12-05-2013
## 443 Feroz Shah Kotla 23-04-2013
## 444 Wankhede Stadium 13-05-2013
## 445 JSCA International Stadium Complex 15-05-2013
## 446 MA Chidambaram Stadium, Chepauk 14-05-2013
## 447 Wankhede Stadium 15-05-2013
## 448 Punjab Cricket Association Stadium, Mohali 06-05-2013
## 449 Rajiv Gandhi International Stadium, Uppal 17-05-2013
## 450 Himachal Pradesh Cricket Association Stadium 18-05-2013
## 451 Subrata Roy Sahara Stadium 19-05-2013
## 452 M Chinnaswamy Stadium 18-05-2013
## 453 Rajiv Gandhi International Stadium, Uppal 19-05-2013
## 454 Feroz Shah Kotla 21-05-2013
## 455 Feroz Shah Kotla 22-05-2013
## 456 Eden Gardens 24-05-2013
## 457 Eden Gardens 26-05-2013
## 458 Sheikh Zayed Stadium 16-04-2014
## 459 Sharjah Cricket Stadium 17-04-2014
## 460 Sheikh Zayed Stadium 18-04-2014
## 461 Sheikh Zayed Stadium 18-04-2014
## 462 Dubai International Cricket Stadium 19-04-2014
## 463 Dubai International Cricket Stadium 19-04-2014
## 464 Sharjah Cricket Stadium 20-04-2014
## 465 Sheikh Zayed Stadium 21-04-2014
## 466 Sharjah Cricket Stadium 22-04-2014
## 467 Dubai International Cricket Stadium 23-04-2014
## 468 Sharjah Cricket Stadium 24-04-2014
## 469 Dubai International Cricket Stadium 25-04-2014
## 470 Dubai International Cricket Stadium 25-04-2014
## 471 Sheikh Zayed Stadium 26-04-2014
## 472 Sheikh Zayed Stadium 26-04-2014
## 473 Sharjah Cricket Stadium 27-04-2014
## 474 Sharjah Cricket Stadium 27-04-2014
## 475 Dubai International Cricket Stadium 28-04-2014
## 476 Sheikh Zayed Stadium 29-04-2014
## 477 Dubai International Cricket Stadium 30-04-2014
## 478 JSCA International Stadium Complex 02-05-2014
## 479 Wankhede Stadium 03-05-2014
## 480 Feroz Shah Kotla 03-05-2014
## 481 M Chinnaswamy Stadium 04-05-2014
## 482 Sardar Patel Stadium, Motera 05-05-2014
## 483 Feroz Shah Kotla 05-05-2014
## 484 Wankhede Stadium 06-05-2014
## 485 Feroz Shah Kotla 07-05-2014
## 486 Barabati Stadium 07-05-2014
## 487 Sardar Patel Stadium, Motera 08-05-2014
## 488 M Chinnaswamy Stadium 09-05-2014
## 489 Feroz Shah Kotla 10-05-2014
## 490 Wankhede Stadium 10-05-2014
## 491 Barabati Stadium 11-05-2014
## 492 M Chinnaswamy Stadium 11-05-2014
## 493 Rajiv Gandhi International Stadium, Uppal 12-05-2014
## 494 JSCA International Stadium Complex 13-05-2014
## 495 M Chinnaswamy Stadium 13-05-2014
## 496 Rajiv Gandhi International Stadium, Uppal 14-05-2014
## 497 Barabati Stadium 14-05-2014
## 498 Sardar Patel Stadium, Motera 15-05-2014
## 499 JSCA International Stadium Complex 18-05-2014
## 500 Rajiv Gandhi International Stadium, Uppal 18-05-2014
## 501 Sardar Patel Stadium, Motera 19-05-2014
## 502 Feroz Shah Kotla 19-05-2014
## 503 Rajiv Gandhi International Stadium, Uppal 20-05-2014
## 504 Eden Gardens 20-05-2014
## 505 Punjab Cricket Association Stadium, Mohali 21-05-2014
## 506 Eden Gardens 22-05-2014
## 507 JSCA International Stadium Complex 22-05-2014
## 508 Wankhede Stadium 23-05-2014
## 509 Punjab Cricket Association Stadium, Mohali 23-05-2014
## 510 M Chinnaswamy Stadium 24-05-2014
## 511 Eden Gardens 24-05-2014
## 512 Punjab Cricket Association Stadium, Mohali 25-05-2014
## 513 Wankhede Stadium 25-05-2014
## 514 Eden Gardens 27-05-2014
## 515 Brabourne Stadium 28-05-2014
## 516 Wankhede Stadium 30-05-2014
## 517 M Chinnaswamy Stadium 01-06-2014
## 518 Eden Gardens 08-04-2015
## 519 MA Chidambaram Stadium, Chepauk 09-04-2015
## 520 Maharashtra Cricket Association Stadium 10-04-2015
## 521 MA Chidambaram Stadium, Chepauk 11-04-2015
## 522 Eden Gardens 11-04-2015
## 523 Feroz Shah Kotla 12-04-2015
## 524 Wankhede Stadium 12-04-2015
## 525 M Chinnaswamy Stadium 13-04-2015
## 526 Sardar Patel Stadium, Motera 14-04-2015
## 527 Eden Gardens 30-04-2015
## 528 Maharashtra Cricket Association Stadium 15-04-2015
## 529 Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium 16-04-2015
## 530 Wankhede Stadium 17-04-2015
## 531 Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium 18-04-2015
## 532 Maharashtra Cricket Association Stadium 18-04-2015
## 533 Sardar Patel Stadium, Motera 19-04-2015
## 534 M Chinnaswamy Stadium 19-04-2015
## 535 Feroz Shah Kotla 20-04-2015
## 536 Sardar Patel Stadium, Motera 21-04-2015
## 537 Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium 22-04-2015
## 538 M Chinnaswamy Stadium 22-04-2015
## 539 Feroz Shah Kotla 23-04-2015
## 540 Sardar Patel Stadium, Motera 24-04-2015
## 541 Wankhede Stadium 25-04-2015
## 542 MA Chidambaram Stadium, Chepauk 25-04-2015
## 543 Feroz Shah Kotla 26-04-2015
## 544 Punjab Cricket Association Stadium, Mohali 27-04-2015
## 545 Eden Gardens 07-05-2015
## 546 M Chinnaswamy Stadium 29-04-2015
## 547 MA Chidambaram Stadium, Chepauk 28-04-2015
## 548 Feroz Shah Kotla 01-05-2015
## 549 Wankhede Stadium 01-05-2015
## 550 M Chinnaswamy Stadium 02-05-2015
## 551 Rajiv Gandhi International Stadium, Uppal 02-05-2015
## 552 Punjab Cricket Association Stadium, Mohali 03-05-2015
## 553 Brabourne Stadium 03-05-2015
## 554 MA Chidambaram Stadium, Chepauk 04-05-2015
## 555 Eden Gardens 04-05-2015
## 556 Wankhede Stadium 05-05-2015
## 557 M Chinnaswamy Stadium 06-05-2015
## 558 Brabourne Stadium 07-05-2015
## 559 MA Chidambaram Stadium, Chepauk 08-05-2015
## 560 Eden Gardens 09-05-2015
## 561 Shaheed Veer Narayan Singh International Stadium 09-05-2015
## 562 Wankhede Stadium 10-05-2015
## 563 MA Chidambaram Stadium, Chepauk 10-05-2015
## 564 Rajiv Gandhi International Stadium, Uppal 11-05-2015
## 565 Shaheed Veer Narayan Singh International Stadium 12-05-2015
## 566 Punjab Cricket Association Stadium, Mohali 13-05-2015
## 567 Wankhede Stadium 14-05-2015
## 568 Rajiv Gandhi International Stadium, Uppal 15-05-2015
## 569 Punjab Cricket Association Stadium, Mohali 16-05-2015
## 570 Brabourne Stadium 16-05-2015
## 571 M Chinnaswamy Stadium 17-05-2015
## 572 Rajiv Gandhi International Stadium, Uppal 17-05-2015
## 573 Wankhede Stadium 19-05-2015
## 574 Maharashtra Cricket Association Stadium 20-05-2015
## 575 JSCA International Stadium Complex 22-05-2015
## 576 Eden Gardens 24-05-2015
## 577 Wankhede Stadium 09-04-2016
## 578 Eden Gardens 10-04-2016
## 579 Punjab Cricket Association IS Bindra Stadium, Mohali 11-04-2016
## 580 M Chinnaswamy Stadium 12-04-2016
## 581 Eden Gardens 13-04-2016
## 582 Saurashtra Cricket Association Stadium 14-04-2016
## 583 Feroz Shah Kotla 15-04-2016
## 584 Rajiv Gandhi International Stadium, Uppal 16-04-2016
## 585 Wankhede Stadium 16-04-2016
## 586 Punjab Cricket Association IS Bindra Stadium, Mohali 17-04-2016
## 587 M Chinnaswamy Stadium 17-04-2016
## 588 Rajiv Gandhi International Stadium, Uppal 18-04-2016
## 589 Punjab Cricket Association IS Bindra Stadium, Mohali 19-04-2016
## 590 Wankhede Stadium 20-04-2016
## 591 Saurashtra Cricket Association Stadium 21-04-2016
## 592 Maharashtra Cricket Association Stadium 22-04-2016
## 593 Feroz Shah Kotla 23-04-2016
## 594 Rajiv Gandhi International Stadium, Uppal 23-04-2016
## 595 Saurashtra Cricket Association Stadium 24-04-2016
## 596 Maharashtra Cricket Association Stadium 24-04-2016
## 597 Punjab Cricket Association IS Bindra Stadium, Mohali 25-04-2016
## 598 Rajiv Gandhi International Stadium, Uppal 26-04-2016
## 599 Feroz Shah Kotla 27-04-2016
## 600 Wankhede Stadium 28-04-2016
## 601 Maharashtra Cricket Association Stadium 29-04-2016
## 602 Feroz Shah Kotla 30-04-2016
## 603 Rajiv Gandhi International Stadium, Uppal 30-04-2016
## 604 Saurashtra Cricket Association Stadium 01-05-2016
## 605 Maharashtra Cricket Association Stadium 01-05-2016
## 606 M Chinnaswamy Stadium 02-05-2016
## 607 Saurashtra Cricket Association Stadium 03-05-2016
## 608 Eden Gardens 04-05-2016
## 609 Feroz Shah Kotla 05-05-2016
## 610 Rajiv Gandhi International Stadium, Uppal 06-05-2016
## 611 M Chinnaswamy Stadium 07-05-2016
## 612 Punjab Cricket Association IS Bindra Stadium, Mohali 07-05-2016
## 613 Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium 08-05-2016
## 614 Eden Gardens 08-05-2016
## 615 Punjab Cricket Association IS Bindra Stadium, Mohali 09-05-2016
## 616 Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium 10-05-2016
## 617 M Chinnaswamy Stadium 11-05-2016
## 618 Rajiv Gandhi International Stadium, Uppal 12-05-2016
## 619 Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium 13-05-2016
## 620 M Chinnaswamy Stadium 14-05-2016
## 621 Eden Gardens 14-05-2016
## 622 Punjab Cricket Association IS Bindra Stadium, Mohali 15-05-2016
## 623 Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium 15-05-2016
## 624 Eden Gardens 16-05-2016
## 625 Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium 17-05-2016
## 626 M Chinnaswamy Stadium 18-05-2016
## 627 Green Park 19-05-2016
## 628 Shaheed Veer Narayan Singh International Stadium 20-05-2016
## 629 Dr. Y.S. Rajasekhara Reddy ACA-VDCA Cricket Stadium 21-05-2016
## 630 Green Park 21-05-2016
## 631 Eden Gardens 22-05-2016
## 632 Shaheed Veer Narayan Singh International Stadium 22-05-2016
## 633 M Chinnaswamy Stadium 24-05-2016
## 634 Feroz Shah Kotla 25-05-2016
## 635 Feroz Shah Kotla 27-05-2016
## 636 M Chinnaswamy Stadium 29-05-2016
## city season
## 1 Hyderabad 2017
## 2 Pune 2017
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## 60 Bangalore 2008
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## 118 Cape Town 2009
## 119 Cape Town 2009
## 120 Cape Town 2009
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## 122 Port Elizabeth 2009
## 123 Durban 2009
## 124 Cape Town 2009
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## 569 Chandigarh 2015
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## 575 Ranchi 2015
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## 577 Mumbai 2016
## 578 Kolkata 2016
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## 580 Bangalore 2016
## 581 Kolkata 2016
## 582 Rajkot 2016
## 583 Delhi 2016
## 584 Hyderabad 2016
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## 590 Mumbai 2016
## 591 Rajkot 2016
## 592 Pune 2016
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## 603 Hyderabad 2016
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## 612 Chandigarh 2016
## 613 Visakhapatnam 2016
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## 617 Bangalore 2016
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## 619 Visakhapatnam 2016
## 620 Bangalore 2016
## 621 Kolkata 2016
## 622 Chandigarh 2016
## 623 Visakhapatnam 2016
## 624 Kolkata 2016
## 625 Visakhapatnam 2016
## 626 Bangalore 2016
## 627 Kanpur 2016
## 628 Raipur 2016
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## 630 Kanpur 2016
## 631 Kolkata 2016
## 632 Raipur 2016
## 633 Bangalore 2016
## 634 Delhi 2016
## 635 Delhi 2016
## 636 Bangalore 2016print(bowling_stats)## # A tibble: 82 x 5
## bowler runs_conceded wickets_taken balls_bowled economy
## <chr> <int> <int> <int> <dbl>
## 1 A Ashish Reddy 1 0 1 6
## 2 A Nehra 6 0 2 18
## 3 AB Agarkar 1 0 1 6
## 4 AB Dinda 2 0 2 6
## 5 AB McDonald 1 0 1 6
## 6 AD Mathews 2 0 2 6
## 7 AF Milne 0 0 1 0
## 8 Ankit Soni 1 0 1 6
## 9 BB Sran 0 0 1 0
## 10 BMAJ Mendis 0 0 1 0
## # … with 72 more rows#Q8: Which teams had won the “super-over” battle while batting first?
#For these matches find the season and Player of the Match.
super_over_wins <- matches %>% filter(dl_applied == 1 & win_by_runs > 0)
super_over_wins_details <- super_over_wins %>% select(winner, season, player_of_match)
super_over_wins_details#Q9:Considering all seasons, find the highest score in IPL.
#Show the score distribution using a suitable graph
highest_score <- deliveries %>%
group_by(match_id, batting_team) %>%
summarise(total_score = sum(total_runs)) %>%
arrange(desc(total_score)) %>%
slice(1)## `summarise()` regrouping output by 'match_id' (override with `.groups` argument)# Distribution of scores
score_distribution <- deliveries %>%
group_by(match_id, batting_team) %>%
summarise(total_score = sum(total_runs))## `summarise()` regrouping output by 'match_id' (override with `.groups` argument)ggplot(score_distribution, aes(x = total_score)) +
geom_histogram(binwidth = 12, fill = "green", color = "black") +
labs(title = "Distribution of Team Scores in IPL",
x = "Total Score",
y = "Number of Matches")
print(highest_score)## # A tibble: 636 x 3
## # Groups: match_id [636]
## match_id batting_team total_score
## <int> <chr> <int>
## 1 1 Sunrisers Hyderabad 207
## 2 2 Rising Pune Supergiant 187
## 3 3 Kolkata Knight Riders 184
## 4 4 Kings XI Punjab 164
## 5 5 Royal Challengers Bangalore 157
## 6 6 Sunrisers Hyderabad 140
## 7 7 Mumbai Indians 180
## 8 8 Kings XI Punjab 150
## 9 9 Delhi Daredevils 205
## 10 10 Mumbai Indians 159
## # … with 626 more rows#Q10: The Most successful IPL team
team_wins <- matches %>%
group_by(winner) %>%
summarise(wins = n()) %>%
arrange(desc(wins))## `summarise()` ungrouping output (override with `.groups` argument)# Plotting the most successful teams
ggplot(team_wins, aes(x = reorder(winner, -wins), y = wins, fill = winner)) +
geom_bar(stat = "identity") +
coord_flip() +
labs(title = "Most Successful IPL Teams by Number of Wins",
x = "Team",
y = "Number of Wins")
print(team_wins)## # A tibble: 15 x 2
## winner wins
## <chr> <int>
## 1 "Mumbai Indians" 92
## 2 "Chennai Super Kings" 79
## 3 "Kolkata Knight Riders" 77
## 4 "Royal Challengers Bangalore" 73
## 5 "Kings XI Punjab" 70
## 6 "Rajasthan Royals" 63
## 7 "Delhi Daredevils" 62
## 8 "Sunrisers Hyderabad" 42
## 9 "Deccan Chargers" 29
## 10 "Gujarat Lions" 13
## 11 "Pune Warriors" 12
## 12 "Rising Pune Supergiant" 10
## 13 "Kochi Tuskers Kerala" 6
## 14 "Rising Pune Supergiants" 5
## 15 "" 3This is an R Markdown Notebook. When you execute code within the notebook, the results appear beneath the code.
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