Data dive 2
Sai Dheeraj
2023-09-04
# Read the CSV file
data <- read.csv('C:/Users/dell/Downloads/complete_odi_data.csv')
summary(data)## X Player Span Mat
## Min. : 0 Length:2693 Length:2693 Min. : 1.0
## 1st Qu.: 673 Class :character Class :character 1st Qu.: 3.0
## Median :1346 Mode :character Mode :character Median : 12.0
## Mean :1346 Mean : 34.4
## 3rd Qu.:2019 3rd Qu.: 39.0
## Max. :2692 Max. :439.0
## NO Runs HS Ave_Bat
## Min. : 0.000 Min. : 0.0 Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.000 1st Qu.: 18.0 1st Qu.: 11.00 1st Qu.: 6.81
## Median : 2.000 Median : 94.0 Median : 32.00 Median :15.00
## Mean : 5.094 Mean : 637.2 Mean : 46.49 Mean :17.02
## 3rd Qu.: 6.000 3rd Qu.: 438.0 3rd Qu.: 71.00 3rd Qu.:25.00
## Max. :81.000 Max. :17908.0 Max. :264.00 Max. :97.00
## BF SR_Bat X100 X50
## Min. : 0.0 Min. : 0.00 Min. : 0.0000 Min. : 0.000
## 1st Qu.: 36.0 1st Qu.: 46.97 1st Qu.: 0.0000 1st Qu.: 0.000
## Median : 151.0 Median : 63.73 Median : 0.0000 Median : 0.000
## Mean : 850.7 Mean : 61.91 Mean : 0.6929 Mean : 3.368
## 3rd Qu.: 618.0 3rd Qu.: 77.88 3rd Qu.: 0.0000 3rd Qu.: 2.000
## Max. :20772.0 Max. :328.57 Max. :48.0000 Max. :94.000
## X0 Balls Runs_Given Wkts
## Min. : 0.000 Min. : 0.0 Min. : 0.0 Min. : 0.00
## 1st Qu.: 0.000 1st Qu.: 0.0 1st Qu.: 0.0 1st Qu.: 0.00
## Median : 1.000 Median : 122.0 Median : 112.0 Median : 2.00
## Mean : 2.316 Mean : 844.2 Mean : 664.1 Mean : 20.47
## 3rd Qu.: 3.000 3rd Qu.: 756.0 3rd Qu.: 612.0 3rd Qu.: 17.00
## Max. :33.000 Max. :18589.0 Max. :13589.0 Max. :529.00
## Ave_Bowl Econ SR_Bowl X4
## Min. : 0.00 Min. : 0.00 Min. : 0.0 Min. : 0.0000
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.0 1st Qu.: 0.0000
## Median : 25.88 Median : 4.56 Median : 32.2 Median : 0.0000
## Mean : 25.02 Mean : 3.86 Mean : 30.0 Mean : 0.5154
## 3rd Qu.: 37.91 3rd Qu.: 5.41 3rd Qu.: 46.2 3rd Qu.: 0.0000
## Max. :251.00 Max. :26.00 Max. :234.0 Max. :17.0000
## X5 Dis Ct St
## Min. : 0.0000 Min. : 0.00 Min. : 0.00 Min. : 0.0000
## 1st Qu.: 0.0000 1st Qu.: 1.00 1st Qu.: 1.00 1st Qu.: 0.0000
## Median : 0.0000 Median : 3.00 Median : 3.00 Median : 0.0000
## Mean : 0.1942 Mean : 13.41 Mean : 12.78 Mean : 0.6301
## 3rd Qu.: 0.0000 3rd Qu.: 12.00 3rd Qu.: 12.00 3rd Qu.: 0.0000
## Max. :13.0000 Max. :494.00 Max. :412.00 Max. :121.0000
## Ct.Wk Ct.Fi
## Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 0.000 Median : 2.000
## Mean : 3.232 Mean : 9.552
## 3rd Qu.: 0.000 3rd Qu.: 9.000
## Max. :412.000 Max. :215.000To summarize categorical columns, including unique values and counts:
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, union# Categorical columns (select columns you want to summarize)
categorical_columns <- c("Player", "Span", "NO", "HS", "X0", "X4", "X5", "Dis", "Ct", "St")
# Create a data frame to store the summaries
categorical_summary <- data.frame(Column = character(0), Unique_Values = integer(0), Count = integer(0))
# Summarize each categorical column
for (col_name in categorical_columns) {
unique_values <- length(unique(data[[col_name]]))
counts <- table(data[[col_name]])
summary_data <- data.frame(Column = col_name, Unique_Values = unique_values, Count = counts)
categorical_summary <- bind_rows(categorical_summary, summary_data)
}
# Print the categorical summaries
print(categorical_summary)## Column Unique_Values Count Count.Var1 Count.Freq
## 1 Player 2679 NA A Bagai (CAN) 1
## 2 Player 2679 NA A Balbirnie (IRE) 1
## 3 Player 2679 NA A Bhandari (INDIA) 1
## 4 Player 2679 NA A Bohara (NEPAL) 1
## 5 Player 2679 NA A Codrington (CAN) 1
## 6 Player 2679 NA A Dananjaya (SL) 1
## 7 Player 2679 NA A Dutt (NED) 1
## 8 Player 2679 NA A Flintoff (ENG/ICC) 1
## 9 Player 2679 NA A Flower (ZIM) 1
## 10 Player 2679 NA A Jadeja (INDIA) 1
## 11 Player 2679 NA A Kumble (Asia/INDIA) 1
## 12 Player 2679 NA A Kuruvilla (INDIA) 1
## 13 Player 2679 NA A Maregwede (ZIM) 1
## 14 Player 2679 NA A Martin (WI) 1
## 15 Player 2679 NA A McGrath (ENG) 1
## 16 Player 2679 NA A Mishra (INDIA) 1
## 17 Player 2679 NA A Mithun (INDIA) 1
## 18 Player 2679 NA A Nao (PNG) 1
## 19 Player 2679 NA A Ndlovu (ZIM) 1
## 20 Player 2679 NA A Nehra (Asia/INDIA) 1
## 21 Player 2679 NA A Neill (SCOT) 1
## 22 Player 2679 NA A Nel (SA) 1
## 23 Player 2679 NA A Nortje (SA) 1
## 24 Player 2679 NA A Patel (CAN) 1
## 25 Player 2679 NA A Phillip (WI) 1
## 26 Player 2679 NA A Ranatunga (SL) 1
## 27 Player 2679 NA A Ratra (INDIA) 1
## 28 Player 2679 NA A Shahzad (ENG) 1
## 29 Player 2679 NA A Shamshudeen (CAN) 1
## 30 Player 2679 NA A Sharafu (UAE) 1
## 31 Player 2679 NA A Symonds (AUS) 1
## 32 Player 2679 NA A Turner (AUS) 1
## 33 Player 2679 NA A Vala (PNG) 1
## 34 Player 2679 NA A van der Merwe (IRE) 1
## 35 Player 2679 NA A Zampa (AUS) 1
## 36 Player 2679 NA AA Donald (SA) 1
## 37 Player 2679 NA AA Mallett (AUS) 1
## 38 Player 2679 NA AA Mulla (CAN) 1
## 39 Player 2679 NA AA Obanda (KENYA) 1
## 40 Player 2679 NA AA Paradkar (USA) 1
## 41 Player 2679 NA Aamer Hameed (PAK) 1
## 42 Player 2679 NA Aamer Hanif (PAK) 1
## 43 Player 2679 NA Aamer Malik (PAK) 1
## 44 Player 2679 NA Aamer Nazir (PAK) 1
## 45 Player 2679 NA Aamer Sohail (PAK) 1
## 46 Player 2679 NA Aamer Yamin (PAK) 1
## 47 Player 2679 NA Aamir Kaleem (OMA) 1
## 48 Player 2679 NA Aaqib Javed (PAK) 1
## 49 Player 2679 NA Aarif Sheikh (NEPAL) 1
## 50 Player 2679 NA Aaron Jones (USA) 1
## 51 Player 2679 NA Aasif Sheikh (NEPAL) 1
## 52 Player 2679 NA AAW Gunawardena (SL) 1
## 53 Player 2679 NA AB Agarkar (INDIA) 1
## 54 Player 2679 NA AB Barath (WI) 1
## 55 Player 2679 NA AB de Villiers (Afr/SA) 1
## 56 Player 2679 NA AB Dinda (INDIA) 1
## 57 Player 2679 NA Abdul Jabbar (CAN) 1
## 58 Player 2679 NA Abdul Qadir (PAK) 1
## 59 Player 2679 NA Abdul Razzaq (Asia/PAK) 1
## 60 Player 2679 NA Abdul Rehman (UAE) 1
## 61 Player 2679 NA Abdul Shakoor (UAE) 1
## 62 Player 2679 NA Abdullah Mazari (AFG) 1
## 63 Player 2679 NA Abdur Rauf (PAK) 1
## 64 Player 2679 NA Abdur Razzak (BAN) 1
## 65 Player 2679 NA Abdur Rehman (PAK) 1
## 66 Player 2679 NA Abid Ali (PAK) 1
## 67 Player 2679 NA Abu Hider (BAN) 1
## 68 Player 2679 NA Abu Jayed (BAN) 1
## 69 Player 2679 NA Abul Hasan (BAN) 1
## 70 Player 2679 NA AC Agar (AUS) 1
## 71 Player 2679 NA AC Bedade (INDIA) 1
## 72 Player 2679 NA AC Botha (IRE) 1
## 73 Player 2679 NA AC Cummins (CAN/WI) 1
## 74 Player 2679 NA AC Dale (AUS) 1
## 75 Player 2679 NA AC Dawson (SA) 1
## 76 Player 2679 NA AC Evans (SCOT) 1
## 77 Player 2679 NA AC Gilchrist (AUS/ICC) 1
## 78 Player 2679 NA AC Hudson (SA) 1
## 79 Player 2679 NA AC Parore (NZ) 1
## 80 Player 2679 NA AC Voges (AUS) 1
## 81 Player 2679 NA AC Waller (ZIM) 1
## 82 Player 2679 NA ACI Lock (ZIM) 1
## 83 Player 2679 NA ACL Richards (WI) 1
## 84 Player 2679 NA AD Brown (ENG) 1
## 85 Player 2679 NA AD Gaekwad (INDIA) 1
## 86 Player 2679 NA AD Hales (ENG) 1
## 87 Player 2679 NA AD Mascarenhas (ENG) 1
## 88 Player 2679 NA AD Mathews (SL) 1
## 89 Player 2679 NA AD Mullally (ENG) 1
## 90 Player 2679 NA AD Poynter (IRE) 1
## 91 Player 2679 NA AD Russell (WI) 1
## 92 Player 2679 NA Adeel Raja (NED) 1
## 93 Player 2679 NA ADG Roberts (NZ) 1
## 94 Player 2679 NA ADJ Pitcher (BMUDA) 1
## 95 Player 2679 NA Adnan Akmal (PAK) 1
## 96 Player 2679 NA Adnan Mufti (UAE) 1
## 97 Player 2679 NA ADR Campbell (ZIM) 1
## 98 Player 2679 NA ADS Fletcher (WI) 1
## 99 Player 2679 NA AE Greenidge (WI) 1
## 100 Player 2679 NA AF Buurman (NED) 1
## 101 Player 2679 NA AF Giles (ENG) 1
## 102 Player 2679 NA AF Milne (NZ) 1
## 103 Player 2679 NA AF Sattaur (CAN) 1
## 104 Player 2679 NA AFG Griffith (WI) 1
## 105 Player 2679 NA Afif Hossain (BAN) 1
## 106 Player 2679 NA Afsar Zazai (AFG) 1
## 107 Player 2679 NA Aftab Ahmed (BAN) 1
## 108 Player 2679 NA Aftab Alam (AFG) 1
## 109 Player 2679 NA Afzaal Haider (HKG) 1
## 110 Player 2679 NA AG Cremer (ZIM) 1
## 111 Player 2679 NA AG Davies (SCOT) 1
## 112 Player 2679 NA AG Huckle (ZIM) 1
## 113 Player 2679 NA AG Hurst (AUS) 1
## 114 Player 2679 NA AG Prince (Afr/SA) 1
## 115 Player 2679 NA AG Puttick (SA) 1
## 116 Player 2679 NA AG Wharf (ENG) 1
## 117 Player 2679 NA AGD Wickremasinghe (SL) 1
## 118 Player 2679 NA AGR Loudon (ENG) 1
## 119 Player 2679 NA AH Gray (WI) 1
## 120 Player 2679 NA AH Jones (NZ) 1
## 121 Player 2679 NA AH Omarshah (ZIM) 1
## 122 Player 2679 NA Ahmed Kamal (BAN) 1
## 123 Player 2679 NA Ahmed Raza (UAE) 1
## 124 Player 2679 NA Ahmed Shah (AFG) 1
## 125 Player 2679 NA Ahmed Shehzad (PAK) 1
## 126 Player 2679 NA Ahsan Malik (NED) 1
## 127 Player 2679 NA AI Kallicharran (WI) 1
## 128 Player 2679 NA AIC Dodemaide (AUS) 1
## 129 Player 2679 NA Aijaz Ali (USA) 1
## 130 Player 2679 NA Aizaz Cheema (PAK) 1
## 131 Player 2679 NA Aizaz Khan (HKG) 1
## 132 Player 2679 NA AJ Bichel (AUS) 1
## 133 Player 2679 NA AJ Burger (NAM) 1
## 134 Player 2679 NA AJ Finch (AUS) 1
## 135 Player 2679 NA AJ Hall (SA) 1
## 136 Player 2679 NA AJ Hollioake (ENG) 1
## 137 Player 2679 NA AJ Hosein (WI) 1
## 138 Player 2679 NA AJ Ireland (ZIM) 1
## 139 Player 2679 NA AJ Lamb (ENG) 1
## 140 Player 2679 NA AJ Mackay (ZIM) 1
## 141 Player 2679 NA AJ McKay (NZ) 1
## 142 Player 2679 NA AJ Penn (NZ) 1
## 143 Player 2679 NA AJ Pycroft (ZIM) 1
## 144 Player 2679 NA AJ Redmond (NZ) 1
## 145 Player 2679 NA AJ Stewart (ENG) 1
## 146 Player 2679 NA AJ Strauss (ENG) 1
## 147 Player 2679 NA AJ Traicos (ZIM) 1
## 148 Player 2679 NA AJ Tudor (ENG) 1
## 149 Player 2679 NA AJ Turner (AUS) 1
## 150 Player 2679 NA AJ Tye (AUS) 1
## 151 Player 2679 NA AJ Woodcock (AUS) 1
## 152 Player 2679 NA AK Markram (SA) 1
## 153 Player 2679 NA AK Patel (INDIA) 1
## 154 Player 2679 NA AK Perera (SL) 1
## 155 Player 2679 NA AK Sah (NEPAL) 1
## 156 Player 2679 NA AK Sharma (INDIA) 1
## 157 Player 2679 NA AK Zesers (AUS) 1
## 158 Player 2679 NA Akhtar Sarfraz (PAK) 1
## 159 Player 2679 NA Akram Khan (BAN) 1
## 160 Player 2679 NA Akram Raza (PAK) 1
## 161 Player 2679 NA Akshay Homraj (USA) 1
## 162 Player 2679 NA Al-Amin Hossain (BAN) 1
## 163 Player 2679 NA AL Kandappah (CAN) 1
## 164 Player 2679 NA AL Logie (WI) 1
## 165 Player 2679 NA AL Phehlukwayo (SA) 1
## 166 Player 2679 NA Al Sahariar (BAN) 1
## 167 Player 2679 NA AL Thomson (AUS) 1
## 168 Player 2679 NA AL Wadekar (INDIA) 1
## 169 Player 2679 NA Alawi Shukri (UAE) 1
## 170 Player 2679 NA ALF de Mel (SL) 1
## 171 Player 2679 NA Ali Asad (UAE) 1
## 172 Player 2679 NA Ali Khan (USA) 1
## 173 Player 2679 NA Alok Kapali (BAN) 1
## 174 Player 2679 NA AM Bacher (SA) 1
## 175 Player 2679 NA AM Blignaut (ZIM) 1
## 176 Player 2679 NA AM de Silva (SL) 1
## 177 Player 2679 NA AM Ellis (NZ) 1
## 178 Player 2679 NA AM Fernando (SL) 1
## 179 Player 2679 NA AM Guruge (UAE) 1
## 180 Player 2679 NA AM McCarthy (WI) 1
## 181 Player 2679 NA AM Nayar (INDIA) 1
## 182 Player 2679 NA AM Phangiso (SA) 1
## 183 Player 2679 NA AM Rahane (INDIA) 1
## 184 Player 2679 NA AM Salvi (INDIA) 1
## 185 Player 2679 NA AM Samad (CAN) 1
## 186 Player 2679 NA AM Stuart (AUS) 1
## 187 Player 2679 NA Aman Ali (UAE) 1
## 188 Player 2679 NA AME Roberts (WI) 1
## 189 Player 2679 NA Aminul Islam (BAN) 1
## 190 Player 2679 NA Aminul Islam jnr (BAN) 1
## 191 Player 2679 NA Amir Hamza (AFG) 1
## 192 Player 2679 NA Amir Hayat (UAE) 1
## 193 Player 2679 NA AMJ Hilditch (AUS) 1
## 194 Player 2679 NA Amjad Ali (UAE) 1
## 195 Player 2679 NA Amjad Javed (UAE) 1
## 196 Player 2679 NA AMN Munasinghe (SL) 1
## 197 Player 2679 NA AN Connolly (AUS) 1
## 198 Player 2679 NA AN Cook (ENG) 1
## 199 Player 2679 NA AN French (HKG) 1
## 200 Player 2679 NA AN Kervezee (NED) 1
## 201 Player 2679 NA AN Petersen (SA) 1
## 202 Player 2679 NA AN Ranasinghe (SL) 1
## 203 Player 2679 NA Anamul Haque (BAN) 1
## 204 Player 2679 NA Anil Dalpat (PAK) 1
## 205 Player 2679 NA Anisur Rahman (BAN) 1
## 206 Player 2679 NA Ankur Vasishta (HKG) 1
## 207 Player 2679 NA Anshuman Rath (HKG) 1
## 208 Player 2679 NA Anwar Ali (PAK) 1
## 209 Player 2679 NA Anwar Hossain (BAN) 1
## 210 Player 2679 NA Anwar Hossain Monir (BAN) 1
## 211 Player 2679 NA AO Malhotra (INDIA) 1
## 212 Player 2679 NA AO Suji (KENYA) 1
## 213 Player 2679 NA AP Devcich (NZ) 1
## 214 Player 2679 NA AP Grayson (ENG) 1
## 215 Player 2679 NA AP Gurusinha (SL) 1
## 216 Player 2679 NA AP Igglesden (ENG) 1
## 217 Player 2679 NA AP Kuiper (SA) 1
## 218 Player 2679 NA AP Sheahan (AUS) 1
## 219 Player 2679 NA AP Weerakkody (SL) 1
## 220 Player 2679 NA AP Wells (ENG) 1
## 221 Player 2679 NA APB Tennekoon (SL) 1
## 222 Player 2679 NA APE Knott (ENG) 1
## 223 Player 2679 NA Aqib Ilyas (OMA) 1
## 224 Player 2679 NA AR Adams (NZ) 1
## 225 Player 2679 NA AR Berenger (UAE) 1
## 226 Player 2679 NA AR Border (AUS) 1
## 227 Player 2679 NA AR Butcher (ENG) 1
## 228 Player 2679 NA AR Caddick (ENG) 1
## 229 Player 2679 NA AR Cusack (IRE) 1
## 230 Player 2679 NA AR Kapoor (INDIA) 1
## 231 Player 2679 NA AR Khurasiya (INDIA) 1
## 232 Player 2679 NA AR McBrine (IRE) 1
## 233 Player 2679 NA AR Nurse (WI) 1
## 234 Player 2679 NA AR Patel (INDIA) 1
## 235 Player 2679 NA AR Pitcher (BMUDA) 1
## 236 Player 2679 NA AR Tait (NZ) 1
## 237 Player 2679 NA AR White (IRE) 1
## 238 Player 2679 NA AR Whittall (ZIM) 1
## 239 Player 2679 NA Arafat Sunny (BAN) 1
## 240 Player 2679 NA ARC Fraser (ENG) 1
## 241 Player 2679 NA Ariful Haque (BAN) 1
## 242 Player 2679 NA ARM Opatha (SL) 1
## 243 Player 2679 NA Arshad Ali (UAE) 1
## 244 Player 2679 NA Arshad Ayub (INDIA) 1
## 245 Player 2679 NA Arshad Khan (PAK) 1
## 246 Player 2679 NA Arshad Laeeq (UAE) 1
## 247 Player 2679 NA Arshad Pervez (PAK) 1
## 248 Player 2679 NA AS Hansra (CAN) 1
## 249 Player 2679 NA AS Joseph (WI) 1
## 250 Player 2679 NA AS Luseno (KENYA) 1
## 251 Player 2679 NA AS Wassan (INDIA) 1
## 252 Player 2679 NA ASA Perera (SL) 1
## 253 Player 2679 NA Asad Ali (PAK) 1
## 254 Player 2679 NA Asad Shafiq (PAK) 1
## 255 Player 2679 NA Asghar Afghan (AFG) 1
## 256 Player 2679 NA Asghar Ali (UAE) 1
## 257 Player 2679 NA Ashfaq Ahmed (PAK) 1
## 258 Player 2679 NA Ashfaq Ahmed (UAE) 1
## 259 Player 2679 NA Ashraf Ali (PAK) 1
## 260 Player 2679 NA Asif Ali (PAK) 1
## 261 Player 2679 NA Asif Iqbal (1) (UAE) 1
## 262 Player 2679 NA Asif Iqbal (PAK) 1
## 263 Player 2679 NA Asif Mahmood (PAK) 1
## 264 Player 2679 NA Asif Masood (PAK) 1
## 265 Player 2679 NA Asif Mujtaba (PAK) 1
## 266 Player 2679 NA Asim Butt (SCOT) 1
## 267 Player 2679 NA Asim Saeed (UAE) 1
## 268 Player 2679 NA AT Carey (AUS) 1
## 269 Player 2679 NA AT Rayudu (INDIA) 1
## 270 Player 2679 NA Ata-ur-Rehman (PAK) 1
## 271 Player 2679 NA Athar Ali Khan (BAN) 1
## 272 Player 2679 NA Atiq-uz-Zaman (PAK) 1
## 273 Player 2679 NA AU Rashid (ENG) 1
## 274 Player 2679 NA AV Kale (INDIA) 1
## 275 Player 2679 NA AV Lalcheta (OMA) 1
## 276 Player 2679 NA AV Mankad (INDIA) 1
## 277 Player 2679 NA AV Vadher (KENYA) 1
## 278 Player 2679 NA AW Greig (ENG) 1
## 279 Player 2679 NA AW Mathieson (NZ) 1
## 280 Player 2679 NA AY Karim (KENYA) 1
## 281 Player 2679 NA Ayaan Khan (OMA) 1
## 282 Player 2679 NA Azam Khan (PAK) 1
## 283 Player 2679 NA Azeem Hafeez (PAK) 1
## 284 Player 2679 NA Azhar Ali (PAK) 1
## 285 Player 2679 NA Azhar Hossain (BAN) 1
## 286 Player 2679 NA Azhar Mahmood (PAK) 1
## 287 Player 2679 NA Azhar Saeed (UAE) 1
## 288 Player 2679 NA Azmat Rana (PAK) 1
## 289 Player 2679 NA Azmatullah Omarzai (AFG) 1
## 290 Player 2679 NA B Arun (INDIA) 1
## 291 Player 2679 NA B Bhandari (NEPAL) 1
## 292 Player 2679 NA B Fernando (SL) 1
## 293 Player 2679 NA B Geeves (AUS) 1
## 294 Player 2679 NA B Kumar (INDIA) 1
## 295 Player 2679 NA B Laughlin (AUS) 1
## 296 Player 2679 NA B Lee (AUS) 1
## 297 Player 2679 NA B Mavuta (ZIM) 1
## 298 Player 2679 NA B Muzarabani (ZIM) 1
## 299 Player 2679 NA B Reddy (INDIA) 1
## 300 Player 2679 NA B Regmi (NEPAL) 1
## 301 Player 2679 NA B Shikongo (NAM) 1
## 302 Player 2679 NA B Stanlake (AUS) 1
## 303 Player 2679 NA B Warnapura (SL) 1
## 304 Player 2679 NA B Wood (ENG) 1
## 305 Player 2679 NA B Yardley (AUS) 1
## 306 Player 2679 NA B Yograj Singh (INDIA) 1
## 307 Player 2679 NA BA Carse (ENG) 1
## 308 Player 2679 NA BA Edgar (NZ) 1
## 309 Player 2679 NA BA King (WI) 1
## 310 Player 2679 NA BA Murphy (ZIM) 1
## 311 Player 2679 NA BA Parchment (WI) 1
## 312 Player 2679 NA BA Reid (AUS) 1
## 313 Player 2679 NA BA Stokes (ENG) 1
## 314 Player 2679 NA BA Westdijk (NED) 1
## 315 Player 2679 NA BA Williams (AUS) 1
## 316 Player 2679 NA BA Young (NZ) 1
## 317 Player 2679 NA Babar Azam (PAK) 1
## 318 Player 2679 NA Babar Hayat (HKG) 1
## 319 Player 2679 NA Badal Singh (OMA) 1
## 320 Player 2679 NA Basil Hameed (UAE) 1
## 321 Player 2679 NA Basit Ali (PAK) 1
## 322 Player 2679 NA BAW Mendis (SL) 1
## 323 Player 2679 NA Bazid Khan (PAK) 1
## 324 Player 2679 NA BB Chari (ZIM) 1
## 325 Player 2679 NA BB McCullum (NZ) 1
## 326 Player 2679 NA BB Seebaran (CAN) 1
## 327 Player 2679 NA BB Sran (INDIA) 1
## 328 Player 2679 NA BC Broad (ENG) 1
## 329 Player 2679 NA BC Hollioake (ENG) 1
## 330 Player 2679 NA BC Lara (ICC/WI) 1
## 331 Player 2679 NA BC Rose (ENG) 1
## 332 Player 2679 NA BC Strang (ZIM) 1
## 333 Player 2679 NA BCJ Cutting (AUS) 1
## 334 Player 2679 NA BD Glover (NED) 1
## 335 Player 2679 NA BD Julien (WI) 1
## 336 Player 2679 NA BE Congdon (NZ) 1
## 337 Player 2679 NA BE Hendricks (SA) 1
## 338 Player 2679 NA BE Young (AUS) 1
## 339 Player 2679 NA BF Hastings (NZ) 1
## 340 Player 2679 NA BFW de Leede (NED) 1
## 341 Player 2679 NA BG Hadlee (NZ) 1
## 342 Player 2679 NA BG Rogers (ZIM) 1
## 343 Player 2679 NA BGK Walker (NZ) 1
## 344 Player 2679 NA BHG Gorlee (NED) 1
## 345 Player 2679 NA Bhupinder Singh snr (INDIA) 1
## 346 Player 2679 NA Bikram Sob (NEPAL) 1
## 347 Player 2679 NA Bilal Asif (PAK) 1
## 348 Player 2679 NA Bilal Khan (OMA) 1
## 349 Player 2679 NA Bilawal Bhatti (PAK) 1
## 350 Player 2679 NA BJ Haddin (AUS) 1
## 351 Player 2679 NA BJ Hodge (AUS) 1
## 352 Player 2679 NA BJ McCarthy (IRE) 1
## 353 Player 2679 NA BJ McKechnie (NZ) 1
## 354 Player 2679 NA BJ Patel (KENYA) 1
## 355 Player 2679 NA BJ Watling (NZ) 1
## 356 Player 2679 NA BKG Mendis (SL) 1
## 357 Player 2679 NA BKV Prasad (INDIA) 1
## 358 Player 2679 NA BL Cairns (NZ) 1
## 359 Player 2679 NA BL D'Oliveira (ENG) 1
## 360 Player 2679 NA BL Kotze (NAM) 1
## 361 Player 2679 NA BM Duckett (ENG) 1
## 362 Player 2679 NA BM Laird (AUS) 1
## 363 Player 2679 NA BM Mauricette (CAN) 1
## 364 Player 2679 NA BM McMillan (SA) 1
## 365 Player 2679 NA BM Scholtz (NAM) 1
## 366 Player 2679 NA BM Wheeler (NZ) 1
## 367 Player 2679 NA BMAJ Mendis (SL) 1
## 368 Player 2679 NA BMW Patterson (SCOT) 1
## 369 Player 2679 NA BN Cooper (NED) 1
## 370 Player 2679 NA BN French (ENG) 1
## 371 Player 2679 NA BN Schultz (SA) 1
## 372 Player 2679 NA BO van Rooi (NAM) 1
## 373 Player 2679 NA BOP Fernando (SL) 1
## 374 Player 2679 NA BP Bracewell (NZ) 1
## 375 Player 2679 NA BP Julian (AUS) 1
## 376 Player 2679 NA BP Kruger (NED) 1
## 377 Player 2679 NA BP Loots (NED) 1
## 378 Player 2679 NA BP Nash (WI) 1
## 379 Player 2679 NA BP Patel (INDIA) 1
## 380 Player 2679 NA BP Patterson (WI) 1
## 381 Player 2679 NA BR Blair (NZ) 1
## 382 Player 2679 NA BR Dorey (AUS) 1
## 383 Player 2679 NA BR Hartland (NZ) 1
## 384 Player 2679 NA BR McDermott (AUS) 1
## 385 Player 2679 NA BR Taylor (NZ) 1
## 386 Player 2679 NA BRM Taylor (ZIM) 1
## 387 Player 2679 NA BS Bedi (INDIA) 1
## 388 Player 2679 NA BS Browne (WI) 1
## 389 Player 2679 NA BS Chandrasekhar (INDIA) 1
## 390 Player 2679 NA BS Sandhu (INDIA) 1
## 391 Player 2679 NA BT Foakes (ENG) 1
## 392 Player 2679 NA BTJ Wheal (SCOT) 1
## 393 Player 2679 NA BV Vitori (ZIM) 1
## 394 Player 2679 NA BW Hilfenhaus (AUS) 1
## 395 Player 2679 NA BW Luckhurst (ENG) 1
## 396 Player 2679 NA C Campher (IRE) 1
## 397 Player 2679 NA C Carter (HKG) 1
## 398 Player 2679 NA C de Grandhomme (NZ) 1
## 399 Player 2679 NA C Floyd (NED) 1
## 400 Player 2679 NA C Green (AUS) 1
## 401 Player 2679 NA C Gunasekara (SL) 1
## 402 Player 2679 NA C Hemraj (WI) 1
## 403 Player 2679 NA C Jonker (SA) 1
## 404 Player 2679 NA C Karunaratne (SL) 1
## 405 Player 2679 NA C Kieswetter (ENG) 1
## 406 Player 2679 NA C McAuslan (HKG) 1
## 407 Player 2679 NA C Munro (NZ) 1
## 408 Player 2679 NA C Overton (ENG) 1
## 409 Player 2679 NA C Pringle (NZ) 1
## 410 Player 2679 NA C Sakariya (INDIA) 1
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## 3908 St 36 NA 121 1column summaries:
# Numeric columns (select columns you want to group)
numeric_columns <- c("Runs", "Ave_Bat", "BF", "SR_Bat", "X100", "X50", "Balls", "Runs_Given", "Wkts", "Ave_Bowl")
# Grouping variable (you can choose a relevant column for grouping)
grouping_column <- "Runs" # Replace 'Runs' with the column you want to group by
# Group by the chosen column
grouped_data <- data |>
group_by_at(vars(grouping_column)) |>
summarize()## Warning: Using an external vector in selections was deprecated in tidyselect 1.1.0.
## ℹ Please use `all_of()` or `any_of()` instead.
## # Was:
## data %>% select(grouping_column)
##
## # Now:
## data %>% select(all_of(grouping_column))
##
## See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.# Print the grouped summary
print(grouped_data)## # A tibble: 957 × 1
## Runs
## <int>
## 1 0
## 2 1
## 3 2
## 4 3
## 5 4
## 6 5
## 7 6
## 8 7
## 9 8
## 10 9
## # ℹ 947 more rowsAggregation functions:
# Select columns for which you want to calculate aggregation functions
selected_columns <- c("Runs", "Ave_Bat", "BF", "SR_Bat", "X100")
# Calculate aggregation functions using dplyr
aggregated_data <- data %>%
summarise(
Avg_Runs = mean(Runs, na.rm = TRUE),
Max_Ave_Bat = max(Ave_Bat, na.rm = TRUE),
Min_BF = min(BF, na.rm = TRUE),
Median_SR_Bat = median(SR_Bat, na.rm = TRUE),
Total_X100 = sum(X100, na.rm = TRUE)
)
# Print the aggregated data
print(aggregated_data)## Avg_Runs Max_Ave_Bat Min_BF Median_SR_Bat Total_X100
## 1 637.2135 97 0 63.73 1866Visual Summary:
library(ggplot2)
# Select columns for visual summary (at least 5 columns)
columns_for_summary <- c("Runs", "Ave_Bat", "BF", "X100", "Ct")
# Create visualizations for selected columns
visual_summary_plots <- list()
for (col_name in columns_for_summary) {
if (is.numeric(data[[col_name]])) {
# For numeric columns, create a histogram to visualize the distribution
histogram <- ggplot(data, aes(x = data[[col_name]])) +
geom_histogram(binwidth = 10, fill = "blue", color = "black", alpha = 0.7) +
labs(title = paste("Distribution of", col_name), x = col_name, y = "Frequency")
visual_summary_plots[[col_name]] <- histogram
} else if (is.factor(data[[col_name]])) {
# For categorical columns, create a bar plot to visualize the counts
bar_plot <- ggplot(data, aes(x = reorder(data[[col_name]], -table(data[[col_name]])[data[[col_name]]]), fill = data[[col_name]])) +
geom_bar() +
labs(title = paste("Counts by", col_name), x = col_name, y = "Count") +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
visual_summary_plots[[col_name]] <- bar_plot
}
}
# Print the visual summary plots
for (col_name in columns_for_summary) {
print(visual_summary_plots[[col_name]])
}## Warning: Use of `data[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.
## Warning: Use of `data[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.
## Warning: Use of `data[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.
## Warning: Use of `data[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.
## Warning: Use of `data[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.
```