Module 5: Apply 4
Sean Moody
Import data
# csv file
data <- read.csv("../00_data/MyData.csv")
data## X Date HomeTeam AwayTeam FTHG FTAG FTR HTHG HTAG HTR
## 1 1 13/08/2021 Brentford Arsenal 2 0 H 1 0 H
## 2 2 14/08/2021 Man United Leeds 5 1 H 1 0 H
## 3 3 14/08/2021 Burnley Brighton 1 2 A 1 0 H
## 4 4 14/08/2021 Chelsea Crystal Palace 3 0 H 2 0 H
## 5 5 14/08/2021 Everton Southampton 3 1 H 0 1 A
## 6 6 14/08/2021 Leicester Wolves 1 0 H 1 0 H
## 7 7 14/08/2021 Watford Aston Villa 3 2 H 2 0 H
## 8 8 14/08/2021 Norwich Liverpool 0 3 A 0 1 A
## 9 9 15/08/2021 Newcastle West Ham 2 4 A 2 1 H
## 10 10 15/08/2021 Tottenham Man City 1 0 H 0 0 D
## 11 11 21/08/2021 Liverpool Burnley 2 0 H 1 0 H
## 12 12 21/08/2021 Aston Villa Newcastle 2 0 H 1 0 H
## 13 13 21/08/2021 Crystal Palace Brentford 0 0 D 0 0 D
## 14 14 21/08/2021 Leeds Everton 2 2 D 1 1 D
## 15 15 21/08/2021 Man City Norwich 5 0 H 2 0 H
## 16 16 21/08/2021 Brighton Watford 2 0 H 2 0 H
## 17 17 22/08/2021 Southampton Man United 1 1 D 1 0 H
## 18 18 22/08/2021 Wolves Tottenham 0 1 A 0 1 A
## 19 19 22/08/2021 Arsenal Chelsea 0 2 A 0 2 A
## 20 20 23/08/2021 West Ham Leicester 4 1 H 1 0 H
## 21 21 28/08/2021 Man City Arsenal 5 0 H 3 0 H
## 22 22 28/08/2021 Aston Villa Brentford 1 1 D 1 1 D
## 23 23 28/08/2021 Brighton Everton 0 2 A 0 1 A
## 24 24 28/08/2021 Newcastle Southampton 2 2 D 0 0 D
## 25 25 28/08/2021 Norwich Leicester 1 2 A 1 1 D
## 26 26 28/08/2021 West Ham Crystal Palace 2 2 D 1 0 H
## 27 27 28/08/2021 Liverpool Chelsea 1 1 D 1 1 D
## 28 28 29/08/2021 Burnley Leeds 1 1 D 0 0 D
## 29 29 29/08/2021 Tottenham Watford 1 0 H 1 0 H
## 30 30 29/08/2021 Wolves Man United 0 1 A 0 0 D
## 31 31 11/09/2021 Crystal Palace Tottenham 3 0 H 0 0 D
## 32 32 11/09/2021 Arsenal Norwich 1 0 H 0 0 D
## 33 33 11/09/2021 Brentford Brighton 0 1 A 0 0 D
## 34 34 11/09/2021 Leicester Man City 0 1 A 0 0 D
## 35 35 11/09/2021 Man United Newcastle 4 1 H 1 0 H
## 36 36 11/09/2021 Southampton West Ham 0 0 D 0 0 D
## 37 37 11/09/2021 Watford Wolves 0 2 A 0 0 D
## 38 38 11/09/2021 Chelsea Aston Villa 3 0 H 1 0 H
## 39 39 12/09/2021 Leeds Liverpool 0 3 A 0 1 A
## 40 40 13/09/2021 Everton Burnley 3 1 H 0 0 D
## 41 41 17/09/2021 Newcastle Leeds 1 1 D 1 1 D
## 42 42 18/09/2021 Wolves Brentford 0 2 A 0 2 A
## 43 43 18/09/2021 Burnley Arsenal 0 1 A 0 1 A
## 44 44 18/09/2021 Liverpool Crystal Palace 3 0 H 1 0 H
## 45 45 18/09/2021 Man City Southampton 0 0 D 0 0 D
## 46 46 18/09/2021 Norwich Watford 1 3 A 1 1 D
## 47 47 18/09/2021 Aston Villa Everton 3 0 H 0 0 D
## 48 48 19/09/2021 Brighton Leicester 2 1 H 1 0 H
## 49 49 19/09/2021 West Ham Man United 1 2 A 1 1 D
## 50 50 19/09/2021 Tottenham Chelsea 0 3 A 0 0 D
## 51 51 25/09/2021 Chelsea Man City 0 1 A 0 0 D
## 52 52 25/09/2021 Man United Aston Villa 0 1 A 0 0 D
## 53 53 25/09/2021 Everton Norwich 2 0 H 1 0 H
## 54 54 25/09/2021 Leeds West Ham 1 2 A 1 0 H
## 55 55 25/09/2021 Leicester Burnley 2 2 D 1 2 A
## 56 56 25/09/2021 Watford Newcastle 1 1 D 0 1 A
## 57 57 25/09/2021 Brentford Liverpool 3 3 D 1 1 D
## 58 58 26/09/2021 Southampton Wolves 0 1 A 0 0 D
## 59 59 26/09/2021 Arsenal Tottenham 3 1 H 3 0 H
## 60 60 27/09/2021 Crystal Palace Brighton 1 1 D 1 0 H
## 61 61 02/10/2021 Man United Everton 1 1 D 1 0 H
## 62 62 02/10/2021 Burnley Norwich 0 0 D 0 0 D
## 63 63 02/10/2021 Chelsea Southampton 3 1 H 1 0 H
## 64 64 02/10/2021 Leeds Watford 1 0 H 1 0 H
## 65 65 02/10/2021 Wolves Newcastle 2 1 H 1 1 D
## 66 66 02/10/2021 Brighton Arsenal 0 0 D 0 0 D
## 67 67 03/10/2021 Crystal Palace Leicester 2 2 D 0 2 A
## 68 68 03/10/2021 Tottenham Aston Villa 2 1 H 1 0 H
## 69 69 03/10/2021 West Ham Brentford 1 2 A 0 1 A
## 70 70 03/10/2021 Liverpool Man City 2 2 D 0 0 D
## 71 71 16/10/2021 Watford Liverpool 0 5 A 0 2 A
## 72 72 16/10/2021 Aston Villa Wolves 2 3 A 0 0 D
## 73 73 16/10/2021 Leicester Man United 4 2 H 1 1 D
## 74 74 16/10/2021 Man City Burnley 2 0 H 1 0 H
## 75 75 16/10/2021 Norwich Brighton 0 0 D 0 0 D
## 76 76 16/10/2021 Southampton Leeds 1 0 H 0 0 D
## 77 77 16/10/2021 Brentford Chelsea 0 1 A 0 1 A
## 78 78 17/10/2021 Everton West Ham 0 1 A 0 0 D
## 79 79 17/10/2021 Newcastle Tottenham 2 3 A 1 3 A
## 80 80 18/10/2021 Arsenal Crystal Palace 2 2 D 1 0 H
## 81 81 22/10/2021 Arsenal Aston Villa 3 1 H 2 0 H
## 82 82 23/10/2021 Chelsea Norwich 7 0 H 3 0 H
## 83 83 23/10/2021 Crystal Palace Newcastle 1 1 D 0 0 D
## 84 84 23/10/2021 Everton Watford 2 5 A 1 1 D
## 85 85 23/10/2021 Leeds Wolves 1 1 D 0 1 A
## 86 86 23/10/2021 Southampton Burnley 2 2 D 1 1 D
## 87 87 23/10/2021 Brighton Man City 1 4 A 0 3 A
## 88 88 24/10/2021 Brentford Leicester 1 2 A 0 1 A
## 89 89 24/10/2021 West Ham Tottenham 1 0 H 0 0 D
## 90 90 24/10/2021 Man United Liverpool 0 5 A 0 4 A
## 91 91 30/10/2021 Leicester Arsenal 0 2 A 0 2 A
## 92 92 30/10/2021 Burnley Brentford 3 1 H 3 0 H
## 93 93 30/10/2021 Liverpool Brighton 2 2 D 2 1 H
## 94 94 30/10/2021 Man City Crystal Palace 0 2 A 0 1 A
## 95 95 30/10/2021 Newcastle Chelsea 0 3 A 0 0 D
## 96 96 30/10/2021 Watford Southampton 0 1 A 0 1 A
## 97 97 30/10/2021 Tottenham Man United 0 3 A 0 1 A
## 98 98 31/10/2021 Norwich Leeds 1 2 A 0 0 D
## 99 99 31/10/2021 Aston Villa West Ham 1 4 A 1 2 A
## 100 100 01/11/2021 Wolves Everton 2 1 H 2 0 H
## 101 101 05/11/2021 Southampton Aston Villa 1 0 H 1 0 H
## 102 102 06/11/2021 Man United Man City 0 2 A 0 2 A
## 103 103 06/11/2021 Brentford Norwich 1 2 A 0 2 A
## 104 104 06/11/2021 Chelsea Burnley 1 1 D 1 0 H
## 105 105 06/11/2021 Crystal Palace Wolves 2 0 H 0 0 D
## 106 106 06/11/2021 Brighton Newcastle 1 1 D 1 0 H
## 107 107 07/11/2021 Arsenal Watford 1 0 H 0 0 D
## 108 108 07/11/2021 Everton Tottenham 0 0 D 0 0 D
## 109 109 07/11/2021 Leeds Leicester 1 1 D 1 1 D
## 110 110 07/11/2021 West Ham Liverpool 3 2 H 1 1 D
## 111 111 20/11/2021 Leicester Chelsea 0 3 A 0 2 A
## 112 112 20/11/2021 Aston Villa Brighton 2 0 H 0 0 D
## 113 113 20/11/2021 Burnley Crystal Palace 3 3 D 2 3 A
## 114 114 20/11/2021 Newcastle Brentford 3 3 D 2 2 D
## 115 115 20/11/2021 Norwich Southampton 2 1 H 1 1 D
## 116 116 20/11/2021 Watford Man United 4 1 H 2 0 H
## 117 117 20/11/2021 Wolves West Ham 1 0 H 0 0 D
## 118 118 20/11/2021 Liverpool Arsenal 4 0 H 1 0 H
## 119 119 21/11/2021 Man City Everton 3 0 H 1 0 H
## 120 120 21/11/2021 Tottenham Leeds 2 1 H 0 1 A
## 121 121 27/11/2021 Arsenal Newcastle 2 0 H 0 0 D
## 122 122 27/11/2021 Crystal Palace Aston Villa 1 2 A 0 1 A
## 123 123 27/11/2021 Liverpool Southampton 4 0 H 3 0 H
## 124 124 27/11/2021 Norwich Wolves 0 0 D 0 0 D
## 125 125 27/11/2021 Brighton Leeds 0 0 D 0 0 D
## 126 126 28/11/2021 Brentford Everton 1 0 H 1 0 H
## 127 127 28/11/2021 Leicester Watford 4 2 H 3 1 H
## 128 128 28/11/2021 Man City West Ham 2 1 H 1 0 H
## 129 129 28/11/2021 Chelsea Man United 1 1 D 0 0 D
## 130 130 30/11/2021 Newcastle Norwich 1 1 D 0 0 D
## 131 131 30/11/2021 Leeds Crystal Palace 1 0 H 0 0 D
## 132 132 01/12/2021 Southampton Leicester 2 2 D 2 1 H
## 133 133 01/12/2021 Watford Chelsea 1 2 A 1 1 D
## 134 134 01/12/2021 West Ham Brighton 1 1 D 1 0 H
## 135 135 01/12/2021 Wolves Burnley 0 0 D 0 0 D
## 136 136 01/12/2021 Aston Villa Man City 1 2 A 0 2 A
## 137 137 01/12/2021 Everton Liverpool 1 4 A 1 2 A
## 138 138 02/12/2021 Tottenham Brentford 2 0 H 1 0 H
## 139 139 02/12/2021 Man United Arsenal 3 2 H 1 1 D
## 140 140 04/12/2021 West Ham Chelsea 3 2 H 1 2 A
## 141 141 04/12/2021 Newcastle Burnley 1 0 H 1 0 H
## 142 142 04/12/2021 Southampton Brighton 1 1 D 1 0 H
## 143 143 04/12/2021 Wolves Liverpool 0 1 A 0 0 D
## 144 144 04/12/2021 Watford Man City 1 3 A 0 2 A
## 145 145 05/12/2021 Leeds Brentford 2 2 D 1 0 H
## 146 146 05/12/2021 Man United Crystal Palace 1 0 H 0 0 D
## 147 147 05/12/2021 Tottenham Norwich 3 0 H 1 0 H
## 148 148 05/12/2021 Aston Villa Leicester 2 1 H 1 1 D
## 149 149 06/12/2021 Everton Arsenal 2 1 H 0 1 A
## 150 150 10/12/2021 Brentford Watford 2 1 H 0 1 A
## 151 151 11/12/2021 Man City Wolves 1 0 H 0 0 D
## 152 152 11/12/2021 Arsenal Southampton 3 0 H 2 0 H
## 153 153 11/12/2021 Chelsea Leeds 3 2 H 1 1 D
## 154 154 11/12/2021 Liverpool Aston Villa 1 0 H 0 0 D
## 155 155 11/12/2021 Norwich Man United 0 1 A 0 0 D
## 156 156 12/12/2021 Burnley West Ham 0 0 D 0 0 D
## 157 157 12/12/2021 Leicester Newcastle 4 0 H 1 0 H
## 158 158 12/12/2021 Crystal Palace Everton 3 1 H 1 0 H
## 159 159 14/12/2021 Norwich Aston Villa 0 2 A 0 1 A
## 160 160 14/12/2021 Man City Leeds 7 0 H 3 0 H
## 161 161 15/12/2021 Brighton Wolves 0 1 A 0 1 A
## 162 162 15/12/2021 Crystal Palace Southampton 2 2 D 1 2 A
## 163 163 15/12/2021 Arsenal West Ham 2 0 H 0 0 D
## 164 164 16/12/2021 Chelsea Everton 1 1 D 0 0 D
## 165 165 16/12/2021 Liverpool Newcastle 3 1 H 2 1 H
## 166 166 18/12/2021 Leeds Arsenal 1 4 A 0 3 A
## 167 167 19/12/2021 Newcastle Man City 0 4 A 0 2 A
## 168 168 19/12/2021 Wolves Chelsea 0 0 D 0 0 D
## 169 169 19/12/2021 Tottenham Liverpool 2 2 D 1 1 D
## 170 170 26/12/2021 Man City Leicester 6 3 H 4 0 H
## 171 171 26/12/2021 Norwich Arsenal 0 5 A 0 2 A
## 172 172 26/12/2021 Tottenham Crystal Palace 3 0 H 2 0 H
## 173 173 26/12/2021 West Ham Southampton 2 3 A 0 1 A
## 174 174 26/12/2021 Aston Villa Chelsea 1 3 A 1 1 D
## 175 175 26/12/2021 Brighton Brentford 2 0 H 2 0 H
## 176 176 27/12/2021 Newcastle Man United 1 1 D 1 0 H
## 177 177 28/12/2021 Crystal Palace Norwich 3 0 H 3 0 H
## 178 178 28/12/2021 Southampton Tottenham 1 1 D 1 1 D
## 179 179 28/12/2021 Watford West Ham 1 4 A 1 2 A
## 180 180 28/12/2021 Leicester Liverpool 1 0 H 0 0 D
## 181 181 29/12/2021 Chelsea Brighton 1 1 D 1 0 H
## 182 182 29/12/2021 Brentford Man City 0 1 A 0 1 A
## 183 183 30/12/2021 Man United Burnley 3 1 H 3 1 H
## 184 184 01/01/2022 Arsenal Man City 1 2 A 1 0 H
## 185 185 01/01/2022 Watford Tottenham 0 1 A 0 0 D
## 186 186 01/01/2022 Crystal Palace West Ham 2 3 A 0 3 A
## 187 187 02/01/2022 Brentford Aston Villa 2 1 H 1 1 D
## 188 188 02/01/2022 Everton Brighton 2 3 A 0 2 A
## 189 189 02/01/2022 Leeds Burnley 3 1 H 1 0 H
## 190 190 02/01/2022 Chelsea Liverpool 2 2 D 2 2 D
## 191 191 03/01/2022 Man United Wolves 0 1 A 0 0 D
## 192 192 11/01/2022 Southampton Brentford 4 1 H 2 1 H
## 193 193 12/01/2022 West Ham Norwich 2 0 H 1 0 H
## 194 194 14/01/2022 Brighton Crystal Palace 1 1 D 0 0 D
## 195 195 15/01/2022 Man City Chelsea 1 0 H 0 0 D
## 196 196 15/01/2022 Newcastle Watford 1 1 D 0 0 D
## 197 197 15/01/2022 Norwich Everton 2 1 H 2 0 H
## 198 198 15/01/2022 Wolves Southampton 3 1 H 1 0 H
## 199 199 15/01/2022 Aston Villa Man United 2 2 D 0 1 A
## 200 200 16/01/2022 Liverpool Brentford 3 0 H 1 0 H
## 201 201 16/01/2022 West Ham Leeds 2 3 A 1 2 A
## 202 202 18/01/2022 Brighton Chelsea 1 1 D 0 1 A
## 203 203 19/01/2022 Leicester Tottenham 2 3 A 1 1 D
## 204 204 19/01/2022 Brentford Man United 1 3 A 0 0 D
## 205 205 21/01/2022 Watford Norwich 0 3 A 0 0 D
## 206 206 22/01/2022 Everton Aston Villa 0 1 A 0 1 A
## 207 207 22/01/2022 Brentford Wolves 1 2 A 0 0 D
## 208 208 22/01/2022 Leeds Newcastle 0 1 A 0 0 D
## 209 209 22/01/2022 Man United West Ham 1 0 H 0 0 D
## 210 210 22/01/2022 Southampton Man City 1 1 D 1 0 H
## 211 211 23/01/2022 Arsenal Burnley 0 0 D 0 0 D
## 212 212 23/01/2022 Crystal Palace Liverpool 1 3 A 0 2 A
## 213 213 23/01/2022 Leicester Brighton 1 1 D 0 0 D
## 214 214 23/01/2022 Chelsea Tottenham 2 0 H 0 0 D
## 215 215 05/02/2022 Burnley Watford 0 0 D 0 0 D
## 216 216 08/02/2022 Newcastle Everton 3 1 H 1 1 D
## 217 217 08/02/2022 West Ham Watford 1 0 H 0 0 D
## 218 218 08/02/2022 Burnley Man United 1 1 D 0 1 A
## 219 219 09/02/2022 Man City Brentford 2 0 H 1 0 H
## 220 220 09/02/2022 Norwich Crystal Palace 1 1 D 1 0 H
## 221 221 09/02/2022 Tottenham Southampton 2 3 A 1 1 D
## 222 222 09/02/2022 Aston Villa Leeds 3 3 D 3 2 H
## 223 223 10/02/2022 Liverpool Leicester 2 0 H 1 0 H
## 224 224 10/02/2022 Wolves Arsenal 0 1 A 0 1 A
## 225 225 12/02/2022 Man United Southampton 1 1 D 1 0 H
## 226 226 12/02/2022 Brentford Crystal Palace 0 0 D 0 0 D
## 227 227 12/02/2022 Everton Leeds 3 0 H 2 0 H
## 228 228 12/02/2022 Watford Brighton 0 2 A 0 1 A
## 229 229 12/02/2022 Norwich Man City 0 4 A 0 1 A
## 230 230 13/02/2022 Burnley Liverpool 0 1 A 0 1 A
## 231 231 13/02/2022 Newcastle Aston Villa 1 0 H 1 0 H
## 232 232 13/02/2022 Tottenham Wolves 0 2 A 0 2 A
## 233 233 13/02/2022 Leicester West Ham 2 2 D 1 1 D
## 234 234 15/02/2022 Man United Brighton 2 0 H 0 0 D
## 235 235 19/02/2022 West Ham Newcastle 1 1 D 1 1 D
## 236 236 19/02/2022 Arsenal Brentford 2 1 H 0 0 D
## 237 237 19/02/2022 Aston Villa Watford 0 1 A 0 0 D
## 238 238 19/02/2022 Brighton Burnley 0 3 A 0 2 A
## 239 239 19/02/2022 Crystal Palace Chelsea 0 1 A 0 0 D
## 240 240 19/02/2022 Liverpool Norwich 3 1 H 0 0 D
## 241 241 19/02/2022 Southampton Everton 2 0 H 0 0 D
## 242 242 19/02/2022 Man City Tottenham 2 3 A 1 1 D
## 243 243 20/02/2022 Leeds Man United 2 4 A 0 2 A
## 244 244 20/02/2022 Wolves Leicester 2 1 H 1 1 D
## 245 245 23/02/2022 Burnley Tottenham 1 0 H 0 0 D
## 246 246 23/02/2022 Watford Crystal Palace 1 4 A 1 2 A
## 247 247 23/02/2022 Liverpool Leeds 6 0 H 3 0 H
## 248 248 24/02/2022 Arsenal Wolves 2 1 H 0 1 A
## 249 249 25/02/2022 Southampton Norwich 2 0 H 1 0 H
## 250 250 26/02/2022 Leeds Tottenham 0 4 A 0 3 A
## 251 251 26/02/2022 Brentford Newcastle 0 2 A 0 2 A
## 252 252 26/02/2022 Crystal Palace Burnley 1 1 D 1 0 H
## 253 253 26/02/2022 Man United Watford 0 0 D 0 0 D
## 254 254 26/02/2022 Brighton Aston Villa 0 2 A 0 1 A
## 255 255 26/02/2022 Everton Man City 0 1 A 0 0 D
## 256 256 27/02/2022 West Ham Wolves 1 0 H 0 0 D
## 257 257 01/03/2022 Burnley Leicester 0 2 A 0 0 D
## 258 258 05/03/2022 Leicester Leeds 1 0 H 0 0 D
## 259 259 05/03/2022 Aston Villa Southampton 4 0 H 2 0 H
## 260 260 05/03/2022 Burnley Chelsea 0 4 A 0 0 D
## 261 261 05/03/2022 Newcastle Brighton 2 1 H 2 0 H
## 262 262 05/03/2022 Norwich Brentford 1 3 A 0 1 A
## 263 263 05/03/2022 Wolves Crystal Palace 0 2 A 0 2 A
## 264 264 05/03/2022 Liverpool West Ham 1 0 H 1 0 H
## 265 265 06/03/2022 Watford Arsenal 2 3 A 1 2 A
## 266 266 06/03/2022 Man City Man United 4 1 H 2 1 H
## 267 267 07/03/2022 Tottenham Everton 5 0 H 3 0 H
## 268 268 10/03/2022 Norwich Chelsea 1 3 A 0 2 A
## 269 269 10/03/2022 Southampton Newcastle 1 2 A 1 1 D
## 270 270 10/03/2022 Wolves Watford 4 0 H 2 0 H
## 271 271 10/03/2022 Leeds Aston Villa 0 3 A 0 1 A
## 272 272 12/03/2022 Brighton Liverpool 0 2 A 0 1 A
## 273 273 12/03/2022 Brentford Burnley 2 0 H 0 0 D
## 274 274 12/03/2022 Man United Tottenham 3 2 H 2 1 H
## 275 275 13/03/2022 Chelsea Newcastle 1 0 H 0 0 D
## 276 276 13/03/2022 Everton Wolves 0 1 A 0 0 D
## 277 277 13/03/2022 Leeds Norwich 2 1 H 1 0 H
## 278 278 13/03/2022 Southampton Watford 1 2 A 1 2 A
## 279 279 13/03/2022 West Ham Aston Villa 2 1 H 0 0 D
## 280 280 13/03/2022 Arsenal Leicester 2 0 H 1 0 H
## 281 281 14/03/2022 Crystal Palace Man City 0 0 D 0 0 D
## 282 282 16/03/2022 Brighton Tottenham 0 2 A 0 1 A
## 283 283 16/03/2022 Arsenal Liverpool 0 2 A 0 0 D
## 284 284 17/03/2022 Everton Newcastle 1 0 H 0 0 D
## 285 285 18/03/2022 Wolves Leeds 2 3 A 2 0 H
## 286 286 19/03/2022 Aston Villa Arsenal 0 1 A 0 1 A
## 287 287 20/03/2022 Leicester Brentford 2 1 H 2 0 H
## 288 288 20/03/2022 Tottenham West Ham 3 1 H 2 1 H
## 289 289 02/04/2022 Liverpool Watford 2 0 H 1 0 H
## 290 290 02/04/2022 Brighton Norwich 0 0 D 0 0 D
## 291 291 02/04/2022 Burnley Man City 0 2 A 0 2 A
## 292 292 02/04/2022 Chelsea Brentford 1 4 A 0 0 D
## 293 293 02/04/2022 Leeds Southampton 1 1 D 1 0 H
## 294 294 02/04/2022 Wolves Aston Villa 2 1 H 2 0 H
## 295 295 02/04/2022 Man United Leicester 1 1 D 0 0 D
## 296 296 03/04/2022 West Ham Everton 2 1 H 1 0 H
## 297 297 03/04/2022 Tottenham Newcastle 5 1 H 1 1 D
## 298 298 04/04/2022 Crystal Palace Arsenal 3 0 H 2 0 H
## 299 299 06/04/2022 Burnley Everton 3 2 H 1 2 A
## 300 300 08/04/2022 Newcastle Wolves 1 0 H 0 0 D
## 301 301 09/04/2022 Everton Man United 1 0 H 1 0 H
## 302 302 09/04/2022 Arsenal Brighton 1 2 A 0 1 A
## 303 303 09/04/2022 Southampton Chelsea 0 6 A 0 4 A
## 304 304 09/04/2022 Watford Leeds 0 3 A 0 1 A
## 305 305 09/04/2022 Aston Villa Tottenham 0 4 A 0 1 A
## 306 306 10/04/2022 Brentford West Ham 2 0 H 0 0 D
## 307 307 10/04/2022 Leicester Crystal Palace 2 1 H 2 0 H
## 308 308 10/04/2022 Norwich Burnley 2 0 H 1 0 H
## 309 309 10/04/2022 Man City Liverpool 2 2 D 2 1 H
## 310 310 16/04/2022 Tottenham Brighton 0 1 A 0 0 D
## 311 311 16/04/2022 Man United Norwich 3 2 H 2 1 H
## 312 312 16/04/2022 Southampton Arsenal 1 0 H 1 0 H
## 313 313 16/04/2022 Watford Brentford 1 2 A 0 1 A
## 314 314 17/04/2022 Newcastle Leicester 2 1 H 1 1 D
## 315 315 17/04/2022 West Ham Burnley 1 1 D 0 1 A
## 316 316 19/04/2022 Liverpool Man United 4 0 H 2 0 H
## 317 317 20/04/2022 Chelsea Arsenal 2 4 A 2 2 D
## 318 318 20/04/2022 Everton Leicester 1 1 D 0 1 A
## 319 319 20/04/2022 Newcastle Crystal Palace 1 0 H 1 0 H
## 320 320 20/04/2022 Man City Brighton 3 0 H 0 0 D
## 321 321 21/04/2022 Burnley Southampton 2 0 H 2 0 H
## 322 322 23/04/2022 Arsenal Man United 3 1 H 2 1 H
## 323 323 23/04/2022 Leicester Aston Villa 0 0 D 0 0 D
## 324 324 23/04/2022 Man City Watford 5 1 H 3 1 H
## 325 325 23/04/2022 Norwich Newcastle 0 3 A 0 2 A
## 326 326 23/04/2022 Brentford Tottenham 0 0 D 0 0 D
## 327 327 24/04/2022 Brighton Southampton 2 2 D 2 1 H
## 328 328 24/04/2022 Burnley Wolves 1 0 H 0 0 D
## 329 329 24/04/2022 Chelsea West Ham 1 0 H 0 0 D
## 330 330 24/04/2022 Liverpool Everton 2 0 H 0 0 D
## 331 331 25/04/2022 Crystal Palace Leeds 0 0 D 0 0 D
## 332 332 28/04/2022 Man United Chelsea 1 1 D 0 0 D
## 333 333 30/04/2022 Newcastle Liverpool 0 1 A 0 1 A
## 334 334 30/04/2022 Aston Villa Norwich 2 0 H 1 0 H
## 335 335 30/04/2022 Southampton Crystal Palace 1 2 A 1 0 H
## 336 336 30/04/2022 Watford Burnley 1 2 A 1 0 H
## 337 337 30/04/2022 Wolves Brighton 0 3 A 0 1 A
## 338 338 30/04/2022 Leeds Man City 0 4 A 0 1 A
## 339 339 01/05/2022 Everton Chelsea 1 0 H 0 0 D
## 340 340 01/05/2022 Tottenham Leicester 3 1 H 1 0 H
## 341 341 01/05/2022 West Ham Arsenal 1 2 A 1 1 D
## 342 342 02/05/2022 Man United Brentford 3 0 H 1 0 H
## 343 343 07/05/2022 Brentford Southampton 3 0 H 2 0 H
## 344 344 07/05/2022 Burnley Aston Villa 1 3 A 0 2 A
## 345 345 07/05/2022 Chelsea Wolves 2 2 D 0 0 D
## 346 346 07/05/2022 Crystal Palace Watford 1 0 H 1 0 H
## 347 347 07/05/2022 Brighton Man United 4 0 H 1 0 H
## 348 348 07/05/2022 Liverpool Tottenham 1 1 D 0 0 D
## 349 349 08/05/2022 Arsenal Leeds 2 1 H 2 0 H
## 350 350 08/05/2022 Leicester Everton 1 2 A 1 2 A
## 351 351 08/05/2022 Norwich West Ham 0 4 A 0 3 A
## 352 352 08/05/2022 Man City Newcastle 5 0 H 2 0 H
## 353 353 10/05/2022 Aston Villa Liverpool 1 2 A 1 1 D
## 354 354 11/05/2022 Leeds Chelsea 0 3 A 0 1 A
## 355 355 11/05/2022 Leicester Norwich 3 0 H 0 0 D
## 356 356 11/05/2022 Watford Everton 0 0 D 0 0 D
## 357 357 11/05/2022 Wolves Man City 1 5 A 1 3 A
## 358 358 12/05/2022 Tottenham Arsenal 3 0 H 2 0 H
## 359 359 15/05/2022 Tottenham Burnley 1 0 H 1 0 H
## 360 360 15/05/2022 Aston Villa Crystal Palace 1 1 D 0 0 D
## 361 361 15/05/2022 Leeds Brighton 1 1 D 0 1 A
## 362 362 15/05/2022 Watford Leicester 1 5 A 1 2 A
## 363 363 15/05/2022 West Ham Man City 2 2 D 2 0 H
## 364 364 15/05/2022 Wolves Norwich 1 1 D 0 1 A
## 365 365 15/05/2022 Everton Brentford 2 3 A 2 1 H
## 366 366 16/05/2022 Newcastle Arsenal 2 0 H 0 0 D
## 367 367 17/05/2022 Southampton Liverpool 1 2 A 1 1 D
## 368 368 19/05/2022 Everton Crystal Palace 3 2 H 0 2 A
## 369 369 19/05/2022 Aston Villa Burnley 1 1 D 0 1 A
## 370 370 19/05/2022 Chelsea Leicester 1 1 D 1 1 D
## 371 371 22/05/2022 Arsenal Everton 5 1 H 2 1 H
## 372 372 22/05/2022 Brentford Leeds 1 2 A 0 0 D
## 373 373 22/05/2022 Brighton West Ham 3 1 H 0 1 A
## 374 374 22/05/2022 Burnley Newcastle 1 2 A 0 1 A
## 375 375 22/05/2022 Chelsea Watford 2 1 H 1 0 H
## 376 376 22/05/2022 Crystal Palace Man United 1 0 H 1 0 H
## 377 377 22/05/2022 Leicester Southampton 4 1 H 0 0 D
## 378 378 22/05/2022 Liverpool Wolves 3 1 H 1 1 D
## 379 379 22/05/2022 Man City Aston Villa 3 2 H 0 1 A
## 380 380 22/05/2022 Norwich Tottenham 0 5 A 0 2 A
## Referee HS AS HST AST HF AF HC AC HY AY HR AR
## 1 M Oliver 8 22 3 4 12 8 2 5 0 0 0 0
## 2 P Tierney 16 10 8 3 11 9 5 4 1 2 0 0
## 3 D Coote 14 14 3 8 10 7 7 6 2 1 0 0
## 4 J Moss 13 4 6 1 15 11 5 2 0 0 0 0
## 5 A Madley 14 6 6 3 13 15 6 8 2 0 0 0
## 6 C Pawson 9 17 5 3 6 10 5 4 1 2 0 0
## 7 M Dean 13 11 7 2 18 13 2 4 3 1 0 0
## 8 A Marriner 14 19 3 8 4 14 3 11 1 1 0 0
## 9 M Atkinson 17 8 3 9 4 3 7 6 1 0 0 0
## 10 A Taylor 13 18 3 4 11 8 3 11 2 1 0 0
## 11 M Dean 27 9 9 3 6 12 8 4 0 0 0 0
## 12 D Coote 10 9 2 1 8 18 3 4 3 4 0 0
## 13 M Atkinson 7 14 2 3 12 9 3 5 3 1 0 0
## 14 D England 17 17 4 8 6 13 8 5 2 4 0 0
## 15 G Scott 16 1 4 0 13 7 6 1 1 0 0 0
## 16 A Taylor 13 10 3 1 11 6 7 2 4 0 0 0
## 17 C Pawson 8 15 3 4 12 10 7 7 2 3 0 0
## 18 S Attwell 25 8 6 6 9 7 5 4 1 4 0 0
## 19 P Tierney 6 22 3 5 10 4 9 8 3 0 0 0
## 20 M Oliver 13 5 7 1 8 8 10 0 0 1 0 1
## 21 M Atkinson 25 1 10 0 5 7 14 0 1 2 0 1
## 22 P Bankes 7 9 5 2 15 14 3 2 3 3 0 0
## 23 J Moss 14 14 3 5 7 9 4 5 1 2 0 0
## 24 P Tierney 10 22 5 6 11 6 4 4 3 3 0 0
## 25 R Jones 14 9 4 3 8 9 9 9 2 1 0 0
## 26 S Attwell 14 9 4 2 10 7 5 3 1 0 0 0
## 27 A Taylor 24 6 7 3 13 4 12 3 0 2 0 1
## 28 M Oliver 12 12 3 2 13 9 5 5 4 3 0 0
## 29 A Marriner 15 9 8 2 8 14 10 3 3 3 0 0
## 30 M Dean 15 10 6 3 7 9 5 7 3 4 0 0
## 31 J Moss 18 2 4 1 13 15 8 2 2 1 0 1
## 32 M Oliver 30 10 7 1 9 11 8 4 1 2 0 0
## 33 G Scott 7 4 1 2 9 12 1 6 3 2 0 0
## 34 P Tierney 6 25 1 8 4 11 5 8 1 2 0 0
## 35 A Taylor 21 12 7 3 9 2 7 3 1 0 0 0
## 36 D Coote 11 13 3 3 10 12 5 4 3 1 0 1
## 37 P Bankes 6 14 2 5 15 13 6 8 3 3 0 0
## 38 S Attwell 12 18 4 6 11 11 4 11 1 4 0 0
## 39 C Pawson 9 30 4 9 9 8 2 11 2 1 1 0
## 40 M Atkinson 14 11 6 6 3 6 4 6 1 1 0 0
## 41 M Dean 17 22 7 9 9 11 4 5 2 2 0 0
## 42 D England 11 9 0 3 10 7 4 2 4 2 0 1
## 43 A Taylor 18 13 3 3 9 8 8 3 2 1 0 0
## 44 A Madley 25 13 10 2 17 11 10 5 3 1 0 0
## 45 J Moss 18 10 1 2 5 12 8 5 0 2 0 0
## 46 R Jones 12 12 5 8 10 14 4 8 1 1 0 0
## 47 C Pawson 15 11 3 1 7 10 5 4 1 1 0 0
## 48 S Attwell 12 14 5 3 8 10 4 9 2 1 0 0
## 49 M Atkinson 13 17 4 10 5 8 2 11 0 0 0 0
## 50 P Tierney 8 20 2 10 4 15 5 11 0 1 0 0
## 51 M Oliver 5 15 0 4 12 10 4 13 3 2 0 0
## 52 M Dean 28 7 4 3 9 13 5 5 2 2 0 0
## 53 D Coote 11 10 4 2 12 9 6 4 2 3 0 0
## 54 K Friend 15 20 5 7 10 6 5 7 3 2 0 0
## 55 C Kavanagh 22 9 5 3 10 8 8 4 2 4 0 0
## 56 J Gillett 15 20 4 6 19 12 5 6 4 3 0 0
## 57 S Attwell 12 16 4 6 8 7 2 11 1 1 0 0
## 58 A Madley 18 5 6 3 12 8 5 5 0 0 0 0
## 59 C Pawson 12 10 7 4 12 13 4 4 2 1 0 0
## 60 A Marriner 8 8 3 4 12 10 6 5 2 3 0 0
## 61 M Oliver 13 12 6 2 10 9 10 1 1 1 0 0
## 62 K Friend 14 10 4 2 13 3 9 5 5 2 0 0
## 63 M Atkinson 20 6 9 2 11 13 7 2 1 3 0 1
## 64 S Hooper 20 5 4 1 10 16 6 3 0 3 0 0
## 65 G Scott 7 8 3 2 15 5 0 4 0 2 0 0
## 66 J Moss 21 8 2 2 8 5 8 5 2 1 0 0
## 67 A Taylor 18 9 4 5 15 11 1 3 2 3 0 0
## 68 C Kavanagh 17 14 8 3 11 14 5 8 2 1 0 0
## 69 P Bankes 18 13 5 6 16 13 11 6 2 3 0 0
## 70 P Tierney 6 12 4 3 10 12 3 4 3 3 0 0
## 71 J Moss 6 19 2 8 4 10 1 9 0 0 0 0
## 72 M Oliver 14 9 5 4 8 17 6 7 2 3 0 0
## 73 C Pawson 22 18 11 6 5 17 4 3 0 3 0 0
## 74 M Atkinson 15 7 6 2 11 5 6 2 1 0 0 0
## 75 P Bankes 15 11 3 3 5 14 8 4 3 5 0 0
## 76 D Coote 19 3 5 0 16 14 8 1 2 3 0 0
## 77 A Taylor 17 5 7 1 13 8 5 5 1 1 0 0
## 78 S Attwell 15 16 2 4 3 3 7 9 0 2 0 0
## 79 A Marriner 7 14 1 4 13 4 2 9 4 1 1 0
## 80 M Dean 17 9 6 6 7 4 6 4 1 1 0 0
## 81 C Pawson 22 10 9 4 17 10 7 4 2 5 0 0
## 82 A Madley 23 3 13 1 14 16 5 0 0 2 0 1
## 83 D England 15 6 3 2 13 9 3 7 3 4 0 0
## 84 G Scott 15 20 4 8 9 13 3 5 4 3 0 0
## 85 R Jones 18 8 4 4 15 14 6 3 2 3 0 0
## 86 C Kavanagh 16 9 4 5 10 11 6 2 1 3 0 0
## 87 K Friend 10 23 5 14 10 6 7 6 2 3 0 0
## 88 S Hooper 15 10 5 6 13 7 9 2 1 1 0 0
## 89 P Tierney 13 7 4 4 11 4 2 4 2 1 0 0
## 90 A Taylor 12 19 4 8 10 8 6 3 6 0 1 0
## 91 M Oliver 16 9 8 5 8 11 7 6 2 0 0 0
## 92 J Moss 15 12 6 5 7 10 4 2 1 1 0 0
## 93 M Dean 14 9 3 6 8 5 5 3 2 2 0 0
## 94 A Marriner 14 8 3 3 11 11 7 1 2 3 1 0
## 95 P Tierney 6 19 1 6 14 12 0 2 3 2 0 0
## 96 P Bankes 10 12 4 1 16 6 5 8 2 2 0 0
## 97 S Attwell 9 10 0 4 12 14 10 2 2 3 0 0
## 98 A Taylor 14 13 3 6 14 23 5 0 1 4 0 0
## 99 C Kavanagh 9 21 3 9 7 13 3 6 1 2 1 0
## 100 M Atkinson 10 14 4 5 10 8 4 3 1 1 0 0
## 101 A Madley 9 14 3 3 12 12 10 8 2 2 0 0
## 102 M Oliver 5 16 1 5 9 12 1 9 1 2 0 0
## 103 J Gillett 19 9 7 5 12 13 6 2 2 3 0 0
## 104 A Marriner 25 5 4 2 6 9 14 2 1 4 0 0
## 105 G Scott 13 4 6 2 14 13 4 6 2 1 0 0
## 106 D Coote 14 6 5 1 16 10 2 5 3 4 1 0
## 107 K Friend 14 7 6 1 6 19 4 2 4 2 0 1
## 108 C Kavanagh 12 8 2 0 13 17 4 2 2 4 1 0
## 109 D England 18 9 5 3 12 5 10 5 1 1 0 0
## 110 C Pawson 7 16 3 5 11 6 3 2 1 1 0 0
## 111 P Tierney 4 16 3 7 15 8 3 5 3 1 0 0
## 112 A Taylor 9 6 5 2 7 13 5 7 3 3 0 0
## 113 S Hooper 15 18 9 8 14 15 3 6 2 3 0 0
## 114 R Jones 23 10 9 4 13 11 8 2 2 2 0 0
## 115 M Atkinson 8 17 4 5 8 9 5 7 3 2 0 0
## 116 J Moss 20 9 7 3 7 5 9 3 2 1 0 1
## 117 M Dean 15 8 5 3 6 9 7 3 1 1 0 0
## 118 M Oliver 19 5 9 3 15 12 6 1 2 0 0 0
## 119 S Attwell 17 4 7 1 5 7 7 1 1 1 0 0
## 120 A Marriner 13 18 4 7 11 12 4 8 1 4 0 0
## 121 S Attwell 24 9 6 5 6 12 4 4 1 3 0 0
## 122 M Salisbury 8 10 3 3 12 10 7 3 3 3 0 0
## 123 A Marriner 20 7 6 3 7 14 5 7 0 1 0 0
## 124 S Hooper 14 5 4 2 11 10 4 3 2 2 0 0
## 125 C Pawson 20 11 4 4 12 14 6 1 1 3 0 0
## 126 D England 6 14 4 5 8 11 3 3 4 3 0 0
## 127 A Madley 18 16 8 5 5 19 8 6 0 0 0 0
## 128 M Oliver 19 5 9 3 7 6 8 4 2 0 0 0
## 129 A Taylor 24 3 6 2 13 14 15 2 2 5 0 0
## 130 A Madley 9 16 1 6 8 11 2 5 0 0 0 1
## 131 K Friend 15 9 3 1 15 15 7 4 5 3 0 0
## 132 R Jones 15 15 7 6 14 11 2 4 1 3 0 0
## 133 D Coote 13 8 6 4 18 16 6 0 4 3 0 0
## 134 C Kavanagh 14 9 6 3 10 8 9 5 1 1 0 0
## 135 J Brooks 16 6 2 1 5 7 5 5 2 3 0 0
## 136 M Dean 9 17 3 7 8 12 4 11 0 0 0 0
## 137 P Tierney 8 16 2 7 8 16 3 11 4 3 0 0
## 138 J Moss 11 6 6 2 13 11 11 5 0 0 0 0
## 139 M Atkinson 14 17 10 8 9 10 3 8 1 0 0 0
## 140 A Marriner 11 19 5 7 10 10 1 9 1 3 0 0
## 141 P Tierney 19 10 4 1 11 9 10 3 1 1 0 0
## 142 A Taylor 14 14 4 4 15 12 6 2 4 2 0 0
## 143 C Kavanagh 3 17 1 5 4 7 2 8 2 2 0 0
## 144 S Hooper 11 26 4 13 10 7 5 11 3 0 0 0
## 145 D Coote 13 9 6 3 11 9 5 1 5 3 0 0
## 146 C Pawson 16 8 3 2 16 9 9 6 2 2 0 0
## 147 J Gillett 17 10 7 1 11 4 6 4 1 2 0 0
## 148 M Oliver 13 12 4 5 8 25 3 6 1 1 0 0
## 149 M Dean 11 10 5 3 8 12 3 3 2 2 0 0
## 150 M Oliver 14 6 5 2 12 18 8 2 4 0 0 0
## 151 J Moss 24 2 10 1 12 5 14 1 3 2 0 1
## 152 J Gillett 15 11 5 6 5 9 9 8 2 0 0 0
## 153 C Kavanagh 16 12 6 5 9 15 5 2 2 5 0 0
## 154 S Attwell 20 4 5 0 13 6 11 3 1 2 0 0
## 155 D England 11 13 5 5 6 17 8 6 1 1 0 0
## 156 G Scott 9 16 1 3 13 11 6 4 2 1 0 0
## 157 P Bankes 8 12 5 3 9 16 4 6 2 3 0 0
## 158 A Madley 17 12 6 6 15 14 8 2 0 2 0 0
## 159 D Coote 7 17 3 6 12 9 7 10 3 1 0 0
## 160 P Tierney 31 6 15 3 5 9 6 2 1 1 0 0
## 161 T Harrington 12 8 2 5 11 14 7 4 2 0 0 0
## 162 S Hooper 9 15 6 4 16 20 4 6 2 4 0 0
## 163 A Taylor 21 7 8 1 8 9 5 2 2 0 0 1
## 164 M Oliver 23 5 10 3 11 11 7 1 2 3 0 0
## 165 M Dean 23 4 8 2 9 4 11 0 1 3 0 0
## 166 A Marriner 9 21 2 12 11 7 1 4 3 1 0 0
## 167 M Atkinson 5 18 1 7 9 6 3 6 1 2 0 0
## 168 D Coote 4 8 1 1 9 7 4 9 0 2 0 0
## 169 P Tierney 10 18 5 6 12 11 6 4 4 4 0 1
## 170 C Kavanagh 17 14 9 8 11 9 14 4 1 2 0 0
## 171 G Scott 4 16 2 6 13 7 3 5 1 2 0 0
## 172 J Moss 17 4 6 0 16 10 4 2 1 1 0 1
## 173 K Friend 11 11 5 6 10 9 10 2 2 3 0 0
## 174 M Atkinson 8 10 1 4 8 11 2 5 3 1 0 0
## 175 D England 15 16 5 6 8 10 6 9 1 3 0 0
## 176 C Pawson 13 13 8 4 11 8 2 4 3 3 0 0
## 177 P Tierney 19 12 6 3 9 13 8 8 1 2 0 0
## 178 A Taylor 9 21 2 11 15 5 3 7 2 2 1 0
## 179 D England 14 13 5 6 12 12 4 5 0 1 0 0
## 180 M Oliver 6 21 1 4 8 11 1 12 0 1 0 0
## 181 M Dean 11 18 5 6 14 7 10 8 4 1 0 0
## 182 D Coote 6 12 2 3 12 10 3 5 0 0 0 0
## 183 J Moss 18 10 6 3 5 10 7 5 0 0 0 0
## 184 S Attwell 7 15 2 2 13 5 5 5 3 2 1 0
## 185 R Jones 6 21 4 9 6 9 3 7 0 1 0 0
## 186 D England 22 10 6 5 6 16 9 1 0 2 0 0
## 187 C Pawson 10 16 4 5 17 11 3 7 2 2 0 0
## 188 J Brooks 17 12 6 5 5 12 8 5 1 1 0 0
## 189 P Tierney 22 8 7 2 11 7 9 3 2 1 0 0
## 190 A Taylor 15 10 6 6 5 13 6 7 1 2 0 0
## 191 M Dean 9 19 2 6 9 8 3 8 3 1 0 0
## 192 S Attwell 12 5 6 4 9 8 5 2 0 1 0 0
## 193 S Hooper 13 7 5 3 9 8 11 2 0 0 0 0
## 194 R Jones 19 3 4 1 11 7 9 0 0 2 0 0
## 195 C Pawson 11 4 6 1 11 6 9 1 0 2 0 0
## 196 P Tierney 12 18 1 5 13 13 4 6 3 2 0 0
## 197 A Madley 14 12 3 5 12 14 8 8 3 1 0 0
## 198 M Salisbury 9 13 5 10 13 14 2 10 2 3 0 0
## 199 D Coote 13 13 9 6 8 13 3 6 1 2 0 0
## 200 J Moss 27 6 13 1 6 6 9 0 0 1 0 0
## 201 M Dean 15 18 5 5 6 9 4 3 3 2 0 0
## 202 K Friend 10 15 2 3 8 5 5 7 1 2 0 0
## 203 J Moss 14 27 4 10 6 12 3 8 1 2 0 0
## 204 A Marriner 18 13 8 5 7 9 6 9 0 0 0 0
## 205 M Dean 15 7 4 2 16 11 5 1 0 1 1 0
## 206 C Pawson 15 8 1 3 14 16 9 2 5 3 0 0
## 207 P Bankes 11 7 1 2 6 7 6 3 2 3 0 0
## 208 C Kavanagh 13 15 4 3 9 9 6 7 4 2 0 0
## 209 J Moss 18 6 3 1 9 8 3 3 1 1 0 0
## 210 S Hooper 7 20 3 5 13 5 2 11 3 0 0 0
## 211 D Coote 20 10 5 1 9 13 12 4 0 2 0 0
## 212 K Friend 8 15 5 7 12 10 2 5 4 1 0 0
## 213 M Atkinson 15 14 5 5 6 8 4 5 0 1 0 0
## 214 P Tierney 15 6 7 3 17 14 10 3 2 1 0 0
## 215 C Pawson 13 11 2 5 16 9 4 7 1 2 0 0
## 216 A Taylor 20 11 9 3 13 13 6 2 2 3 0 0
## 217 M Atkinson 9 6 3 1 1 6 5 6 1 0 0 0
## 218 M Dean 9 22 3 5 11 10 2 10 2 1 0 0
## 219 D England 15 6 7 2 7 13 9 3 0 0 0 0
## 220 P Tierney 5 13 1 5 11 15 4 6 1 2 0 0
## 221 D Coote 8 23 3 10 7 13 2 8 2 3 0 0
## 222 J Gillett 12 16 4 8 11 9 6 11 1 3 1 0
## 223 C Kavanagh 22 5 11 1 11 7 7 6 1 0 0 0
## 224 M Oliver 15 12 4 2 12 13 7 4 2 3 0 1
## 225 S Attwell 12 13 8 4 12 13 1 4 4 0 0 0
## 226 S Hooper 9 6 2 3 10 10 3 9 1 0 0 0
## 227 G Scott 21 7 10 0 8 9 5 3 1 1 0 0
## 228 J Moss 9 11 1 6 16 9 4 5 3 2 0 0
## 229 A Marriner 8 22 3 9 7 8 4 12 0 2 0 0
## 230 M Atkinson 8 12 5 4 7 6 5 8 0 1 0 0
## 231 C Pawson 10 11 2 1 22 15 3 6 3 4 0 0
## 232 K Friend 17 11 7 7 13 13 7 3 3 1 0 0
## 233 M Oliver 13 8 2 3 10 9 5 4 1 2 0 0
## 234 P Bankes 19 10 7 3 8 10 10 2 3 1 0 1
## 235 C Kavanagh 11 14 3 3 3 7 3 7 3 3 0 0
## 236 J Moss 24 6 8 2 10 5 14 0 1 1 0 0
## 237 R Jones 20 8 1 4 12 7 10 5 1 2 0 0
## 238 K Friend 11 10 1 4 12 12 4 4 1 4 0 0
## 239 D Coote 7 9 0 3 4 20 4 4 1 3 0 0
## 240 M Dean 29 6 8 1 7 8 9 4 0 1 0 0
## 241 A Madley 19 9 11 0 6 9 4 4 0 2 0 0
## 242 A Taylor 21 6 4 5 5 7 10 0 0 3 0 0
## 243 P Tierney 16 15 6 9 13 19 3 3 6 3 0 0
## 244 C Pawson 11 17 3 7 12 9 7 10 4 4 0 0
## 245 G Scott 15 12 4 2 8 8 3 7 0 0 0 0
## 246 A Marriner 8 7 1 5 12 9 6 4 2 1 0 0
## 247 M Oliver 23 3 15 2 5 11 4 0 0 3 0 0
## 248 M Atkinson 26 6 5 2 8 9 5 4 1 1 0 0
## 249 S Hooper 27 8 9 1 12 9 13 6 1 2 0 0
## 250 C Pawson 19 15 3 11 16 11 3 6 4 2 0 0
## 251 M Dean 6 26 1 11 9 7 6 6 3 1 1 0
## 252 J Moss 11 5 4 1 5 17 5 4 0 2 0 0
## 253 K Friend 22 10 3 2 2 7 4 3 0 0 0 0
## 254 J Brooks 12 9 1 4 17 11 7 2 4 5 0 0
## 255 P Tierney 6 13 2 8 7 14 3 4 3 2 0 0
## 256 A Taylor 13 14 4 1 8 2 3 5 1 0 0 0
## 257 C Kavanagh 9 22 2 6 10 13 6 8 1 1 0 0
## 258 D Coote 7 19 4 4 9 12 5 10 1 2 0 0
## 259 P Bankes 14 11 9 1 10 8 4 7 1 1 0 0
## 260 A Marriner 6 11 1 5 12 7 5 2 2 0 0 0
## 261 M Atkinson 10 15 4 4 8 10 4 7 1 1 0 0
## 262 A Taylor 15 10 7 6 13 18 5 5 2 5 0 0
## 263 A Madley 12 12 5 8 13 8 7 7 0 3 0 0
## 264 J Moss 22 13 5 5 7 7 4 6 2 1 0 0
## 265 C Pawson 13 16 7 4 5 11 1 5 1 2 0 0
## 266 M Oliver 24 5 10 2 10 14 9 3 0 1 0 0
## 267 S Attwell 14 6 7 0 15 10 5 2 2 0 0 0
## 268 M Atkinson 9 15 3 7 8 15 3 8 0 2 0 0
## 269 K Friend 14 8 5 4 6 7 12 5 1 1 0 0
## 270 D England 10 9 5 0 11 10 5 2 2 2 0 0
## 271 S Hooper 4 15 1 9 17 11 3 5 5 3 0 0
## 272 M Dean 8 18 3 9 12 15 7 6 3 1 0 0
## 273 P Tierney 13 7 4 1 6 10 2 9 1 1 0 1
## 274 J Moss 10 10 6 3 8 7 4 5 2 1 0 0
## 275 D Coote 8 7 3 2 17 16 7 2 4 3 0 0
## 276 M Oliver 8 14 2 3 13 11 5 2 2 1 1 0
## 277 S Attwell 13 12 7 4 18 8 6 2 3 1 0 0
## 278 G Scott 13 9 7 5 8 12 11 3 3 2 0 0
## 279 J Gillett 11 13 4 7 9 3 5 7 1 0 0 0
## 280 A Taylor 21 6 8 3 8 10 2 6 0 3 0 0
## 281 M Atkinson 7 18 1 4 6 11 2 6 3 1 0 0
## 282 R Jones 15 17 0 7 11 9 6 3 2 2 0 0
## 283 A Marriner 9 9 2 3 9 9 1 6 0 1 0 0
## 284 C Pawson 9 17 3 6 13 11 5 7 2 1 1 0
## 285 K Friend 14 15 8 6 13 14 2 5 1 4 1 0
## 286 A Madley 8 10 1 3 13 14 6 5 3 3 0 0
## 287 D England 12 15 4 6 10 10 2 5 1 2 0 0
## 288 A Taylor 17 6 4 1 7 7 5 3 0 1 0 0
## 289 S Attwell 20 5 3 2 9 8 9 3 1 1 0 0
## 290 S Hooper 31 6 4 0 12 11 11 2 1 1 0 0
## 291 C Pawson 3 18 1 6 11 6 1 8 1 0 0 0
## 292 A Madley 21 17 8 6 11 7 12 7 0 0 0 0
## 293 A Taylor 12 14 3 6 14 7 4 7 1 1 0 0
## 294 D England 11 15 5 5 15 8 4 9 4 3 0 0
## 295 A Marriner 11 11 5 3 13 6 6 5 2 2 0 0
## 296 M Oliver 11 13 5 2 9 12 2 4 1 1 0 1
## 297 M Atkinson 19 8 6 1 10 7 2 3 2 3 0 0
## 298 P Tierney 6 12 5 3 11 15 0 2 0 2 0 0
## 299 M Dean 13 16 4 4 11 16 9 6 2 2 0 0
## 300 P Bankes 12 5 4 2 6 13 1 2 1 1 0 0
## 301 J Moss 7 12 3 4 4 10 5 7 2 2 0 0
## 302 D Coote 20 8 4 3 12 19 11 2 3 4 0 0
## 303 K Friend 4 24 1 14 11 10 3 3 1 0 0 0
## 304 A Marriner 8 10 1 5 8 12 3 8 2 0 0 0
## 305 G Scott 9 11 8 5 12 14 9 3 2 3 0 0
## 306 M Atkinson 15 5 7 1 2 6 4 6 0 1 0 0
## 307 R Jones 12 11 3 3 11 12 3 4 1 1 0 0
## 308 M Oliver 17 18 6 4 12 10 6 7 1 1 0 0
## 309 A Taylor 11 6 5 4 9 11 4 1 1 4 0 0
## 310 C Pawson 5 12 0 5 14 10 4 4 3 3 0 0
## 311 A Madley 20 15 9 4 7 6 6 7 0 0 0 0
## 312 P Bankes 9 23 3 6 6 6 6 8 2 1 0 0
## 313 S Hooper 17 16 4 5 11 9 6 5 2 1 0 0
## 314 J Gillett 16 8 7 2 10 10 3 5 2 2 0 0
## 315 P Tierney 21 9 8 1 9 10 13 4 2 2 0 0
## 316 M Atkinson 14 2 5 1 3 6 10 2 1 2 0 0
## 317 J Moss 11 14 2 4 7 6 6 1 3 1 0 0
## 318 D Coote 13 11 3 3 8 17 5 4 3 1 0 0
## 319 T Harrington 13 10 4 2 12 12 2 5 1 1 0 0
## 320 M Dean 17 2 5 1 12 7 7 4 0 3 0 0
## 321 S Attwell 16 11 6 3 7 7 10 10 2 2 0 0
## 322 C Pawson 14 14 7 5 9 12 1 7 3 4 0 0
## 323 A Madley 5 11 2 3 15 16 7 6 3 2 0 0
## 324 K Friend 21 5 8 2 9 7 11 4 1 0 0 0
## 325 C Kavanagh 5 13 2 7 11 10 2 3 0 2 0 0
## 326 M Atkinson 15 9 2 0 8 7 12 8 2 1 0 0
## 327 R Jones 8 18 5 5 12 7 6 6 1 0 0 0
## 328 A Taylor 14 10 5 4 8 7 3 6 3 1 0 0
## 329 M Oliver 26 6 5 2 11 9 3 1 1 0 0 1
## 330 S Attwell 18 9 4 1 8 8 13 1 2 5 0 0
## 331 D England 17 9 7 2 12 13 6 3 2 2 0 0
## 332 M Dean 6 21 3 6 9 12 2 9 0 1 0 0
## 333 A Marriner 4 24 2 10 11 11 0 6 1 3 0 0
## 334 J Brooks 21 9 6 3 16 8 2 3 4 1 0 0
## 335 J Gillett 8 14 3 5 13 11 6 7 1 3 0 0
## 336 C Pawson 13 17 1 6 13 9 5 6 1 2 0 0
## 337 S Hooper 11 17 1 9 6 4 7 3 2 1 0 0
## 338 P Tierney 7 19 2 6 13 3 3 6 1 2 0 0
## 339 K Friend 9 17 4 5 9 12 3 8 3 5 0 0
## 340 J Moss 13 6 7 2 13 8 7 3 2 3 0 0
## 341 M Dean 8 13 3 7 8 9 3 7 2 2 0 0
## 342 C Kavanagh 9 12 5 4 4 6 3 8 1 0 0 0
## 343 M Salisbury 18 19 5 4 12 9 4 7 0 1 0 0
## 344 D Coote 14 12 6 7 13 11 4 5 1 2 0 0
## 345 P Bankes 19 14 6 4 7 11 9 3 1 3 0 0
## 346 G Scott 15 6 7 1 11 18 8 5 2 1 0 1
## 347 A Madley 17 15 6 5 13 9 7 6 0 2 0 0
## 348 M Oliver 22 8 3 3 12 8 11 5 3 2 0 0
## 349 C Kavanagh 19 3 9 2 13 15 8 2 2 2 0 1
## 350 C Pawson 16 10 9 4 11 6 6 1 3 0 0 0
## 351 R Jones 8 13 2 5 7 7 9 5 1 1 0 0
## 352 S Attwell 21 7 9 3 6 11 8 2 1 3 0 0
## 353 J Moss 9 17 4 6 10 12 2 3 0 0 0 0
## 354 A Taylor 5 17 0 4 10 14 1 5 1 0 1 0
## 355 S Hooper 20 9 8 5 10 5 10 2 0 0 0 0
## 356 M Dean 6 16 0 5 5 12 1 13 1 2 0 0
## 357 M Atkinson 7 16 3 5 2 10 6 2 0 1 0 0
## 358 P Tierney 16 8 6 4 8 15 2 2 1 3 0 1
## 359 K Friend 21 8 8 1 12 8 8 2 3 2 0 0
## 360 C Kavanagh 13 16 4 4 11 15 1 5 1 3 0 0
## 361 M Dean 19 16 5 6 16 8 8 1 3 2 0 0
## 362 J Gillett 13 13 5 7 4 6 7 3 0 1 0 0
## 363 A Taylor 6 31 2 8 9 5 4 9 3 1 0 0
## 364 T Harrington 17 11 4 2 5 10 5 3 0 3 0 0
## 365 M Oliver 10 18 5 7 8 8 5 2 0 3 2 0
## 366 D England 16 11 4 2 11 8 12 8 0 3 0 0
## 367 M Atkinson 4 24 2 5 6 6 1 9 2 0 0 0
## 368 A Taylor 12 7 6 5 9 13 4 5 2 3 0 0
## 369 P Tierney 22 10 9 5 11 20 13 6 0 1 0 1
## 370 S Attwell 20 2 7 1 13 7 6 0 4 1 0 0
## 371 A Marriner 26 6 9 2 8 9 12 2 0 1 0 0
## 372 P Tierney 14 14 5 6 11 13 3 2 2 1 1 0
## 373 K Friend 18 7 7 2 9 9 5 6 1 1 0 0
## 374 C Pawson 12 8 5 6 8 9 8 2 1 0 0 0
## 375 M Dean 19 8 8 3 9 9 3 3 0 0 0 0
## 376 M Atkinson 6 10 3 4 12 22 3 6 2 4 0 0
## 377 J Moss 12 7 6 2 10 5 3 3 0 1 0 0
## 378 A Taylor 29 7 8 5 6 3 5 3 1 0 0 0
## 379 M Oliver 24 4 5 2 5 11 13 1 0 1 0 0
## 380 C Kavanagh 9 19 0 13 13 7 3 2 3 1 0 0State one question
Does the number of shots by the home team, affect the number of corner kicks they receive?
Plot data
ggplot(data = data) +
geom_point(mapping = aes(x = HS, y = HC))
Interpret
It seems as though the number of shots taken on net by the home team, do in fact play a big role in the number of corner kicks the team receives, as we can see that through the upward slope that the graph forms because the shots are the X-axis, and the corners are the Y-axis.