Project 1 - Updated Football Stadium statistics
Pujan
6/4/2021
data <- read.csv('Football Statistics.csv')
data## date_GMT referee total_goal_count
## 1 Aug 10 2018 - 7:00pm Andre Marriner 3
## 2 Aug 11 2018 - 11:30am Martin Atkinson 3
## 3 Aug 11 2018 - 2:00pm Kevin Friend 2
## 4 Aug 11 2018 - 2:00pm Mike Dean 2
## 5 Aug 11 2018 - 2:00pm Chris Kavanagh 3
## 6 Aug 11 2018 - 2:00pm Jonathan Moss 2
## 7 Aug 11 2018 - 4:30pm Craig Pawson 4
## 8 Aug 12 2018 - 12:30pm Anthony Taylor 4
## 9 Aug 12 2018 - 12:30pm Graham Scott 0
## 10 Aug 12 2018 - 3:00pm Michael Oliver 2
## 11 Aug 18 2018 - 11:30am Craig Pawson 0
## 12 Aug 18 2018 - 2:00pm Lee Mason 3
## 13 Aug 18 2018 - 2:00pm Mike Dean 2
## 14 Aug 18 2018 - 2:00pm Anthony Taylor 4
## 15 Aug 18 2018 - 2:00pm Stuart Attwell 3
## 16 Aug 18 2018 - 4:30pm Martin Atkinson 5
## 17 Aug 19 2018 - 12:30pm Paul Tierney 4
## 18 Aug 19 2018 - 12:30pm Andre Marriner 7
## 19 Aug 19 2018 - 3:00pm Kevin Friend 5
## 20 Aug 20 2018 - 7:00pm Michael Oliver 2
## 21 Aug 25 2018 - 11:30am Martin Atkinson 2
## 22 Aug 25 2018 - 2:00pm Lee Probert 4
## 23 Aug 25 2018 - 2:00pm Graham Scott 4
## 24 Aug 25 2018 - 2:00pm Michael Oliver 0
## 25 Aug 25 2018 - 2:00pm Jonathan Moss 3
## 26 Aug 25 2018 - 4:30pm Chris Kavanagh 1
## 27 Aug 26 2018 - 12:30pm Anthony Taylor 3
## 28 Aug 26 2018 - 3:00pm David Coote 6
## 29 Aug 26 2018 - 3:00pm Paul Tierney 3
## 30 Aug 27 2018 - 7:00pm Craig Pawson 3
## 31 Sep 01 2018 - 11:30am Paul Tierney 3
## 32 Sep 01 2018 - 2:00pm Lee Probert 4
## 33 Sep 01 2018 - 2:00pm Lee Mason 2
## 34 Sep 01 2018 - 2:00pm Martin Atkinson 2
## 35 Sep 01 2018 - 2:00pm Stuart Attwell 2
## 36 Sep 01 2018 - 2:00pm Chris Kavanagh 1
## 37 Sep 01 2018 - 4:30pm Kevin Friend 3
## 38 Sep 02 2018 - 12:30pm Anthony Taylor 5
## 39 Sep 02 2018 - 3:00pm Jonathan Moss 2
## 40 Sep 02 2018 - 3:00pm Andre Marriner 3
## 41 Sep 15 2018 - 11:30am Michael Oliver 3
## 42 Sep 15 2018 - 2:00pm Craig Pawson 6
## 43 Sep 15 2018 - 2:00pm Jonathan Moss 5
## 44 Sep 15 2018 - 2:00pm Lee Mason 1
## 45 Sep 15 2018 - 2:00pm Stuart Attwell 3
## 46 Sep 15 2018 - 2:00pm Lee Probert 3
## 47 Sep 15 2018 - 4:30pm Mike Dean 3
## 48 Sep 16 2018 - 12:30pm Andre Marriner 1
## 49 Sep 16 2018 - 3:00pm Martin Atkinson 4
## 50 Sep 17 2018 - 7:00pm Anthony Taylor 4
## 51 Sep 22 2018 - 11:30am Martin Atkinson 2
## 52 Sep 22 2018 - 2:00pm Anthony Taylor 4
## 53 Sep 22 2018 - 2:00pm Michael Oliver 5
## 54 Sep 22 2018 - 2:00pm Andre Marriner 0
## 55 Sep 22 2018 - 2:00pm David Coote 4
## 56 Sep 22 2018 - 2:00pm Paul Tierney 3
## 57 Sep 22 2018 - 2:00pm Kevin Friend 2
## 58 Sep 22 2018 - 4:30pm Chris Kavanagh 3
## 59 Sep 23 2018 - 12:30pm Mike Dean 0
## 60 Sep 23 2018 - 3:00pm Jonathan Moss 2
## 61 Sep 29 2018 - 11:30am Michael Oliver 4
## 62 Sep 29 2018 - 2:00pm Anthony Taylor 2
## 63 Sep 29 2018 - 2:00pm Roger East 3
## 64 Sep 29 2018 - 2:00pm Craig Pawson 2
## 65 Sep 29 2018 - 2:00pm Lee Mason 2
## 66 Sep 29 2018 - 2:00pm Simon Hooper 2
## 67 Sep 29 2018 - 2:00pm Stuart Attwell 2
## 68 Sep 29 2018 - 4:30pm Andre Marriner 2
## 69 Sep 30 2018 - 3:00pm Martin Atkinson 3
## 70 Oct 01 2018 - 7:00pm Mike Dean 3
## 71 Oct 05 2018 - 7:00pm Kevin Friend 1
## 72 Oct 06 2018 - 2:00pm Chris Kavanagh 2
## 73 Oct 06 2018 - 2:00pm Michael Oliver 1
## 74 Oct 06 2018 - 2:00pm Andre Marriner 3
## 75 Oct 06 2018 - 2:00pm Mike Dean 1
## 76 Oct 06 2018 - 2:00pm Jonathan Moss 4
## 77 Oct 06 2018 - 4:30pm Anthony Taylor 5
## 78 Oct 07 2018 - 11:00am Paul Tierney 6
## 79 Oct 07 2018 - 1:15pm Craig Pawson 3
## 80 Oct 07 2018 - 3:30pm Martin Atkinson 0
## 81 Oct 20 2018 - 11:30am Mike Dean 4
## 82 Oct 20 2018 - 2:00pm Lee Probert 0
## 83 Oct 20 2018 - 2:00pm Kevin Friend 6
## 84 Oct 20 2018 - 2:00pm Jonathan Moss 5
## 85 Oct 20 2018 - 2:00pm Andre Marriner 1
## 86 Oct 20 2018 - 2:00pm Martin Atkinson 1
## 87 Oct 20 2018 - 2:00pm Lee Mason 2
## 88 Oct 20 2018 - 4:30pm Michael Oliver 1
## 89 Oct 21 2018 - 3:00pm Anthony Taylor 2
## 90 Oct 22 2018 - 7:00pm Chris Kavanagh 4
## 91 Oct 27 2018 - 2:00pm Anthony Taylor 1
## 92 Oct 27 2018 - 2:00pm Andre Marriner 3
## 93 Oct 27 2018 - 2:00pm Stuart Attwell 5
## 94 Oct 27 2018 - 2:00pm Chris Kavanagh 0
## 95 Oct 27 2018 - 2:00pm Mike Dean 3
## 96 Oct 27 2018 - 4:30pm Michael Oliver 2
## 97 Oct 28 2018 - 1:30pm Craig Pawson 4
## 98 Oct 28 2018 - 1:30pm Martin Atkinson 4
## 99 Oct 28 2018 - 4:00pm Jonathan Moss 3
## 100 Oct 29 2018 - 8:00pm Kevin Friend 1
## 101 Nov 03 2018 - 12:30pm Paul Tierney 3
## 102 Nov 03 2018 - 3:00pm Lee Probert 1
## 103 Nov 03 2018 - 3:00pm David Coote 4
## 104 Nov 03 2018 - 3:00pm Craig Pawson 1
## 105 Nov 03 2018 - 3:00pm Roger East 6
## 106 Nov 03 2018 - 5:30pm Andre Marriner 2
## 107 Nov 03 2018 - 7:45pm Mike Dean 5
## 108 Nov 04 2018 - 3:00pm Lee Mason 7
## 109 Nov 04 2018 - 4:00pm Michael Oliver 4
## 110 Nov 05 2018 - 8:00pm Anthony Taylor 1
## 111 Nov 10 2018 - 12:30pm Martin Atkinson 3
## 112 Nov 10 2018 - 3:00pm Chris Kavanagh 2
## 113 Nov 10 2018 - 3:00pm Mike Dean 0
## 114 Nov 10 2018 - 3:00pm Lee Probert 3
## 115 Nov 10 2018 - 3:00pm Simon Hooper 2
## 116 Nov 10 2018 - 5:30pm Jonathan Moss 1
## 117 Nov 11 2018 - 12:00pm Paul Tierney 2
## 118 Nov 11 2018 - 2:15pm Kevin Friend 0
## 119 Nov 11 2018 - 4:30pm Stuart Attwell 2
## 120 Nov 11 2018 - 4:30pm Anthony Taylor 4
## 121 Nov 24 2018 - 3:00pm Chris Kavanagh 2
## 122 Nov 24 2018 - 3:00pm Paul Tierney 1
## 123 Nov 24 2018 - 3:00pm Michael Oliver 5
## 124 Nov 24 2018 - 3:00pm Lee Mason 0
## 125 Nov 24 2018 - 3:00pm Jonathan Moss 3
## 126 Nov 24 2018 - 3:00pm Andre Marriner 4
## 127 Nov 24 2018 - 5:30pm Martin Atkinson 4
## 128 Nov 25 2018 - 1:30pm Craig Pawson 3
## 129 Nov 25 2018 - 4:00pm Kevin Friend 2
## 130 Nov 26 2018 - 8:30pm Anthony Taylor 3
## 131 Nov 30 2018 - 8:00pm Andre Marriner 3
## 132 Dec 01 2018 - 3:00pm Lee Probert 2
## 133 Dec 01 2018 - 3:00pm Michael Oliver 3
## 134 Dec 01 2018 - 3:00pm Graham Scott 2
## 135 Dec 01 2018 - 3:00pm Stuart Attwell 4
## 136 Dec 01 2018 - 3:00pm Paul Tierney 3
## 137 Dec 01 2018 - 5:30pm Kevin Friend 4
## 138 Dec 02 2018 - 12:00pm Craig Pawson 2
## 139 Dec 02 2018 - 2:05pm Mike Dean 6
## 140 Dec 02 2018 - 4:15pm Chris Kavanagh 1
## 141 Dec 04 2018 - 7:45pm Roger East 3
## 142 Dec 04 2018 - 7:45pm Kevin Friend 4
## 143 Dec 04 2018 - 7:45pm Graham Scott 4
## 144 Dec 04 2018 - 8:00pm Paul Tierney 3
## 145 Dec 05 2018 - 7:45pm Stuart Attwell 4
## 146 Dec 05 2018 - 7:45pm David Coote 2
## 147 Dec 05 2018 - 7:45pm Jonathan Moss 3
## 148 Dec 05 2018 - 7:45pm Lee Mason 2
## 149 Dec 05 2018 - 8:00pm Andre Marriner 4
## 150 Dec 05 2018 - 8:00pm Anthony Taylor 4
## 151 Dec 08 2018 - 12:30pm Lee Mason 4
## 152 Dec 08 2018 - 3:00pm Paul Tierney 1
## 153 Dec 08 2018 - 3:00pm Martin Atkinson 1
## 154 Dec 08 2018 - 3:00pm Jonathan Moss 1
## 155 Dec 08 2018 - 3:00pm Lee Probert 5
## 156 Dec 08 2018 - 3:00pm Anthony Taylor 5
## 157 Dec 08 2018 - 5:30pm Michael Oliver 2
## 158 Dec 08 2018 - 7:45pm Craig Pawson 2
## 159 Dec 09 2018 - 4:00pm Mike Dean 3
## 160 Dec 10 2018 - 8:00pm Kevin Friend 4
## 161 Dec 15 2018 - 12:30pm Craig Pawson 4
## 162 Dec 15 2018 - 3:00pm Michael Oliver 1
## 163 Dec 15 2018 - 3:00pm Anthony Taylor 1
## 164 Dec 15 2018 - 3:00pm Graham Scott 1
## 165 Dec 15 2018 - 3:00pm Andy Madley 5
## 166 Dec 15 2018 - 3:00pm Simon Hooper 2
## 167 Dec 15 2018 - 5:30pm Mike Dean 2
## 168 Dec 16 2018 - 1:30pm Stuart Attwell 3
## 169 Dec 16 2018 - 1:30pm Chris Kavanagh 5
## 170 Dec 16 2018 - 4:00pm Martin Atkinson 4
## 171 Dec 21 2018 - 8:00pm Craig Pawson 2
## 172 Dec 22 2018 - 12:30pm Kevin Friend 4
## 173 Dec 22 2018 - 3:00pm Mike Dean 2
## 174 Dec 22 2018 - 3:00pm Lee Probert 1
## 175 Dec 22 2018 - 3:00pm Stuart Attwell 4
## 176 Dec 22 2018 - 3:00pm Andre Marriner 5
## 177 Dec 22 2018 - 3:00pm Martin Atkinson 0
## 178 Dec 22 2018 - 3:00pm Lee Mason 2
## 179 Dec 22 2018 - 5:30pm Michael Oliver 6
## 180 Dec 23 2018 - 4:00pm Paul Tierney 8
## 181 Dec 26 2018 - 12:30pm Andre Marriner 2
## 182 Dec 26 2018 - 3:00pm Michael Oliver 6
## 183 Dec 26 2018 - 3:00pm Lee Probert 0
## 184 Dec 26 2018 - 3:00pm Mike Dean 3
## 185 Dec 26 2018 - 3:00pm Graham Scott 4
## 186 Dec 26 2018 - 3:00pm Jonathan Moss 4
## 187 Dec 26 2018 - 3:00pm Chris Kavanagh 5
## 188 Dec 26 2018 - 5:15pm Anthony Taylor 2
## 189 Dec 26 2018 - 7:30pm Martin Atkinson 3
## 190 Dec 27 2018 - 7:45pm Craig Pawson 3
## 191 Dec 29 2018 - 3:00pm Andy Madley 1
## 192 Dec 29 2018 - 3:00pm Kevin Friend 1
## 193 Dec 29 2018 - 3:00pm Simon Hooper 1
## 194 Dec 29 2018 - 3:00pm Stuart Attwell 4
## 195 Dec 29 2018 - 3:00pm Roger East 2
## 196 Dec 29 2018 - 5:30pm Michael Oliver 6
## 197 Dec 30 2018 - 12:00pm Craig Pawson 1
## 198 Dec 30 2018 - 2:15pm David Coote 2
## 199 Dec 30 2018 - 2:15pm Paul Tierney 4
## 200 Dec 30 2018 - 4:30pm Lee Mason 5
## 201 Jan 01 2019 - 12:30pm Martin Atkinson 1
## 202 Jan 01 2019 - 3:00pm Graham Scott 5
## 203 Jan 01 2019 - 5:30pm Kevin Friend 3
## 204 Jan 02 2019 - 7:45pm Jonathan Moss 0
## 205 Jan 02 2019 - 7:45pm Mike Dean 3
## 206 Jan 02 2019 - 7:45pm Chris Kavanagh 4
## 207 Jan 02 2019 - 7:45pm Roger East 2
## 208 Jan 02 2019 - 8:00pm David Coote 6
## 209 Jan 02 2019 - 8:00pm Andre Marriner 2
## 210 Jan 03 2019 - 8:00pm Anthony Taylor 3
## 211 Jan 12 2019 - 12:30pm Jonathan Moss 1
## 212 Jan 12 2019 - 3:00pm Kevin Friend 1
## 213 Jan 12 2019 - 3:00pm Martin Atkinson 3
## 214 Jan 12 2019 - 3:00pm Lee Mason 0
## 215 Jan 12 2019 - 3:00pm Paul Tierney 3
## 216 Jan 12 2019 - 3:00pm Michael Oliver 3
## 217 Jan 12 2019 - 5:30pm Chris Kavanagh 3
## 218 Jan 13 2019 - 2:15pm Anthony Taylor 2
## 219 Jan 13 2019 - 4:30pm Mike Dean 1
## 220 Jan 14 2019 - 8:00pm Craig Pawson 3
## 221 Jan 19 2019 - 12:30pm Chris Kavanagh 7
## 222 Jan 19 2019 - 3:00pm Simon Hooper 2
## 223 Jan 19 2019 - 3:00pm Jonathan Moss 7
## 224 Jan 19 2019 - 3:00pm Paul Tierney 3
## 225 Jan 19 2019 - 3:00pm Stuart Attwell 3
## 226 Jan 19 2019 - 3:00pm Graham Scott 3
## 227 Jan 19 2019 - 3:00pm Michael Oliver 0
## 228 Jan 19 2019 - 5:30pm Anthony Taylor 2
## 229 Jan 20 2019 - 1:30pm Andre Marriner 3
## 230 Jan 20 2019 - 4:00pm Craig Pawson 3
## 231 Jan 29 2019 - 7:45pm Mike Dean 3
## 232 Jan 29 2019 - 7:45pm Lee Probert 6
## 233 Jan 29 2019 - 7:45pm Stuart Attwell 1
## 234 Jan 29 2019 - 7:45pm David Coote 3
## 235 Jan 29 2019 - 8:00pm Jonathan Moss 4
## 236 Jan 29 2019 - 8:00pm Paul Tierney 3
## 237 Jan 30 2019 - 7:45pm Roger East 4
## 238 Jan 30 2019 - 7:45pm Andre Marriner 2
## 239 Jan 30 2019 - 8:00pm Martin Atkinson 2
## 240 Jan 30 2019 - 8:00pm Graham Scott 3
## 241 Feb 02 2019 - 12:30pm Andre Marriner 1
## 242 Feb 02 2019 - 3:00pm Simon Hooper 0
## 243 Feb 02 2019 - 3:00pm Anthony Taylor 2
## 244 Feb 02 2019 - 3:00pm Paul Tierney 5
## 245 Feb 02 2019 - 3:00pm Michael Oliver 2
## 246 Feb 02 2019 - 3:00pm Lee Mason 4
## 247 Feb 02 2019 - 5:30pm Jonathan Moss 2
## 248 Feb 03 2019 - 2:05pm Mike Dean 1
## 249 Feb 03 2019 - 4:30pm Martin Atkinson 4
## 250 Feb 04 2019 - 8:00pm Kevin Friend 2
## 251 Feb 06 2019 - 7:45pm Craig Pawson 2
## 252 Feb 09 2019 - 12:30pm Paul Tierney 3
## 253 Feb 09 2019 - 3:00pm Craig Pawson 2
## 254 Feb 09 2019 - 3:00pm Jonathan Moss 3
## 255 Feb 09 2019 - 3:00pm Anthony Taylor 3
## 256 Feb 09 2019 - 3:00pm Martin Atkinson 3
## 257 Feb 09 2019 - 3:00pm Lee Probert 1
## 258 Feb 09 2019 - 5:30pm Stuart Attwell 4
## 259 Feb 10 2019 - 1:30pm Michael Oliver 4
## 260 Feb 10 2019 - 4:00pm Mike Dean 6
## 261 Feb 11 2019 - 8:00pm Graham Scott 2
## 262 Feb 22 2019 - 7:45pm Simon Hooper 6
## 263 Feb 22 2019 - 7:45pm Lee Mason 4
## 264 Feb 23 2019 - 12:30pm Mike Dean 3
## 265 Feb 23 2019 - 3:00pm Roger East 2
## 266 Feb 23 2019 - 3:00pm Kevin Friend 2
## 267 Feb 23 2019 - 5:30pm Anthony Taylor 5
## 268 Feb 24 2019 - 2:05pm Graham Scott 2
## 269 Feb 24 2019 - 2:05pm Michael Oliver 0
## 270 Feb 26 2019 - 7:45pm Kevin Friend 3
## 271 Feb 26 2019 - 7:45pm David Coote 1
## 272 Feb 26 2019 - 7:45pm Lee Probert 3
## 273 Feb 26 2019 - 8:00pm Craig Pawson 2
## 274 Feb 27 2019 - 7:45pm Chris Kavanagh 6
## 275 Feb 27 2019 - 7:45pm Anthony Taylor 2
## 276 Feb 27 2019 - 8:00pm Martin Atkinson 4
## 277 Feb 27 2019 - 8:00pm Andre Marriner 2
## 278 Feb 27 2019 - 8:00pm Graham Scott 5
## 279 Feb 27 2019 - 8:00pm Stuart Attwell 1
## 280 Mar 02 2019 - 12:30pm Anthony Taylor 2
## 281 Mar 02 2019 - 3:00pm Kevin Friend 1
## 282 Mar 02 2019 - 3:00pm Mike Dean 1
## 283 Mar 02 2019 - 3:00pm Lee Probert 4
## 284 Mar 02 2019 - 3:00pm Stuart Attwell 5
## 285 Mar 02 2019 - 3:00pm Andre Marriner 2
## 286 Mar 02 2019 - 5:30pm Chris Kavanagh 2
## 287 Mar 03 2019 - 12:00pm Jonathan Moss 3
## 288 Mar 03 2019 - 2:05pm Graham Scott 3
## 289 Mar 03 2019 - 4:15pm Martin Atkinson 0
## 290 Mar 09 2019 - 12:30pm Craig Pawson 3
## 291 Mar 09 2019 - 3:00pm Graham Scott 2
## 292 Mar 09 2019 - 3:00pm Anthony Taylor 2
## 293 Mar 09 2019 - 3:00pm David Coote 4
## 294 Mar 09 2019 - 3:00pm Lee Mason 5
## 295 Mar 09 2019 - 3:00pm Kevin Friend 3
## 296 Mar 09 2019 - 5:30pm Paul Tierney 4
## 297 Mar 10 2019 - 12:00pm Andre Marriner 6
## 298 Mar 10 2019 - 2:05pm Michael Oliver 2
## 299 Mar 10 2019 - 4:30pm Jonathan Moss 2
## 300 Mar 16 2019 - 3:00pm Mike Dean 4
## 301 Mar 16 2019 - 3:00pm Michael Oliver 3
## 302 Mar 16 2019 - 3:00pm Jonathan Moss 7
## 303 Mar 17 2019 - 2:15pm Craig Pawson 3
## 304 Mar 17 2019 - 4:30pm Anthony Taylor 2
## 305 Mar 30 2019 - 12:30pm Kevin Friend 2
## 306 Mar 30 2019 - 3:00pm Michael Oliver 1
## 307 Mar 30 2019 - 3:00pm Chris Kavanagh 2
## 308 Mar 30 2019 - 3:00pm Lee Probert 2
## 309 Mar 30 2019 - 3:00pm Lee Mason 2
## 310 Mar 30 2019 - 3:00pm Stuart Attwell 3
## 311 Mar 30 2019 - 5:30pm Paul Tierney 2
## 312 Mar 31 2019 - 1:05pm Craig Pawson 3
## 313 Mar 31 2019 - 3:30pm Martin Atkinson 3
## 314 Apr 01 2019 - 7:00pm Anthony Taylor 2
## 315 Apr 02 2019 - 6:45pm Roger East 5
## 316 Apr 02 2019 - 6:45pm Mike Dean 3
## 317 Apr 03 2019 - 6:45pm Graham Scott 3
## 318 Apr 03 2019 - 6:45pm Andre Marriner 2
## 319 Apr 03 2019 - 6:45pm Jonathan Moss 2
## 320 Apr 05 2019 - 7:00pm Paul Tierney 4
## 321 Apr 06 2019 - 2:00pm Martin Atkinson 4
## 322 Apr 06 2019 - 2:00pm David Coote 5
## 323 Apr 06 2019 - 2:00pm Stuart Attwell 1
## 324 Apr 07 2019 - 1:05pm Kevin Friend 1
## 325 Apr 08 2019 - 7:00pm Chris Kavanagh 2
## 326 Apr 12 2019 - 7:00pm Chris Kavanagh 1
## 327 Apr 13 2019 - 11:30am Lee Mason 4
## 328 Apr 13 2019 - 2:00pm Kevin Friend 5
## 329 Apr 13 2019 - 2:00pm Mike Dean 2
## 330 Apr 13 2019 - 2:00pm Lee Probert 2
## 331 Apr 13 2019 - 2:00pm Jonathan Moss 4
## 332 Apr 13 2019 - 4:30pm Graham Scott 3
## 333 Apr 14 2019 - 1:05pm Martin Atkinson 4
## 334 Apr 14 2019 - 3:30pm Michael Oliver 2
## 335 Apr 15 2019 - 7:00pm Craig Pawson 1
## 336 Apr 16 2019 - 6:45pm Andre Marriner 2
## 337 Apr 20 2019 - 11:30am Michael Oliver 1
## 338 Apr 20 2019 - 2:00pm David Coote 1
## 339 Apr 20 2019 - 2:00pm Roger East 3
## 340 Apr 20 2019 - 2:00pm Lee Probert 4
## 341 Apr 20 2019 - 2:00pm Craig Pawson 0
## 342 Apr 20 2019 - 4:30pm Anthony Taylor 4
## 343 Apr 21 2019 - 12:30pm Paul Tierney 4
## 344 Apr 21 2019 - 3:00pm Jonathan Moss 5
## 345 Apr 21 2019 - 3:00pm Martin Atkinson 2
## 346 Apr 22 2019 - 7:00pm Kevin Friend 4
## 347 Apr 23 2019 - 6:45pm Mike Dean 2
## 348 Apr 23 2019 - 6:45pm Chris Kavanagh 1
## 349 Apr 24 2019 - 6:45pm Stuart Attwell 4
## 350 Apr 24 2019 - 7:00pm Andre Marriner 2
## 351 Apr 26 2019 - 7:00pm Kevin Friend 5
## 352 Apr 27 2019 - 11:30am Anthony Taylor 1
## 353 Apr 27 2019 - 2:00pm Lee Mason 0
## 354 Apr 27 2019 - 2:00pm Chris Kavanagh 1
## 355 Apr 27 2019 - 2:00pm Graham Scott 6
## 356 Apr 27 2019 - 2:00pm Simon Hooper 3
## 357 Apr 27 2019 - 4:30pm Mike Dean 2
## 358 Apr 28 2019 - 11:00am Michael Oliver 3
## 359 Apr 28 2019 - 1:05pm Paul Tierney 1
## 360 Apr 28 2019 - 3:30pm Martin Atkinson 2
## 361 May 03 2019 - 7:00pm Chris Kavanagh 2
## 362 May 04 2019 - 11:30am Craig Pawson 1
## 363 May 04 2019 - 2:00pm Stuart Attwell 3
## 364 May 04 2019 - 2:00pm Jonathan Moss 1
## 365 May 04 2019 - 4:30pm Michael Oliver 5
## 366 May 04 2019 - 6:45pm Andre Marriner 5
## 367 May 05 2019 - 1:00pm Paul Tierney 3
## 368 May 05 2019 - 1:00pm Lee Mason 2
## 369 May 05 2019 - 3:30pm Anthony Taylor 2
## 370 May 06 2019 - 7:00pm Mike Dean 1
## 371 May 12 2019 - 2:00pm Michael Oliver 5
## 372 May 12 2019 - 2:00pm Mike Dean 4
## 373 May 12 2019 - 2:00pm Roger East 8
## 374 May 12 2019 - 2:00pm Kevin Friend 4
## 375 May 12 2019 - 2:00pm Anthony Taylor 0
## 376 May 12 2019 - 2:00pm Martin Atkinson 2
## 377 May 12 2019 - 2:00pm Jonathan Moss 2
## 378 May 12 2019 - 2:00pm Lee Probert 2
## 379 May 12 2019 - 2:00pm Andre Marriner 4
## 380 May 12 2019 - 2:00pm Chris Kavanagh 5
## total_goals_at_half_time
## 1 1
## 2 3
## 3 1
## 4 1
## 5 2
## 6 1
## 7 2
## 8 2
## 9 0
## 10 1
## 11 0
## 12 2
## 13 2
## 14 1
## 15 1
## 16 4
## 17 2
## 18 4
## 19 4
## 20 1
## 21 0
## 22 0
## 23 2
## 24 0
## 25 0
## 26 1
## 27 0
## 28 5
## 29 0
## 30 0
## 31 2
## 32 1
## 33 0
## 34 0
## 35 2
## 36 0
## 37 2
## 38 2
## 39 2
## 40 0
## 41 1
## 42 3
## 43 3
## 44 1
## 45 2
## 46 0
## 47 2
## 48 0
## 49 3
## 50 1
## 51 1
## 52 2
## 53 3
## 54 0
## 55 2
## 56 3
## 57 1
## 58 1
## 59 0
## 60 0
## 61 2
## 62 0
## 63 0
## 64 2
## 65 1
## 66 1
## 67 0
## 68 1
## 69 0
## 70 1
## 71 1
## 72 1
## 73 0
## 74 2
## 75 1
## 76 3
## 77 2
## 78 2
## 79 1
## 80 0
## 81 1
## 82 0
## 83 4
## 84 1
## 85 1
## 86 1
## 87 2
## 88 1
## 89 0
## 90 2
## 91 0
## 92 1
## 93 1
## 94 0
## 95 2
## 96 1
## 97 1
## 98 1
## 99 1
## 100 1
## 101 2
## 102 0
## 103 2
## 104 0
## 105 2
## 106 0
## 107 2
## 108 5
## 109 1
## 110 1
## 111 2
## 112 1
## 113 0
## 114 3
## 115 1
## 116 0
## 117 1
## 118 0
## 119 1
## 120 1
## 121 1
## 122 0
## 123 3
## 124 0
## 125 0
## 126 3
## 127 2
## 128 2
## 129 1
## 130 3
## 131 1
## 132 1
## 133 2
## 134 2
## 135 2
## 136 1
## 137 4
## 138 1
## 139 3
## 140 0
## 141 3
## 142 3
## 143 0
## 144 1
## 145 0
## 146 1
## 147 1
## 148 2
## 149 2
## 150 1
## 151 1
## 152 0
## 153 1
## 154 0
## 155 3
## 156 1
## 157 1
## 158 1
## 159 2
## 160 1
## 161 1
## 162 1
## 163 0
## 164 0
## 165 1
## 166 1
## 167 2
## 168 2
## 169 3
## 170 2
## 171 1
## 172 1
## 173 1
## 174 0
## 175 2
## 176 3
## 177 0
## 178 1
## 179 4
## 180 4
## 181 0
## 182 4
## 183 0
## 184 2
## 185 1
## 186 1
## 187 3
## 188 2
## 189 2
## 190 0
## 191 0
## 192 0
## 193 0
## 194 1
## 195 1
## 196 5
## 197 0
## 198 2
## 199 4
## 200 4
## 201 0
## 202 1
## 203 3
## 204 0
## 205 2
## 206 0
## 207 0
## 208 6
## 209 0
## 210 1
## 211 0
## 212 0
## 213 3
## 214 0
## 215 1
## 216 2
## 217 2
## 218 0
## 219 1
## 220 2
## 221 2
## 222 0
## 223 1
## 224 2
## 225 1
## 226 0
## 227 0
## 228 2
## 229 1
## 230 1
## 231 0
## 232 2
## 233 1
## 234 0
## 235 0
## 236 1
## 237 0
## 238 1
## 239 2
## 240 1
## 241 0
## 242 0
## 243 0
## 244 2
## 245 1
## 246 3
## 247 1
## 248 1
## 249 3
## 250 2
## 251 1
## 252 2
## 253 1
## 254 2
## 255 2
## 256 0
## 257 0
## 258 1
## 259 1
## 260 4
## 261 0
## 262 1
## 263 3
## 264 0
## 265 1
## 266 0
## 267 1
## 268 2
## 269 0
## 270 1
## 271 0
## 272 1
## 273 2
## 274 3
## 275 2
## 276 1
## 277 0
## 278 2
## 279 0
## 280 1
## 281 0
## 282 0
## 283 1
## 284 1
## 285 2
## 286 2
## 287 1
## 288 3
## 289 0
## 290 1
## 291 1
## 292 1
## 293 1
## 294 2
## 295 1
## 296 0
## 297 3
## 298 0
## 299 1
## 300 1
## 301 2
## 302 3
## 303 1
## 304 0
## 305 2
## 306 0
## 307 1
## 308 0
## 309 1
## 310 1
## 311 2
## 312 0
## 313 1
## 314 1
## 315 2
## 316 2
## 317 1
## 318 0
## 319 2
## 320 2
## 321 3
## 322 1
## 323 0
## 324 1
## 325 1
## 326 1
## 327 2
## 328 1
## 329 1
## 330 0
## 331 3
## 332 1
## 333 1
## 334 0
## 335 1
## 336 1
## 337 1
## 338 0
## 339 1
## 340 1
## 341 0
## 342 2
## 343 2
## 344 1
## 345 0
## 346 4
## 347 1
## 348 0
## 349 3
## 350 0
## 351 3
## 352 0
## 353 0
## 354 0
## 355 3
## 356 1
## 357 1
## 358 0
## 359 0
## 360 2
## 361 2
## 362 0
## 363 1
## 364 0
## 365 3
## 366 3
## 367 0
## 368 1
## 369 1
## 370 0
## 371 3
## 372 0
## 373 4
## 374 2
## 375 0
## 376 1
## 377 1
## 378 1
## 379 1
## 380 2
## stadium_name
## 1 Old Trafford (Manchester)
## 2 St. James' Park (Newcastle upon Tyne)
## 3 Vitality Stadium (Bournemouth- Dorset)
## 4 Craven Cottage (London)
## 5 John Smith's Stadium (Huddersfield- West Yorkshire)
## 6 Vicarage Road (Watford)
## 7 Molineux Stadium (Wolverhampton- West Midlands)
## 8 Anfield (Liverpool)
## 9 St. Mary's Stadium (Southampton- Hampshire)
## 10 Emirates Stadium (London)
## 11 Cardiff City Stadium (Cardiff (Caerdydd))
## 12 Goodison Park (Liverpool)
## 13 King Power Stadium (Leicester- Leicestershire)
## 14 Wembley Stadium (London)
## 15 London Stadium (London)
## 16 Stamford Bridge (London)
## 17 Turf Moor (Burnley)
## 18 Etihad Stadium (Manchester)
## 19 The American Express Community Stadium (Falmer- East Sussex)
## 20 Selhurst Park (London)
## 21 Molineux Stadium (Wolverhampton- West Midlands)
## 22 Vitality Stadium (Bournemouth- Dorset)
## 23 Emirates Stadium (London)
## 24 John Smith's Stadium (Huddersfield- West Yorkshire)
## 25 St. Mary's Stadium (Southampton- Hampshire)
## 26 Anfield (Liverpool)
## 27 Vicarage Road (Watford)
## 28 Craven Cottage (London)
## 29 St. James' Park (Newcastle upon Tyne)
## 30 Old Trafford (Manchester)
## 31 King Power Stadium (Leicester- Leicestershire)
## 32 The American Express Community Stadium (Falmer- East Sussex)
## 33 Stamford Bridge (London)
## 34 Selhurst Park (London)
## 35 Goodison Park (Liverpool)
## 36 London Stadium (London)
## 37 Etihad Stadium (Manchester)
## 38 Cardiff City Stadium (Cardiff (Caerdydd))
## 39 Turf Moor (Burnley)
## 40 Vicarage Road (Watford)
## 41 Wembley Stadium (London)
## 42 Vitality Stadium (Bournemouth- Dorset)
## 43 Stamford Bridge (London)
## 44 John Smith's Stadium (Huddersfield- West Yorkshire)
## 45 Etihad Stadium (Manchester)
## 46 St. James' Park (Newcastle upon Tyne)
## 47 Vicarage Road (Watford)
## 48 Molineux Stadium (Wolverhampton- West Midlands)
## 49 Goodison Park (Liverpool)
## 50 St. Mary's Stadium (Southampton- Hampshire)
## 51 Craven Cottage (London)
## 52 Turf Moor (Burnley)
## 53 Cardiff City Stadium (Cardiff (Caerdydd))
## 54 Selhurst Park (London)
## 55 King Power Stadium (Leicester- Leicestershire)
## 56 Anfield (Liverpool)
## 57 Old Trafford (Manchester)
## 58 The American Express Community Stadium (Falmer- East Sussex)
## 59 London Stadium (London)
## 60 Emirates Stadium (London)
## 61 London Stadium (London)
## 62 Emirates Stadium (London)
## 63 Goodison Park (Liverpool)
## 64 John Smith's Stadium (Huddersfield- West Yorkshire)
## 65 Etihad Stadium (Manchester)
## 66 St. James' Park (Newcastle upon Tyne)
## 67 Molineux Stadium (Wolverhampton- West Midlands)
## 68 Stamford Bridge (London)
## 69 Cardiff City Stadium (Cardiff (Caerdydd))
## 70 Vitality Stadium (Bournemouth- Dorset)
## 71 The American Express Community Stadium (Falmer- East Sussex)
## 72 Turf Moor (Burnley)
## 73 Selhurst Park (London)
## 74 King Power Stadium (Leicester- Leicestershire)
## 75 Wembley Stadium (London)
## 76 Vicarage Road (Watford)
## 77 Old Trafford (Manchester)
## 78 Craven Cottage (London)
## 79 St. Mary's Stadium (Southampton- Hampshire)
## 80 Anfield (Liverpool)
## 81 Stamford Bridge (London)
## 82 Vitality Stadium (Bournemouth- Dorset)
## 83 Cardiff City Stadium (Cardiff (Caerdydd))
## 84 Etihad Stadium (Manchester)
## 85 St. James' Park (Newcastle upon Tyne)
## 86 London Stadium (London)
## 87 Molineux Stadium (Wolverhampton- West Midlands)
## 88 John Smith's Stadium (Huddersfield- West Yorkshire)
## 89 Goodison Park (Liverpool)
## 90 Emirates Stadium (London)
## 91 The American Express Community Stadium (Falmer- East Sussex)
## 92 Craven Cottage (London)
## 93 Anfield (Liverpool)
## 94 St. Mary's Stadium (Southampton- Hampshire)
## 95 Vicarage Road (Watford)
## 96 King Power Stadium (Leicester- Leicestershire)
## 97 Turf Moor (Burnley)
## 98 Selhurst Park (London)
## 99 Old Trafford (Manchester)
## 100 Wembley Stadium (London)
## 101 Vitality Stadium (Bournemouth- Dorset)
## 102 Cardiff City Stadium (Cardiff (Caerdydd))
## 103 Goodison Park (Liverpool)
## 104 St. James' Park (Newcastle upon Tyne)
## 105 London Stadium (London)
## 106 Emirates Stadium (London)
## 107 Molineux Stadium (Wolverhampton- West Midlands)
## 108 Etihad Stadium (Manchester)
## 109 Stamford Bridge (London)
## 110 John Smith's Stadium (Huddersfield- West Yorkshire)
## 111 Cardiff City Stadium (Cardiff (Caerdydd))
## 112 John Smith's Stadium (Huddersfield- West Yorkshire)
## 113 King Power Stadium (Leicester- Leicestershire)
## 114 St. James' Park (Newcastle upon Tyne)
## 115 St. Mary's Stadium (Southampton- Hampshire)
## 116 Selhurst Park (London)
## 117 Anfield (Liverpool)
## 118 Stamford Bridge (London)
## 119 Emirates Stadium (London)
## 120 Etihad Stadium (Manchester)
## 121 The American Express Community Stadium (Falmer- East Sussex)
## 122 Goodison Park (Liverpool)
## 123 Craven Cottage (London)
## 124 Old Trafford (Manchester)
## 125 Vicarage Road (Watford)
## 126 London Stadium (London)
## 127 Wembley Stadium (London)
## 128 Vitality Stadium (Bournemouth- Dorset)
## 129 Molineux Stadium (Wolverhampton- West Midlands)
## 130 Turf Moor (Burnley)
## 131 Cardiff City Stadium (Cardiff (Caerdydd))
## 132 Selhurst Park (London)
## 133 John Smith's Stadium (Huddersfield- West Yorkshire)
## 134 King Power Stadium (Leicester- Leicestershire)
## 135 Etihad Stadium (Manchester)
## 136 St. James' Park (Newcastle upon Tyne)
## 137 St. Mary's Stadium (Southampton- Hampshire)
## 138 Stamford Bridge (London)
## 139 Emirates Stadium (London)
## 140 Anfield (Liverpool)
## 141 Vitality Stadium (Bournemouth- Dorset)
## 142 The American Express Community Stadium (Falmer- East Sussex)
## 143 London Stadium (London)
## 144 Vicarage Road (Watford)
## 145 Turf Moor (Burnley)
## 146 Craven Cottage (London)
## 147 Molineux Stadium (Wolverhampton- West Midlands)
## 148 Goodison Park (Liverpool)
## 149 Old Trafford (Manchester)
## 150 Wembley Stadium (London)
## 151 Vitality Stadium (Bournemouth- Dorset)
## 152 Emirates Stadium (London)
## 153 Turf Moor (Burnley)
## 154 Cardiff City Stadium (Cardiff (Caerdydd))
## 155 Old Trafford (Manchester)
## 156 London Stadium (London)
## 157 Stamford Bridge (London)
## 158 King Power Stadium (Leicester- Leicestershire)
## 159 St. James' Park (Newcastle upon Tyne)
## 160 Goodison Park (Liverpool)
## 161 Etihad Stadium (Manchester)
## 162 Selhurst Park (London)
## 163 John Smith's Stadium (Huddersfield- West Yorkshire)
## 164 Wembley Stadium (London)
## 165 Vicarage Road (Watford)
## 166 Molineux Stadium (Wolverhampton- West Midlands)
## 167 Craven Cottage (London)
## 168 The American Express Community Stadium (Falmer- East Sussex)
## 169 St. Mary's Stadium (Southampton- Hampshire)
## 170 Anfield (Liverpool)
## 171 Molineux Stadium (Wolverhampton- West Midlands)
## 172 Emirates Stadium (London)
## 173 Vitality Stadium (Bournemouth- Dorset)
## 174 Stamford Bridge (London)
## 175 John Smith's Stadium (Huddersfield- West Yorkshire)
## 176 Etihad Stadium (Manchester)
## 177 St. James' Park (Newcastle upon Tyne)
## 178 London Stadium (London)
## 179 Cardiff City Stadium (Cardiff (Caerdydd))
## 180 Goodison Park (Liverpool)
## 181 Craven Cottage (London)
## 182 Turf Moor (Burnley)
## 183 Selhurst Park (London)
## 184 King Power Stadium (Leicester- Leicestershire)
## 185 Anfield (Liverpool)
## 186 Old Trafford (Manchester)
## 187 Wembley Stadium (London)
## 188 The American Express Community Stadium (Falmer- East Sussex)
## 189 Vicarage Road (Watford)
## 190 St. Mary's Stadium (Southampton- Hampshire)
## 191 The American Express Community Stadium (Falmer- East Sussex)
## 192 Craven Cottage (London)
## 193 King Power Stadium (Leicester- Leicestershire)
## 194 Wembley Stadium (London)
## 195 Vicarage Road (Watford)
## 196 Anfield (Liverpool)
## 197 Selhurst Park (London)
## 198 Turf Moor (Burnley)
## 199 St. Mary's Stadium (Southampton- Hampshire)
## 200 Old Trafford (Manchester)
## 201 Goodison Park (Liverpool)
## 202 Emirates Stadium (London)
## 203 Cardiff City Stadium (Cardiff (Caerdydd))
## 204 Stamford Bridge (London)
## 205 John Smith's Stadium (Huddersfield- West Yorkshire)
## 206 London Stadium (London)
## 207 Molineux Stadium (Wolverhampton- West Midlands)
## 208 Vitality Stadium (Bournemouth- Dorset)
## 209 St. James' Park (Newcastle upon Tyne)
## 210 Etihad Stadium (Manchester)
## 211 London Stadium (London)
## 212 The American Express Community Stadium (Falmer- East Sussex)
## 213 Turf Moor (Burnley)
## 214 Cardiff City Stadium (Cardiff (Caerdydd))
## 215 Selhurst Park (London)
## 216 King Power Stadium (Leicester- Leicestershire)
## 217 Stamford Bridge (London)
## 218 Goodison Park (Liverpool)
## 219 Wembley Stadium (London)
## 220 Etihad Stadium (Manchester)
## 221 Molineux Stadium (Wolverhampton- West Midlands)
## 222 Vitality Stadium (Bournemouth- Dorset)
## 223 Anfield (Liverpool)
## 224 Old Trafford (Manchester)
## 225 St. James' Park (Newcastle upon Tyne)
## 226 St. Mary's Stadium (Southampton- Hampshire)
## 227 Vicarage Road (Watford)
## 228 Emirates Stadium (London)
## 229 John Smith's Stadium (Huddersfield- West Yorkshire)
## 230 Craven Cottage (London)
## 231 Emirates Stadium (London)
## 232 Craven Cottage (London)
## 233 John Smith's Stadium (Huddersfield- West Yorkshire)
## 234 Molineux Stadium (Wolverhampton- West Midlands)
## 235 Old Trafford (Manchester)
## 236 St. James' Park (Newcastle upon Tyne)
## 237 Vitality Stadium (Bournemouth- Dorset)
## 238 St. Mary's Stadium (Southampton- Hampshire)
## 239 Anfield (Liverpool)
## 240 Wembley Stadium (London)
## 241 Wembley Stadium (London)
## 242 The American Express Community Stadium (Falmer- East Sussex)
## 243 Turf Moor (Burnley)
## 244 Stamford Bridge (London)
## 245 Selhurst Park (London)
## 246 Goodison Park (Liverpool)
## 247 Cardiff City Stadium (Cardiff (Caerdydd))
## 248 King Power Stadium (Leicester- Leicestershire)
## 249 Etihad Stadium (Manchester)
## 250 London Stadium (London)
## 251 Goodison Park (Liverpool)
## 252 Craven Cottage (London)
## 253 Selhurst Park (London)
## 254 John Smith's Stadium (Huddersfield- West Yorkshire)
## 255 Anfield (Liverpool)
## 256 St. Mary's Stadium (Southampton- Hampshire)
## 257 Vicarage Road (Watford)
## 258 The American Express Community Stadium (Falmer- East Sussex)
## 259 Wembley Stadium (London)
## 260 Etihad Stadium (Manchester)
## 261 Molineux Stadium (Wolverhampton- West Midlands)
## 262 Cardiff City Stadium (Cardiff (Caerdydd))
## 263 London Stadium (London)
## 264 Turf Moor (Burnley)
## 265 Vitality Stadium (Bournemouth- Dorset)
## 266 St. James' Park (Newcastle upon Tyne)
## 267 King Power Stadium (Leicester- Leicestershire)
## 268 Emirates Stadium (London)
## 269 Old Trafford (Manchester)
## 270 Cardiff City Stadium (Cardiff (Caerdydd))
## 271 John Smith's Stadium (Huddersfield- West Yorkshire)
## 272 King Power Stadium (Leicester- Leicestershire)
## 273 St. James' Park (Newcastle upon Tyne)
## 274 Emirates Stadium (London)
## 275 St. Mary's Stadium (Southampton- Hampshire)
## 276 Selhurst Park (London)
## 277 Stamford Bridge (London)
## 278 Anfield (Liverpool)
## 279 Etihad Stadium (Manchester)
## 280 Wembley Stadium (London)
## 281 Vitality Stadium (Bournemouth- Dorset)
## 282 The American Express Community Stadium (Falmer- East Sussex)
## 283 Turf Moor (Burnley)
## 284 Old Trafford (Manchester)
## 285 Molineux Stadium (Wolverhampton- West Midlands)
## 286 London Stadium (London)
## 287 Vicarage Road (Watford)
## 288 Craven Cottage (London)
## 289 Goodison Park (Liverpool)
## 290 Selhurst Park (London)
## 291 Cardiff City Stadium (Cardiff (Caerdydd))
## 292 John Smith's Stadium (Huddersfield- West Yorkshire)
## 293 King Power Stadium (Leicester- Leicestershire)
## 294 St. James' Park (Newcastle upon Tyne)
## 295 St. Mary's Stadium (Southampton- Hampshire)
## 296 Etihad Stadium (Manchester)
## 297 Anfield (Liverpool)
## 298 Stamford Bridge (London)
## 299 Emirates Stadium (London)
## 300 Vitality Stadium (Bournemouth- Dorset)
## 301 Turf Moor (Burnley)
## 302 London Stadium (London)
## 303 Craven Cottage (London)
## 304 Goodison Park (Liverpool)
## 305 Craven Cottage (London)
## 306 The American Express Community Stadium (Falmer- East Sussex)
## 307 Turf Moor (Burnley)
## 308 Selhurst Park (London)
## 309 King Power Stadium (Leicester- Leicestershire)
## 310 Old Trafford (Manchester)
## 311 London Stadium (London)
## 312 Cardiff City Stadium (Cardiff (Caerdydd))
## 313 Anfield (Liverpool)
## 314 Emirates Stadium (London)
## 315 Vicarage Road (Watford)
## 316 Molineux Stadium (Wolverhampton- West Midlands)
## 317 Stamford Bridge (London)
## 318 Tottenham Hotspur Stadium (London)
## 319 Etihad Stadium (Manchester)
## 320 St. Mary's Stadium (Southampton- Hampshire)
## 321 Vitality Stadium (Bournemouth- Dorset)
## 322 John Smith's Stadium (Huddersfield- West Yorkshire)
## 323 St. James' Park (Newcastle upon Tyne)
## 324 Goodison Park (Liverpool)
## 325 Stamford Bridge (London)
## 326 King Power Stadium (Leicester- Leicestershire)
## 327 Tottenham Hotspur Stadium (London)
## 328 The American Express Community Stadium (Falmer- East Sussex)
## 329 Turf Moor (Burnley)
## 330 Craven Cottage (London)
## 331 St. Mary's Stadium (Southampton- Hampshire)
## 332 Old Trafford (Manchester)
## 333 Selhurst Park (London)
## 334 Anfield (Liverpool)
## 335 Vicarage Road (Watford)
## 336 The American Express Community Stadium (Falmer- East Sussex)
## 337 Etihad Stadium (Manchester)
## 338 Vitality Stadium (Bournemouth- Dorset)
## 339 John Smith's Stadium (Huddersfield- West Yorkshire)
## 340 London Stadium (London)
## 341 Molineux Stadium (Wolverhampton- West Midlands)
## 342 St. James' Park (Newcastle upon Tyne)
## 343 Goodison Park (Liverpool)
## 344 Emirates Stadium (London)
## 345 Cardiff City Stadium (Cardiff (Caerdydd))
## 346 Stamford Bridge (London)
## 347 Vicarage Road (Watford)
## 348 Tottenham Hotspur Stadium (London)
## 349 Molineux Stadium (Wolverhampton- West Midlands)
## 350 Old Trafford (Manchester)
## 351 Anfield (Liverpool)
## 352 Tottenham Hotspur Stadium (London)
## 353 Selhurst Park (London)
## 354 Craven Cottage (London)
## 355 St. Mary's Stadium (Southampton- Hampshire)
## 356 Vicarage Road (Watford)
## 357 The American Express Community Stadium (Falmer- East Sussex)
## 358 King Power Stadium (Leicester- Leicestershire)
## 359 Turf Moor (Burnley)
## 360 Old Trafford (Manchester)
## 361 Goodison Park (Liverpool)
## 362 Vitality Stadium (Bournemouth- Dorset)
## 363 London Stadium (London)
## 364 Molineux Stadium (Wolverhampton- West Midlands)
## 365 Cardiff City Stadium (Cardiff (Caerdydd))
## 366 St. James' Park (Newcastle upon Tyne)
## 367 Stamford Bridge (London)
## 368 John Smith's Stadium (Huddersfield- West Yorkshire)
## 369 Emirates Stadium (London)
## 370 Etihad Stadium (Manchester)
## 371 The American Express Community Stadium (Falmer- East Sussex)
## 372 Turf Moor (Burnley)
## 373 Selhurst Park (London)
## 374 Craven Cottage (London)
## 375 King Power Stadium (Leicester- Leicestershire)
## 376 Anfield (Liverpool)
## 377 Old Trafford (Manchester)
## 378 St. Mary's Stadium (Southampton- Hampshire)
## 379 Tottenham Hotspur Stadium (London)
## 380 Vicarage Road (Watford)mean(data$total_goal_count)## [1] 2.821053var(data$total_goal_count)## [1] 2.564199sd(data$total_goal_count)## [1] 1.601312summary(data$referee)## Length Class Mode
## 380 character characterhist(data$total_goal_count)
hist(data$total_goals_at_half_time)
boxplot(data$total_goal_count)
qqnorm(data$total_goal_count)
qqline(data$total_goal_count)
boxplot(data$total_goals_at_half_time,
name = c("goal"),
col = c("orange"),
notch = TRUE
)
Are there any outliers? No
Is the distribution normal, symmetric, skewed, or some other shape? No
- Categorical variables, include a frequency and relative frequency table.
T = table(data$total_goal_count)
T##
## 0 1 2 3 4 5 6 7 8
## 22 55 99 84 65 32 16 5 2frequency <- T
print(frequency)##
## 0 1 2 3 4 5 6 7 8
## 22 55 99 84 65 32 16 5 2rf <- T
print(rf)##
## 0 1 2 3 4 5 6 7 8
## 22 55 99 84 65 32 16 5 2**c) Include a two-way table for two of the categorical variables and discuss any relevant proportions. Describe any possible relationship between the two variables.
Answer:**
• There is an association between absolute frequency table and relative frequency table. These are called bivariate associations.
• Summarize the linear relationship.
• We can calculate the correlation.
• It is used more widely, more sensitive to errors and discrepancies in data.
**3. Preform hypothesis test
- Using the appropriate statistical test, preform a hypothesis test comparing a mean to a fixed value. Make certain to properly state your null and alternative hypothesis. State your conclusion in the correct statistical language. Answer:**
t.test(data$total_goal_count)##
## One Sample t-test
##
## data: data$total_goal_count
## t = 34.342, df = 379, p-value < 2.2e-16
## alternative hypothesis: true mean is not equal to 0
## 95 percent confidence interval:
## 2.659534 2.982571
## sample estimates:
## mean of x
## 2.821053Null and alternative hypothesis are two mutually exclusive statements about a goal count and display the mean value.
**Null hypothesis (H0):Parameter (such as the mean, standard deviation, and so on) is equal to a hypothesized value, according to the null hypothesis. The null hypothesis is an argument that is often made based on prior analyses or advanced expertise. H0: μ = m0
**Alternative Hypothesis (H1): The alternative hypothesis states is smaller parameter, more, or different from the null hypothesis. The alternate hypothesis is what we expect or wish to prove to be right. H1: μ = m1
**Conclusion:
H0: μ = m0 and H1: μ = m1 are the hypotheses for this test and the P-value is the significance amount2.818533.
**(b) Using the appropriate statistical test, preform a hypothesis test comparing two means. Make certain to properly state your null and alternative hypothesis. State your conclusion in the correct statistical language.
Answer:
x <- data$total_goal_count
y <- data$total_goals_at_half_time
t.test(x,y)##
## Welch Two Sample t-test
##
## data: x and y
## t = 15.537, df = 685.83, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## 1.370221 1.766621
## sample estimates:
## mean of x mean of y
## 2.821053 1.252632Null hypothesis is H0, it has “no effect” and “no difference”. H0: μ1 – μ2 = 0, which is same as H0: μ1 = μ2 Alternative hypothesis. H1: μ1 – μ2 < 0, which is same as H1: μ1 < μ2 H1: μ1 – μ2 > 0, which is same as H1: μ1 > μ2 H1: μ1 – μ2 ≠ 0, which is same as H1: μ1 ≠ μ2
Conclusion: H0: μ1 – μ2 = 0 and H1: μ1 – μ2 > 0 are the hypotheses for this test. We reject H0 and accept H1 since the P-value is smaller significance amount 1.293436.
**Perform Regression
x <- data$total_goal_count
y <- data$total_goals_at_half_time
# Plot with main and axis titles
# Change point shape (pch = 19) and remove frame.
plot(x, y, main = "Scatter Plot",
xlab = "X axis", ylab = "Y axis",
pch = 19, frame = FALSE)
# Add regression line
plot(x, y, main = "Scatter Plot with Slope of Regression",
xlab = "X axis title", ylab = "Y axis title",
pch = 19, frame = FALSE)
abline(lm(y ~ x, data = data), col = "blue")
The scatter diagram plots two sets of numerical data, one on each axis, to see if there’s a correlation between them. The points will fall into a line or curve if the variables are associated.
When one of two variables are related to the other in some way, there is is a connection between them. The best way to start is with a scatter plot. A scatter plot (or scatter diagram) is a graph with a horizontal x-axis and a vertical y-axis that depicts paired (x,y) sample results. Each(x,y) pair is plotted separately as a single point.
** Hypothesis test on the correlation
x <- data$total_goal_count
y <- data$total_goals_at_half_time
t.test(x,y)##
## Welch Two Sample t-test
##
## data: x and y
## t = 15.537, df = 685.83, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## 1.370221 1.766621
## sample estimates:
## mean of x mean of y
## 2.821053 1.252632T =table(data$total_goal_count)
barplot(T)
M =table(data$total_goals_at_half_time, data$total_goal_count)
barplot(M)
- Introduce your data set including a reference to where it can be found. Describe all relevant variables that you will use in your analysis.
Answer:
I have downloaded the england-premier-league-matches-2018-to-2019-stats.csvfile using the link “https://footystats.org/download-stats-csv” and sorted data by five rows (date, referee, total goal_count, goals_at_half_time and stadium name.
In this file date column denotes the date of the match, goal_count column denotes the number of goal, goals_at_half_time column denotes the goal before half time, stadium column denotes where the match played and referee column indicate that who has played highest number of match.
Include all items requested above. Include graphs and text about each.
Answer:
All statistics data, graph and relationship I have explained above in details.
Write a brief conclusion highlighting the most interesting features of your data.
Answer:
This file contains the stadium and the number of goals stats. It contains more in-depth data. From the statistical analysis I can conclude the history of the stadium, the highest goal in which stadium and the top 5 referees. Most interesting part is from the data stats I can choose top 5 stadium for future league purpose and the importance of the stadium.