Project 0 - 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$total_goal_count)## [1] 1.601312summary(data$date_GMT, digits = 5)## Length Class Mode
## 380 character characterhist(data$total_goal_count)
boxplot(data$total_goal_count)
qqnorm(data$total_goal_count)
qqline(data$total_goal_count)
Are there any outliers? No
Is the distribution normal, symmetric, skewed, or some other shape? Normal
T = table(data$total_goal_count)
T##
## 0 1 2 3 4 5 6 7 8
## 22 55 99 84 65 32 16 5 2table(data$referee, data$date_GMT)##
## Apr 01 2019 - 7:00pm Apr 02 2019 - 6:45pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 1
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Apr 03 2019 - 6:45pm Apr 05 2019 - 7:00pm
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 1 0
## Jonathan Moss 1 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 1
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Apr 06 2019 - 2:00pm Apr 07 2019 - 1:05pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 1 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 1
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 1 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 1 0
##
## Apr 08 2019 - 7:00pm Apr 12 2019 - 7:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 1 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Apr 13 2019 - 11:30am Apr 13 2019 - 2:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 1
## Kevin Friend 0 1
## Lee Mason 1 0
## Lee Probert 0 1
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Apr 13 2019 - 4:30pm Apr 14 2019 - 1:05pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 1 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Apr 14 2019 - 3:30pm Apr 15 2019 - 7:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 1 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Apr 16 2019 - 6:45pm Apr 20 2019 - 11:30am
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Apr 20 2019 - 2:00pm Apr 20 2019 - 4:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 1 0
## David Coote 1 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 1 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 1 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Apr 21 2019 - 12:30pm Apr 21 2019 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 1
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 1 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Apr 22 2019 - 7:00pm Apr 23 2019 - 6:45pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 1 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Apr 24 2019 - 6:45pm Apr 24 2019 - 7:00pm
## Andre Marriner 0 1
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 1 0
##
## Apr 26 2019 - 7:00pm Apr 27 2019 - 11:30am
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 1 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Apr 27 2019 - 2:00pm Apr 27 2019 - 4:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 1 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 1 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 1 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 1 0
## Stuart Attwell 0 0
##
## Apr 28 2019 - 1:05pm Apr 28 2019 - 11:00am
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 0
## Paul Tierney 1 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Apr 28 2019 - 3:30pm Aug 10 2018 - 7:00pm
## Andre Marriner 0 1
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 1 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Aug 11 2018 - 11:30am Aug 11 2018 - 2:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 1
## Kevin Friend 0 1
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 1 0
## Michael Oliver 0 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Aug 11 2018 - 4:30pm Aug 12 2018 - 12:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 1 0
## David Coote 0 0
## Graham Scott 0 1
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Aug 12 2018 - 3:00pm Aug 18 2018 - 11:30am
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 1 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Aug 18 2018 - 2:00pm Aug 18 2018 - 4:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 1 0
## Lee Probert 0 0
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 1 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 1 0
##
## Aug 19 2018 - 12:30pm Aug 19 2018 - 3:00pm
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 1
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 1 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Aug 20 2018 - 7:00pm Aug 25 2018 - 11:30am
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 1
## Michael Oliver 1 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Aug 25 2018 - 2:00pm Aug 25 2018 - 4:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 1 0
## Jonathan Moss 1 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 1 0
## Martin Atkinson 0 0
## Michael Oliver 1 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Aug 26 2018 - 12:30pm Aug 26 2018 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 1
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 1
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Aug 27 2018 - 7:00pm Dec 01 2018 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 1 0
## David Coote 0 0
## Graham Scott 0 1
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 1
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 0
## Paul Tierney 0 1
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 1
##
## Dec 01 2018 - 5:30pm Dec 02 2018 - 12:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 1 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Dec 02 2018 - 2:05pm Dec 02 2018 - 4:15pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 1 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Dec 04 2018 - 7:45pm Dec 04 2018 - 8:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 1 0
## Jonathan Moss 0 0
## Kevin Friend 1 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 1
## Roger East 1 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Dec 05 2018 - 7:45pm Dec 05 2018 - 8:00pm
## Andre Marriner 0 1
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 1 0
## Graham Scott 0 0
## Jonathan Moss 1 0
## Kevin Friend 0 0
## Lee Mason 1 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 1 0
##
## Dec 08 2018 - 12:30pm Dec 08 2018 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 1
## Kevin Friend 0 0
## Lee Mason 1 0
## Lee Probert 0 1
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 1
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Dec 08 2018 - 5:30pm Dec 08 2018 - 7:45pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 1 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Dec 09 2018 - 4:00pm Dec 10 2018 - 8:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 1
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 1 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Dec 15 2018 - 12:30pm Dec 15 2018 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 1
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 1 0
## David Coote 0 0
## Graham Scott 0 1
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 1
## Stuart Attwell 0 0
##
## Dec 15 2018 - 5:30pm Dec 16 2018 - 1:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 1 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 1
##
## Dec 16 2018 - 4:00pm Dec 21 2018 - 8:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 1 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Dec 22 2018 - 12:30pm Dec 22 2018 - 3:00pm
## Andre Marriner 0 1
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 1 0
## Lee Mason 0 1
## Lee Probert 0 1
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 1
##
## Dec 22 2018 - 5:30pm Dec 23 2018 - 4:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 1 0
## Mike Dean 0 0
## Paul Tierney 0 1
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Dec 26 2018 - 12:30pm Dec 26 2018 - 3:00pm
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 1
## Jonathan Moss 0 1
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 1
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Dec 26 2018 - 5:15pm Dec 26 2018 - 7:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Dec 27 2018 - 7:45pm Dec 29 2018 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 1
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 1 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 1
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 1
## Simon Hooper 0 1
## Stuart Attwell 0 1
##
## Dec 29 2018 - 5:30pm Dec 30 2018 - 12:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 1 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Dec 30 2018 - 2:15pm Dec 30 2018 - 4:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 1 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 1
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 1 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Feb 02 2019 - 12:30pm Feb 02 2019 - 3:00pm
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 1
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 0
## Paul Tierney 0 1
## Roger East 0 0
## Simon Hooper 0 1
## Stuart Attwell 0 0
##
## Feb 02 2019 - 5:30pm Feb 03 2019 - 2:05pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 1 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Feb 03 2019 - 4:30pm Feb 04 2019 - 8:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 1
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 1 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Feb 06 2019 - 7:45pm Feb 09 2019 - 12:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 1 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 1
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Feb 09 2019 - 3:00pm Feb 09 2019 - 5:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 0 0
## Craig Pawson 1 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 1 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 1 0
## Martin Atkinson 1 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 1
##
## Feb 10 2019 - 1:30pm Feb 10 2019 - 4:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 1 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Feb 11 2019 - 8:00pm Feb 22 2019 - 7:45pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 1 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 1
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 1
## Stuart Attwell 0 0
##
## Feb 23 2019 - 12:30pm Feb 23 2019 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 1
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 1 0
## Paul Tierney 0 0
## Roger East 0 1
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Feb 23 2019 - 5:30pm Feb 24 2019 - 2:05pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 1
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Feb 26 2019 - 7:45pm Feb 26 2019 - 8:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 1 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 1 0
## Lee Mason 0 0
## Lee Probert 1 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Feb 27 2019 - 7:45pm Feb 27 2019 - 8:00pm
## Andre Marriner 0 1
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 1 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 1
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 1
##
## Jan 01 2019 - 12:30pm Jan 01 2019 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 1
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 1 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Jan 01 2019 - 5:30pm Jan 02 2019 - 7:45pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 1
## Kevin Friend 1 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 1
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Jan 02 2019 - 8:00pm Jan 03 2019 - 8:00pm
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 1 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Jan 12 2019 - 12:30pm Jan 12 2019 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 1 0
## Kevin Friend 0 1
## Lee Mason 0 1
## Lee Probert 0 0
## Martin Atkinson 0 1
## Michael Oliver 0 1
## Mike Dean 0 0
## Paul Tierney 0 1
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Jan 12 2019 - 5:30pm Jan 13 2019 - 2:15pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 1 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Jan 13 2019 - 4:30pm Jan 14 2019 - 8:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 1 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Jan 19 2019 - 12:30pm Jan 19 2019 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 1 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 1
## Jonathan Moss 0 1
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 0
## Paul Tierney 0 1
## Roger East 0 0
## Simon Hooper 0 1
## Stuart Attwell 0 1
##
## Jan 19 2019 - 5:30pm Jan 20 2019 - 1:30pm
## Andre Marriner 0 1
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Jan 20 2019 - 4:00pm Jan 29 2019 - 7:45pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 1 0
## David Coote 0 1
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 1
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 1
##
## Jan 29 2019 - 8:00pm Jan 30 2019 - 7:45pm
## Andre Marriner 0 1
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 1 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 1 0
## Roger East 0 1
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Jan 30 2019 - 8:00pm Mar 02 2019 - 12:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 1 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 1 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Mar 02 2019 - 3:00pm Mar 02 2019 - 5:30pm
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 1 0
## Lee Mason 0 0
## Lee Probert 1 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 1 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 1 0
##
## Mar 03 2019 - 12:00pm Mar 03 2019 - 2:05pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 1
## Jonathan Moss 1 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Mar 03 2019 - 4:15pm Mar 09 2019 - 12:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 1 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Mar 09 2019 - 3:00pm Mar 09 2019 - 5:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 1 0
## Graham Scott 1 0
## Jonathan Moss 0 0
## Kevin Friend 1 0
## Lee Mason 1 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 1
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Mar 10 2019 - 12:00pm Mar 10 2019 - 2:05pm
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Mar 10 2019 - 4:30pm Mar 16 2019 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 1 1
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Mar 17 2019 - 2:15pm Mar 17 2019 - 4:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 1 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Mar 30 2019 - 12:30pm Mar 30 2019 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 1 0
## Lee Mason 0 1
## Lee Probert 0 1
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 1
##
## Mar 30 2019 - 5:30pm Mar 31 2019 - 1:05pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 1 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Mar 31 2019 - 3:30pm May 03 2019 - 7:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 1 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## May 04 2019 - 11:30am May 04 2019 - 2:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 1 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 1
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 1
##
## May 04 2019 - 4:30pm May 04 2019 - 6:45pm
## Andre Marriner 0 1
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 1 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## May 05 2019 - 1:00pm May 05 2019 - 3:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 1 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 1 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## May 06 2019 - 7:00pm May 12 2019 - 2:00pm
## Andre Marriner 0 1
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 1
## Kevin Friend 0 1
## Lee Mason 0 0
## Lee Probert 0 1
## Martin Atkinson 0 1
## Michael Oliver 0 1
## Mike Dean 1 1
## Paul Tierney 0 0
## Roger East 0 1
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Nov 03 2018 - 12:30pm Nov 03 2018 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 1
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 1
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 1 0
## Roger East 0 1
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Nov 03 2018 - 5:30pm Nov 03 2018 - 7:45pm
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Nov 04 2018 - 3:00pm Nov 04 2018 - 4:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 1 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Nov 05 2018 - 8:00pm Nov 10 2018 - 12:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Nov 10 2018 - 3:00pm Nov 10 2018 - 5:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 1 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 1
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 1 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 1 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 1 0
## Stuart Attwell 0 0
##
## Nov 11 2018 - 12:00pm Nov 11 2018 - 2:15pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 1
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 1 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Nov 11 2018 - 4:30pm Nov 24 2018 - 3:00pm
## Andre Marriner 0 1
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 1
## Kevin Friend 0 0
## Lee Mason 0 1
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 0
## Paul Tierney 0 1
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 1 0
##
## Nov 24 2018 - 5:30pm Nov 25 2018 - 1:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 1 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Nov 25 2018 - 4:00pm Nov 26 2018 - 8:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 1 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Nov 30 2018 - 8:00pm Oct 01 2018 - 7:00pm
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Oct 05 2018 - 7:00pm Oct 06 2018 - 2:00pm
## Andre Marriner 0 1
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 1
## Kevin Friend 1 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Oct 06 2018 - 4:30pm Oct 07 2018 - 1:15pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Oct 07 2018 - 11:00am Oct 07 2018 - 3:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 1 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Oct 20 2018 - 11:30am Oct 20 2018 - 2:00pm
## Andre Marriner 0 1
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 1
## Kevin Friend 0 1
## Lee Mason 0 1
## Lee Probert 0 1
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 1 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Oct 20 2018 - 4:30pm Oct 21 2018 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 1 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Oct 22 2018 - 7:00pm Oct 27 2018 - 2:00pm
## Andre Marriner 0 1
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 1 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 1
##
## Oct 27 2018 - 4:30pm Oct 28 2018 - 1:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 1
## Michael Oliver 1 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Oct 28 2018 - 4:00pm Oct 29 2018 - 8:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 1 0
## Kevin Friend 0 1
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Sep 01 2018 - 11:30am Sep 01 2018 - 2:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 1
## Lee Probert 0 1
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 1 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 1
##
## Sep 01 2018 - 4:30pm Sep 02 2018 - 12:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 1 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Sep 02 2018 - 3:00pm Sep 15 2018 - 11:30am
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 1 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 1
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Sep 15 2018 - 2:00pm Sep 15 2018 - 4:30pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 1 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 1 0
## Kevin Friend 0 0
## Lee Mason 1 0
## Lee Probert 1 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 0 1
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 1 0
##
## Sep 16 2018 - 12:30pm Sep 16 2018 - 3:00pm
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Sep 17 2018 - 7:00pm Sep 22 2018 - 11:30am
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Sep 22 2018 - 2:00pm Sep 22 2018 - 4:30pm
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 1 0
## Chris Kavanagh 0 1
## Craig Pawson 0 0
## David Coote 1 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 1 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 1 0
## Mike Dean 0 0
## Paul Tierney 1 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Sep 23 2018 - 12:30pm Sep 23 2018 - 3:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 1
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 0 0
## Mike Dean 1 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0
##
## Sep 29 2018 - 11:30am Sep 29 2018 - 2:00pm
## Andre Marriner 0 0
## Andy Madley 0 0
## Anthony Taylor 0 1
## Chris Kavanagh 0 0
## Craig Pawson 0 1
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 1
## Lee Probert 0 0
## Martin Atkinson 0 0
## Michael Oliver 1 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 1
## Simon Hooper 0 1
## Stuart Attwell 0 1
##
## Sep 29 2018 - 4:30pm Sep 30 2018 - 3:00pm
## Andre Marriner 1 0
## Andy Madley 0 0
## Anthony Taylor 0 0
## Chris Kavanagh 0 0
## Craig Pawson 0 0
## David Coote 0 0
## Graham Scott 0 0
## Jonathan Moss 0 0
## Kevin Friend 0 0
## Lee Mason 0 0
## Lee Probert 0 0
## Martin Atkinson 0 1
## Michael Oliver 0 0
## Mike Dean 0 0
## Paul Tierney 0 0
## Roger East 0 0
## Simon Hooper 0 0
## Stuart Attwell 0 0Frequency & Relative Frequency
freq <- rbind(table(data$referee),table(data$date_GMT))## Warning in rbind(table(data$referee), table(data$date_GMT)): number of columns
## of result is not a multiple of vector length (arg 1)row.names(freq)<-c('Frequency','Relative Frequency')
freq## Apr 01 2019 - 7:00pm Apr 02 2019 - 6:45pm
## Frequency 27 2
## Relative Frequency 1 2
## Apr 03 2019 - 6:45pm Apr 05 2019 - 7:00pm
## Frequency 32 24
## Relative Frequency 3 1
## Apr 06 2019 - 2:00pm Apr 07 2019 - 1:05pm
## Frequency 26 11
## Relative Frequency 3 1
## Apr 08 2019 - 7:00pm Apr 12 2019 - 7:00pm
## Frequency 17 27
## Relative Frequency 1 1
## Apr 13 2019 - 11:30am Apr 13 2019 - 2:00pm
## Frequency 27 19
## Relative Frequency 1 4
## Apr 13 2019 - 4:30pm Apr 14 2019 - 1:05pm
## Frequency 18 29
## Relative Frequency 1 1
## Apr 14 2019 - 3:30pm Apr 15 2019 - 7:00pm
## Frequency 30 29
## Relative Frequency 1 1
## Apr 16 2019 - 6:45pm Apr 20 2019 - 11:30am
## Frequency 24 10
## Relative Frequency 1 1
## Apr 20 2019 - 2:00pm Apr 20 2019 - 4:30pm
## Frequency 8 20
## Relative Frequency 4 1
## Apr 21 2019 - 12:30pm Apr 21 2019 - 3:00pm
## Frequency 27 2
## Relative Frequency 1 2
## Apr 22 2019 - 7:00pm Apr 23 2019 - 6:45pm
## Frequency 32 24
## Relative Frequency 1 2
## Apr 24 2019 - 6:45pm Apr 24 2019 - 7:00pm
## Frequency 26 11
## Relative Frequency 1 1
## Apr 26 2019 - 7:00pm Apr 27 2019 - 11:30am
## Frequency 17 27
## Relative Frequency 1 1
## Apr 27 2019 - 2:00pm Apr 27 2019 - 4:30pm
## Frequency 27 19
## Relative Frequency 4 1
## Apr 28 2019 - 1:05pm Apr 28 2019 - 11:00am
## Frequency 18 29
## Relative Frequency 1 1
## Apr 28 2019 - 3:30pm Aug 10 2018 - 7:00pm
## Frequency 30 29
## Relative Frequency 1 1
## Aug 11 2018 - 11:30am Aug 11 2018 - 2:00pm
## Frequency 24 10
## Relative Frequency 1 4
## Aug 11 2018 - 4:30pm Aug 12 2018 - 12:30pm
## Frequency 8 20
## Relative Frequency 1 2
## Aug 12 2018 - 3:00pm Aug 18 2018 - 11:30am
## Frequency 27 2
## Relative Frequency 1 1
## Aug 18 2018 - 2:00pm Aug 18 2018 - 4:30pm
## Frequency 32 24
## Relative Frequency 4 1
## Aug 19 2018 - 12:30pm Aug 19 2018 - 3:00pm
## Frequency 26 11
## Relative Frequency 2 1
## Aug 20 2018 - 7:00pm Aug 25 2018 - 11:30am
## Frequency 17 27
## Relative Frequency 1 1
## Aug 25 2018 - 2:00pm Aug 25 2018 - 4:30pm
## Frequency 27 19
## Relative Frequency 4 1
## Aug 26 2018 - 12:30pm Aug 26 2018 - 3:00pm
## Frequency 18 29
## Relative Frequency 1 2
## Aug 27 2018 - 7:00pm Dec 01 2018 - 3:00pm
## Frequency 30 29
## Relative Frequency 1 5
## Dec 01 2018 - 5:30pm Dec 02 2018 - 12:00pm
## Frequency 24 10
## Relative Frequency 1 1
## Dec 02 2018 - 2:05pm Dec 02 2018 - 4:15pm
## Frequency 8 20
## Relative Frequency 1 1
## Dec 04 2018 - 7:45pm Dec 04 2018 - 8:00pm
## Frequency 27 2
## Relative Frequency 3 1
## Dec 05 2018 - 7:45pm Dec 05 2018 - 8:00pm
## Frequency 32 24
## Relative Frequency 4 2
## Dec 08 2018 - 12:30pm Dec 08 2018 - 3:00pm
## Frequency 26 11
## Relative Frequency 1 5
## Dec 08 2018 - 5:30pm Dec 08 2018 - 7:45pm
## Frequency 17 27
## Relative Frequency 1 1
## Dec 09 2018 - 4:00pm Dec 10 2018 - 8:00pm
## Frequency 27 19
## Relative Frequency 1 1
## Dec 15 2018 - 12:30pm Dec 15 2018 - 3:00pm
## Frequency 18 29
## Relative Frequency 1 5
## Dec 15 2018 - 5:30pm Dec 16 2018 - 1:30pm
## Frequency 30 29
## Relative Frequency 1 2
## Dec 16 2018 - 4:00pm Dec 21 2018 - 8:00pm
## Frequency 24 10
## Relative Frequency 1 1
## Dec 22 2018 - 12:30pm Dec 22 2018 - 3:00pm
## Frequency 8 20
## Relative Frequency 1 6
## Dec 22 2018 - 5:30pm Dec 23 2018 - 4:00pm
## Frequency 27 2
## Relative Frequency 1 1
## Dec 26 2018 - 12:30pm Dec 26 2018 - 3:00pm
## Frequency 32 24
## Relative Frequency 1 6
## Dec 26 2018 - 5:15pm Dec 26 2018 - 7:30pm
## Frequency 26 11
## Relative Frequency 1 1
## Dec 27 2018 - 7:45pm Dec 29 2018 - 3:00pm
## Frequency 17 27
## Relative Frequency 1 5
## Dec 29 2018 - 5:30pm Dec 30 2018 - 12:00pm
## Frequency 27 19
## Relative Frequency 1 1
## Dec 30 2018 - 2:15pm Dec 30 2018 - 4:30pm
## Frequency 18 29
## Relative Frequency 2 1
## Feb 02 2019 - 12:30pm Feb 02 2019 - 3:00pm
## Frequency 30 29
## Relative Frequency 1 5
## Feb 02 2019 - 5:30pm Feb 03 2019 - 2:05pm
## Frequency 24 10
## Relative Frequency 1 1
## Feb 03 2019 - 4:30pm Feb 04 2019 - 8:00pm
## Frequency 8 20
## Relative Frequency 1 1
## Feb 06 2019 - 7:45pm Feb 09 2019 - 12:30pm
## Frequency 27 2
## Relative Frequency 1 1
## Feb 09 2019 - 3:00pm Feb 09 2019 - 5:30pm
## Frequency 32 24
## Relative Frequency 5 1
## Feb 10 2019 - 1:30pm Feb 10 2019 - 4:00pm
## Frequency 26 11
## Relative Frequency 1 1
## Feb 11 2019 - 8:00pm Feb 22 2019 - 7:45pm
## Frequency 17 27
## Relative Frequency 1 2
## Feb 23 2019 - 12:30pm Feb 23 2019 - 3:00pm
## Frequency 27 19
## Relative Frequency 1 2
## Feb 23 2019 - 5:30pm Feb 24 2019 - 2:05pm
## Frequency 18 29
## Relative Frequency 1 2
## Feb 26 2019 - 7:45pm Feb 26 2019 - 8:00pm
## Frequency 30 29
## Relative Frequency 3 1
## Feb 27 2019 - 7:45pm Feb 27 2019 - 8:00pm
## Frequency 24 10
## Relative Frequency 2 4
## Jan 01 2019 - 12:30pm Jan 01 2019 - 3:00pm
## Frequency 8 20
## Relative Frequency 1 1
## Jan 01 2019 - 5:30pm Jan 02 2019 - 7:45pm
## Frequency 27 2
## Relative Frequency 1 4
## Jan 02 2019 - 8:00pm Jan 03 2019 - 8:00pm
## Frequency 32 24
## Relative Frequency 2 1
## Jan 12 2019 - 12:30pm Jan 12 2019 - 3:00pm
## Frequency 26 11
## Relative Frequency 1 5
## Jan 12 2019 - 5:30pm Jan 13 2019 - 2:15pm
## Frequency 17 27
## Relative Frequency 1 1
## Jan 13 2019 - 4:30pm Jan 14 2019 - 8:00pm
## Frequency 27 19
## Relative Frequency 1 1
## Jan 19 2019 - 12:30pm Jan 19 2019 - 3:00pm
## Frequency 18 29
## Relative Frequency 1 6
## Jan 19 2019 - 5:30pm Jan 20 2019 - 1:30pm
## Frequency 30 29
## Relative Frequency 1 1
## Jan 20 2019 - 4:00pm Jan 29 2019 - 7:45pm
## Frequency 24 10
## Relative Frequency 1 4
## Jan 29 2019 - 8:00pm Jan 30 2019 - 7:45pm
## Frequency 8 20
## Relative Frequency 2 2
## Jan 30 2019 - 8:00pm Mar 02 2019 - 12:30pm
## Frequency 27 2
## Relative Frequency 2 1
## Mar 02 2019 - 3:00pm Mar 02 2019 - 5:30pm
## Frequency 32 24
## Relative Frequency 5 1
## Mar 03 2019 - 12:00pm Mar 03 2019 - 2:05pm
## Frequency 26 11
## Relative Frequency 1 1
## Mar 03 2019 - 4:15pm Mar 09 2019 - 12:30pm
## Frequency 17 27
## Relative Frequency 1 1
## Mar 09 2019 - 3:00pm Mar 09 2019 - 5:30pm
## Frequency 27 19
## Relative Frequency 5 1
## Mar 10 2019 - 12:00pm Mar 10 2019 - 2:05pm
## Frequency 18 29
## Relative Frequency 1 1
## Mar 10 2019 - 4:30pm Mar 16 2019 - 3:00pm
## Frequency 30 29
## Relative Frequency 1 3
## Mar 17 2019 - 2:15pm Mar 17 2019 - 4:30pm
## Frequency 24 10
## Relative Frequency 1 1
## Mar 30 2019 - 12:30pm Mar 30 2019 - 3:00pm
## Frequency 8 20
## Relative Frequency 1 5
## Mar 30 2019 - 5:30pm Mar 31 2019 - 1:05pm
## Frequency 27 2
## Relative Frequency 1 1
## Mar 31 2019 - 3:30pm May 03 2019 - 7:00pm
## Frequency 32 24
## Relative Frequency 1 1
## May 04 2019 - 11:30am May 04 2019 - 2:00pm
## Frequency 26 11
## Relative Frequency 1 2
## May 04 2019 - 4:30pm May 04 2019 - 6:45pm
## Frequency 17 27
## Relative Frequency 1 1
## May 05 2019 - 1:00pm May 05 2019 - 3:30pm
## Frequency 27 19
## Relative Frequency 2 1
## May 06 2019 - 7:00pm May 12 2019 - 2:00pm
## Frequency 18 29
## Relative Frequency 1 10
## Nov 03 2018 - 12:30pm Nov 03 2018 - 3:00pm
## Frequency 30 29
## Relative Frequency 1 4
## Nov 03 2018 - 5:30pm Nov 03 2018 - 7:45pm
## Frequency 24 10
## Relative Frequency 1 1
## Nov 04 2018 - 3:00pm Nov 04 2018 - 4:00pm
## Frequency 8 20
## Relative Frequency 1 1
## Nov 05 2018 - 8:00pm Nov 10 2018 - 12:30pm
## Frequency 27 2
## Relative Frequency 1 1
## Nov 10 2018 - 3:00pm Nov 10 2018 - 5:30pm
## Frequency 32 24
## Relative Frequency 4 1
## Nov 11 2018 - 12:00pm Nov 11 2018 - 2:15pm
## Frequency 26 11
## Relative Frequency 1 1
## Nov 11 2018 - 4:30pm Nov 24 2018 - 3:00pm
## Frequency 17 27
## Relative Frequency 2 6
## Nov 24 2018 - 5:30pm Nov 25 2018 - 1:30pm
## Frequency 27 19
## Relative Frequency 1 1
## Nov 25 2018 - 4:00pm Nov 26 2018 - 8:30pm
## Frequency 18 29
## Relative Frequency 1 1
## Nov 30 2018 - 8:00pm Oct 01 2018 - 7:00pm
## Frequency 30 29
## Relative Frequency 1 1
## Oct 05 2018 - 7:00pm Oct 06 2018 - 2:00pm
## Frequency 24 10
## Relative Frequency 1 5
## Oct 06 2018 - 4:30pm Oct 07 2018 - 1:15pm
## Frequency 8 20
## Relative Frequency 1 1
## Oct 07 2018 - 11:00am Oct 07 2018 - 3:30pm
## Frequency 27 2
## Relative Frequency 1 1
## Oct 20 2018 - 11:30am Oct 20 2018 - 2:00pm
## Frequency 32 24
## Relative Frequency 1 6
## Oct 20 2018 - 4:30pm Oct 21 2018 - 3:00pm
## Frequency 26 11
## Relative Frequency 1 1
## Oct 22 2018 - 7:00pm Oct 27 2018 - 2:00pm
## Frequency 17 27
## Relative Frequency 1 5
## Oct 27 2018 - 4:30pm Oct 28 2018 - 1:30pm
## Frequency 27 19
## Relative Frequency 1 2
## Oct 28 2018 - 4:00pm Oct 29 2018 - 8:00pm
## Frequency 18 29
## Relative Frequency 1 1
## Sep 01 2018 - 11:30am Sep 01 2018 - 2:00pm
## Frequency 30 29
## Relative Frequency 1 5
## Sep 01 2018 - 4:30pm Sep 02 2018 - 12:30pm
## Frequency 24 10
## Relative Frequency 1 1
## Sep 02 2018 - 3:00pm Sep 15 2018 - 11:30am
## Frequency 8 20
## Relative Frequency 2 1
## Sep 15 2018 - 2:00pm Sep 15 2018 - 4:30pm
## Frequency 27 2
## Relative Frequency 5 1
## Sep 16 2018 - 12:30pm Sep 16 2018 - 3:00pm
## Frequency 32 24
## Relative Frequency 1 1
## Sep 17 2018 - 7:00pm Sep 22 2018 - 11:30am
## Frequency 26 11
## Relative Frequency 1 1
## Sep 22 2018 - 2:00pm Sep 22 2018 - 4:30pm
## Frequency 17 27
## Relative Frequency 6 1
## Sep 23 2018 - 12:30pm Sep 23 2018 - 3:00pm
## Frequency 27 19
## Relative Frequency 1 1
## Sep 29 2018 - 11:30am Sep 29 2018 - 2:00pm
## Frequency 18 29
## Relative Frequency 1 6
## Sep 29 2018 - 4:30pm Sep 30 2018 - 3:00pm
## Frequency 30 29
## Relative Frequency 1 1**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.
- 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 four rows (date, goal_count, goals_at_half_time and stadium).
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 and stadium column denotes where the match played.
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 and the highest goal in which stadium. Most interesting part is from the datastats I can choose top 5 stadium for future league purpose and the importance of the stadium.