├── LICENSE ├── README.md └── notebook ├── BetSentiment_SportsBetting_CustomLossFunction.ipynb └── extract-betsentiment-com.csv /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2019 Charles Malafosse 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Machine Learning for Sports Betting with Neural Network and custom loss function. 2 | We present a way to incorporate bets' potential profit into a neural network classifier model using a custom loss function. We believe this to be extremely useful for anyone looking to use machine learning to create a betting system. This is what I did on BetSentiment.com. 3 | 4 | ## Support me on Medium 5 | Become a member on Medium and support my work (affiliate link): https://medium.com/@charlesmalafosse/membership 6 | 7 | ## Data. 8 | For our data we take a list of 200 games from the English Premier League, season 2018–2019, August to December 2018. It contains descriptive game data such as team names, bookmaker odds from BetFair, and our BetSentiment sentiment score (representing the percentage of positive tweets over the positive and negative tweets - 30 millions tweets analyzed so far!). 9 | 10 | ## Custom loss function 11 | We set up our custom loss function with Keras on top of TensorFlow. 12 | 13 | For more info please check our article on medium 14 | https://medium.com/@media_73863/machine-learning-for-sports-betting-not-a-basic-classification-problem-b42ae4900782 15 | 16 | And check https://betsentiment.com/ for Fan Sentiment Analysis and Machine Learning applied to sports betting. 17 | -------------------------------------------------------------------------------- /notebook/BetSentiment_SportsBetting_CustomLossFunction.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "nbformat": 4, 3 | "nbformat_minor": 0, 4 | "metadata": { 5 | "colab": { 6 | "name": "BetSentiment-SportsBetting-CustomLossFunction.ipynb", 7 | "version": "0.3.2", 8 | "provenance": [], 9 | "collapsed_sections": [], 10 | "toc_visible": true 11 | }, 12 | "kernelspec": { 13 | "display_name": "Python 3", 14 | "language": "python", 15 | "name": "python3" 16 | } 17 | }, 18 | "cells": [ 19 | { 20 | "metadata": { 21 | "id": "pbDhbSwnDth-", 22 | "colab_type": "text" 23 | }, 24 | "cell_type": "markdown", 25 | "source": [ 26 | "# Notebook for training a Keras Neural Network on Betting Data\n", 27 | "This notebook will contain the code for training a neural network with keras on the betting data using a custom loss function. The details of the features in the data are in the info.pdf file in the same repo. " 28 | ] 29 | }, 30 | { 31 | "metadata": { 32 | "id": "xSVJACHlDtiB", 33 | "colab_type": "code", 34 | "colab": {} 35 | }, 36 | "cell_type": "code", 37 | "source": [ 38 | "from keras.layers import BatchNormalization, Dense, Input, Dropout\n", 39 | "from keras.models import Model\n", 40 | "from keras import backend as K\n", 41 | "import pandas as pd\n", 42 | "import numpy as np\n", 43 | "from sklearn.model_selection import train_test_split\n", 44 | "from keras.callbacks import EarlyStopping, ModelCheckpoint\n", 45 | "import matplotlib.pyplot as plt" 46 | ], 47 | "execution_count": 0, 48 | "outputs": [] 49 | }, 50 | { 51 | "metadata": { 52 | "id": "rlWvA3BeDtiG", 53 | "colab_type": "text" 54 | }, 55 | "cell_type": "markdown", 56 | "source": [ 57 | "The data should be in the same directory as shown here" 58 | ] 59 | }, 60 | { 61 | "metadata": { 62 | "id": "L7SSgE7SDtiG", 63 | "colab_type": "code", 64 | "outputId": "c173f53e-74fb-42c6-b32d-f7aab83e5506", 65 | "colab": { 66 | "base_uri": "https://localhost:8080/", 67 | "height": 34 68 | } 69 | }, 70 | "cell_type": "code", 71 | "source": [ 72 | "!ls" 73 | ], 74 | "execution_count": 0, 75 | "outputs": [ 76 | { 77 | "output_type": "stream", 78 | "text": [ 79 | "extract-betsentiment-com.csv sample_data\n" 80 | ], 81 | "name": "stdout" 82 | } 83 | ] 84 | }, 85 | { 86 | "metadata": { 87 | "id": "xbL539JLDtiM", 88 | "colab_type": "code", 89 | "colab": {} 90 | }, 91 | "cell_type": "code", 92 | "source": [ 93 | "def get_data():\n", 94 | " data = pd.read_csv('extract-betsentiment-com.csv')\n", 95 | " X = data.values[:, 5:-5]\n", 96 | " y = data.values[:, -1]\n", 97 | " y_full = np.zeros((X.shape[0], 8))\n", 98 | " for i, y_i in enumerate(y):\n", 99 | " if y_i == 1:\n", 100 | " y_full[i, 0] = 1.0\n", 101 | " y_full[i, 1] = 1.0\n", 102 | " if y_i == 2:\n", 103 | " y_full[i, 2] = 1.0\n", 104 | " y_full[i, 3] = 1.0\n", 105 | " if y_i == 3:\n", 106 | " y_full[i, 1] = 1.0\n", 107 | " y_full[i, 3] = 1.0\n", 108 | " y_full[i, 4] = 1.0\n", 109 | " y_full[i, 6] = X[i, 1]\n", 110 | " y_full[i, 7] = X[i, 2]\n", 111 | " return X, y_full, y\n", 112 | "X, y, outcome = get_data()\n", 113 | "\n", 114 | "\n", 115 | "# SPLIT THE DATA IN TRAIN AND TEST DATASET.\n", 116 | "train_x, test_x, train_y, test_y, = train_test_split(X, y)\n", 117 | "\n" 118 | ], 119 | "execution_count": 0, 120 | "outputs": [] 121 | }, 122 | { 123 | "metadata": { 124 | "id": "7SW99rf6EOo2", 125 | "colab_type": "text" 126 | }, 127 | "cell_type": "markdown", 128 | "source": [ 129 | "The above code gives the X and y for the odds loss." 130 | ] 131 | }, 132 | { 133 | "metadata": { 134 | "colab_type": "code", 135 | "outputId": "68808690-1697-4a18-e6d7-d586f611d391", 136 | "id": "JzU54QaPQcPY", 137 | "colab": { 138 | "base_uri": "https://localhost:8080/", 139 | "height": 34 140 | } 141 | }, 142 | "cell_type": "code", 143 | "source": [ 144 | "def odds_loss(y_true, y_pred):\n", 145 | " \"\"\"\n", 146 | " The function implements the custom loss function mentioned in info.pdf\n", 147 | " \n", 148 | " Inputs\n", 149 | " true : a vector of dimension batch_size, 7. A label encoded version of the output and the backp1_a and backp1_b\n", 150 | " pred : a vector of probabilities of dimension batch_size , 5.\n", 151 | " \n", 152 | " Returns \n", 153 | " the loss value\n", 154 | " \"\"\"\n", 155 | " win_home_team = y_true[:, 0:1]\n", 156 | " win_home_or_draw = y_true[:, 1:2]\n", 157 | " win_away = y_true[:, 2:3]\n", 158 | " win_away_or_draw = y_true[:, 3:4]\n", 159 | " draw = y_true[:, 4:5]\n", 160 | " no_bet = y_true[:, 5:6]\n", 161 | " odds_a = y_true[:, 6:7]\n", 162 | " odds_b = y_true[:, 7:8]\n", 163 | " gain_loss_vector = K.concatenate([win_home_team * (odds_a - 1) + (1 - win_home_team) * -1,\n", 164 | " win_home_or_draw * (1/(1 -1/odds_b) - 1) + (1 - win_home_or_draw) * -1,\n", 165 | " win_away * (odds_b - 1) + (1 - win_away) * -1,\n", 166 | " win_away_or_draw * (1/(1 -1/odds_a) - 1) + (1 - win_away_or_draw) * -1,\n", 167 | " draw * (1/(1 - 1/odds_a - 1/odds_b) - 1) + (1 - draw) * -1,\n", 168 | " K.zeros_like(odds_a)], axis=1)\n", 169 | " return -1 * K.mean(K.sum(gain_loss_vector * y_pred, axis=1))\n", 170 | " \n", 171 | "\n", 172 | "\n", 173 | "true = K.variable(np.array([[1, 1, 0, 0, 0, 0, 2.0, 3.0]]), dtype='float32')\n", 174 | "pred = K.variable(np.array([[0.6, 0.1, 0.2, 0.05, 0.05, 0.0]]), dtype='float32')\n", 175 | "\n", 176 | "K.eval(odds_loss(true, pred))" 177 | ], 178 | "execution_count": 0, 179 | "outputs": [ 180 | { 181 | "output_type": "execute_result", 182 | "data": { 183 | "text/plain": [ 184 | "-0.35000002" 185 | ] 186 | }, 187 | "metadata": { 188 | "tags": [] 189 | }, 190 | "execution_count": 29 191 | } 192 | ] 193 | }, 194 | { 195 | "metadata": { 196 | "id": "5p5E84thFlZG", 197 | "colab_type": "text" 198 | }, 199 | "cell_type": "markdown", 200 | "source": [ 201 | "The above is the odds loss described in our medium article. It measures the profit or loss average over the input for a unit stake." 202 | ] 203 | }, 204 | { 205 | "metadata": { 206 | "id": "eMFrES1dDtiU", 207 | "colab_type": "code", 208 | "outputId": "2de4d483-a9bd-4e2d-ff5b-e834a7a5431a", 209 | "colab": { 210 | "base_uri": "https://localhost:8080/", 211 | "height": 229 212 | } 213 | }, 214 | "cell_type": "code", 215 | "source": [ 216 | "def get_model(input_dim, output_dim, base=1000, multiplier=0.25, p=0.2):\n", 217 | " inputs = Input(shape=(input_dim,))\n", 218 | " l = BatchNormalization()(inputs)\n", 219 | " l = Dropout(p)(l)\n", 220 | " n = base\n", 221 | " l = Dense(n, activation='relu')(l)\n", 222 | " l = BatchNormalization()(l)\n", 223 | " l = Dropout(p)(l)\n", 224 | " n = int(n * multiplier)\n", 225 | " l = Dense(n, activation='relu')(l)\n", 226 | " l = BatchNormalization()(l)\n", 227 | " l = Dropout(p)(l)\n", 228 | " n = int(n * multiplier)\n", 229 | " l = Dense(n, activation='relu')(l)\n", 230 | " outputs = Dense(output_dim, activation='softmax')(l)\n", 231 | " model = Model(inputs=inputs, outputs=outputs)\n", 232 | " model.compile(optimizer='Nadam', loss=odds_loss)\n", 233 | " return model\n", 234 | "\n", 235 | "model = get_model(21, 6, 1000, 0.9, 0.7)\n", 236 | "history = model.fit(train_x, train_y, validation_data=(test_x, test_y),\n", 237 | " epochs=200, batch_size=5, callbacks=[EarlyStopping(patience=25),\n", 238 | " ModelCheckpoint('odds_loss.hdf5',\n", 239 | " save_best_only=True)])" 240 | ], 241 | "execution_count": 0, 242 | "outputs": [ 243 | { 244 | "output_type": "error", 245 | "ename": "NameError", 246 | "evalue": "ignored", 247 | "traceback": [ 248 | "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", 249 | "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", 250 | "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m21\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m6\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1000\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.9\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.7\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 21\u001b[0;31m history = model.fit(train_x, train_y, validation_data=(test_x, test_y),metrics=[keras.metrics.categorical_accuracy],\n\u001b[0m\u001b[1;32m 22\u001b[0m epochs=200, batch_size=5, callbacks=[EarlyStopping(patience=25),\n\u001b[1;32m 23\u001b[0m ModelCheckpoint('odds_loss.hdf5',\n", 251 | "\u001b[0;31mNameError\u001b[0m: name 'keras' is not defined" 252 | ] 253 | } 254 | ] 255 | }, 256 | { 257 | "metadata": { 258 | "id": "u8tlEYflGaDW", 259 | "colab_type": "text" 260 | }, 261 | "cell_type": "markdown", 262 | "source": [ 263 | " The loss is the P/L value averaged over all the events. \n" 264 | ] 265 | }, 266 | { 267 | "metadata": { 268 | "id": "lGjXgqAODtiX", 269 | "colab_type": "code", 270 | "outputId": "d938113b-d9f8-434c-976a-b9520c16368d", 271 | "colab": { 272 | "base_uri": "https://localhost:8080/", 273 | "height": 85 274 | } 275 | }, 276 | "cell_type": "code", 277 | "source": [ 278 | "print('Training Loss : {}\\nValidation Loss : {}'.format(model.evaluate(train_x, train_y), model.evaluate(test_x, test_y)))" 279 | ], 280 | "execution_count": 0, 281 | "outputs": [ 282 | { 283 | "output_type": "stream", 284 | "text": [ 285 | "150/150 [==============================] - 0s 271us/step\n", 286 | "50/50 [==============================] - 0s 318us/step\n", 287 | "Training Loss : -0.05027060141166051\n", 288 | "Validation Loss : -0.08301501810550689\n" 289 | ], 290 | "name": "stdout" 291 | } 292 | ] 293 | }, 294 | { 295 | "metadata": { 296 | "id": "zhVtww38GTV3", 297 | "colab_type": "code", 298 | "colab": {} 299 | }, 300 | "cell_type": "code", 301 | "source": [ 302 | "" 303 | ], 304 | "execution_count": 0, 305 | "outputs": [] 306 | } 307 | ] 308 | } -------------------------------------------------------------------------------- /notebook/extract-betsentiment-com.csv: -------------------------------------------------------------------------------- 1 | event_id,open_date,event_name,home,away,total_matched,backp1_a,backp1_b,sentiment_score_st_a,sentiment_score_st_b,sentiment_score_lt_a,sentiment_score_lt_b,volume_st_a,volume_st_b,volume_lt_a,volume_lt_b,wgted_players_sentiment_a,wgted_players_sentiment_b,wgted_players_sentiment_st_a,wgted_players_sentiment_st_b,volume_players_a,volume_players_b,volume_players_st_a,volume_players_st_b,volume_players_st_previous_a,volume_players_st_previous_b,date_data,date_sentiment_a,date_sentiment_b,date_odds,final_result 2 | 29055093,"2018-12-30 16:30:00","Man Utd v Bournemouth","Man Utd",Bournemouth,197640.81,1.37,9.6,80,64,57,75,79748,3708,855036,24879,64,84,78,73,223526,4333,40274,261,40241,422,2018-12-29,"2018-12-29 00:00:00","2018-12-29 00:00:00","2019-01-05 23:56:38",1 3 | 29055091,"2018-12-30 14:15:00","Burnley v West Ham",Burnley,"West Ham",108838.05,3.75,2.14,50,81,53,80,3785,12058,25082,53408,79,78,71,86,788,25157,86,7164,120,6720,2018-12-29,"2018-12-29 00:00:00","2018-12-29 00:00:00","2019-01-05 23:56:38",1 4 | 29055092,"2018-12-30 14:15:00","Southampton v Man City",Southampton,"Man City",172681.13,11.5,1.31,52,46,66,60,6062,26421,56296,160422,71,59,71,60,9588,91470,725,7336,705,7679,2018-12-29,"2018-12-29 00:00:00","2018-12-29 00:00:00","2019-01-05 23:56:38",2 5 | 29055090,"2018-12-30 12:00:00","C Palace v Chelsea","Crystal Palace",Chelsea,134482.18,5.7,1.69,65,55,66,53,4315,37328,47852,277726,82,78,73,81,11764,75585,664,13719,1301,13614,2018-12-29,"2018-12-29 00:00:00","2018-12-29 00:00:00","2019-01-05 23:56:38",2 6 | 29054915,"2018-12-29 17:30:00","Liverpool v Arsenal",Liverpool,Arsenal,408869.81,1.47,7.8,80,46,74,64,71767,45394,551133,417375,84,75,68,70,272622,183267,45015,18880,40964,17942,2018-12-28,"2018-12-28 00:00:00","2018-12-28 00:00:00","2019-01-04 23:56:38",1 7 | 29055087,"2018-12-29 15:00:00","Brighton v Everton",Brighton,Everton,52815.63,3.45,2.34,69,74,68,61,4090,10247,26428,101153,81,71,78,82,7504,25691,1324,3900,1409,4163,2018-12-28,"2018-12-28 00:00:00","2018-12-28 00:00:00","2019-01-04 23:56:38",1 8 | 29055088,"2018-12-29 15:00:00","Fulham v Huddersfield",Fulham,Huddersfield,84428.98,2.1,4.1,70,65,61,58,4140,5230,27478,29438,77,70,74,71,3299,5527,445,3230,467,1547,2018-12-28,"2018-12-28 00:00:00","2018-12-28 00:00:00","2019-01-04 23:56:38",1 9 | 29055086,"2018-12-29 15:00:00","Leicester v Cardiff","Leicester City",Cardiff,54879.81,1.55,7.6,81,75,67,77,8561,1919,44564,20414,83,89,83,80,12382,3991,3116,455,3063,369,2018-12-28,"2018-12-28 00:00:00","2018-12-28 00:00:00","2019-01-04 23:56:38",2 10 | 29055084,"2018-12-29 15:00:00","Tottenham v Wolves",Tottenham,Wolves,231830.89,1.43,9.6,74,64,69,72,29207,5079,285240,46580,75,77,79,75,84950,10171,9417,611,9489,859,2018-12-28,"2018-12-28 00:00:00","2018-12-28 00:00:00","2019-01-04 23:56:38",2 11 | 29055085,"2018-12-29 15:00:00","Watford v Newcastle",Watford,Newcastle,77525.66,1.81,5.2,70,41,70,49,3113,13992,24169,82323,90,72,78,74,12843,7218,1132,476,1736,466,2018-12-28,"2018-12-28 00:00:00","2018-12-28 00:00:00","2019-01-04 23:56:38",3 12 | 29049097,"2018-12-27 19:45:00","Southampton v West Ham",Southampton,"West Ham",24962.27,2.28,3.4,83,76,60,79,2666,2036,38225,30375,70,74,81,80,9482,19096,823,1456,1369,1834,2018-12-26,"2018-12-26 00:00:00","2018-12-26 00:00:00","2019-01-02 23:56:38",2 13 | 29049094,"2018-12-26 19:30:00","Watford v Chelsea",Watford,Chelsea,54166,5.1,1.76,78,54,68,53,1253,12486,16406,197960,90,75,87,65,12165,68904,3700,6599,4051,7195,2018-12-25,"2018-12-25 00:00:00","2018-12-25 00:00:00","2019-01-01 23:56:39",2 14 | 29049093,"2018-12-26 17:15:00","Brighton v Arsenal",Brighton,Arsenal,61233.26,5.4,1.75,69,76,69,72,1137,15315,18495,299262,82,77,81,82,6776,179297,776,28060,644,27869,2018-12-25,"2018-12-25 00:00:00","2018-12-25 00:00:00","2019-01-01 23:56:39",3 15 | 29049092,"2018-12-26 15:00:00","Burnley v Everton",Burnley,Everton,46179.03,4.4,1.99,67,44,60,59,1189,15414,17578,79160,78,69,80,62,990,24554,128,5041,89,4747,2018-12-25,"2018-12-25 00:00:00","2018-12-25 00:00:00","2019-01-01 23:56:39",2 16 | 29049084,"2018-12-26 15:00:00","C Palace v Cardiff","Crystal Palace",Cardiff,60505.8,1.66,6,79,75,58,81,5074,574,27074,12730,82,88,83,80,11541,3682,7184,329,6583,321,2018-12-25,"2018-12-25 00:00:00","2018-12-25 00:00:00","2019-01-01 23:56:39",3 17 | 29049090,"2018-12-26 15:00:00","Leicester v Man City","Leicester City","Man City",77838.87,9.8,1.37,76,66,71,65,2295,6764,23615,99199,79,61,83,72,11100,91521,2937,8409,2785,7509,2018-12-25,"2018-12-25 00:00:00","2018-12-25 00:00:00","2019-01-01 23:56:39",1 18 | 29048166,"2018-12-26 15:00:00","Liverpool v Newcastle",Liverpool,Newcastle,94454.31,1.17,20,84,58,71,52,24240,3932,338056,60948,87,73,89,82,251652,7375,35881,461,37944,630,2018-12-25,"2018-12-25 00:00:00","2018-12-25 00:00:00","2019-01-01 23:56:39",1 19 | 29049088,"2018-12-26 15:00:00","Man Utd v Huddersfield","Man Utd",Huddersfield,212720.65,1.24,16.5,80,71,48,65,38325,1160,391803,23412,62,78,85,79,206290,3257,30662,399,29315,206,2018-12-25,"2018-12-25 00:00:00","2018-12-25 00:00:00","2019-01-01 23:56:39",1 20 | 29049086,"2018-12-26 15:00:00","Tottenham v Bournemouth",Tottenham,Bournemouth,76949.82,1.37,9.8,77,80,70,77,32884,942,194535,19360,75,85,81,82,81437,4541,11468,627,10256,540,2018-12-25,"2018-12-25 00:00:00","2018-12-25 00:00:00","2019-01-01 23:56:39",1 21 | 29049083,"2018-12-26 12:30:00","Fulham v Wolves",Fulham,Wolves,49407.59,3.25,2.42,77,79,65,67,1530,2005,17303,32773,77,78,80,82,3233,10143,504,746,455,902,2018-12-25,"2018-12-25 00:00:00","2018-12-25 00:00:00","2019-01-01 23:56:39",3 22 | 29044018,"2018-12-23 16:00:00","Everton v Tottenham",Everton,Tottenham,73024.14,3.25,2.32,68,69,66,69,4464,13610,75677,197491,73,75,76,71,24706,76842,1485,15333,1163,16379,2018-12-22,"2018-12-22 00:00:00","2018-12-22 00:00:00","2018-12-29 23:56:39",2 23 | 29044020,"2018-12-22 17:30:00","Cardiff v Man Utd",Cardiff,"Man Utd",100778.4,6.4,1.62,71,71,80,46,830,46383,14385,447440,87,58,70,52,3556,188813,137,32608,140,34175,2018-12-21,"2018-12-21 00:00:00","2018-12-21 00:00:00","2018-12-28 23:56:39",2 24 | 29044025,"2018-12-22 15:00:00","Bournemouth v Brighton",Bournemouth,Brighton,39507.04,1.95,4.4,72,69,77,67,806,715,20889,21136,83,80,72,71,4663,6670,542,548,517,672,2018-12-21,"2018-12-21 00:00:00","2018-12-21 00:00:00","2018-12-28 23:56:39",1 25 | 29044027,"2018-12-22 15:00:00","Chelsea v Leicester",Chelsea,"Leicester City",43981.88,1.35,11,73,70,54,69,17725,1631,238522,27299,76,75,79,71,73745,10202,7703,1422,7288,1280,2018-12-21,"2018-12-21 00:00:00","2018-12-21 00:00:00","2018-12-28 23:56:39",2 26 | 29044021,"2018-12-22 15:00:00","Huddersfield v Southampton",Huddersfield,Southampton,63490.71,3.1,2.68,73,73,66,53,737,1658,24337,44840,78,63,69,72,2980,9528,253,390,270,628,2018-12-21,"2018-12-21 00:00:00","2018-12-21 00:00:00","2018-12-28 23:56:39",2 27 | 29044023,"2018-12-22 15:00:00","Man City v C Palace","Man City","Crystal Palace",123776.47,1.14,24,69,69,65,57,5984,1161,113401,28039,61,77,72,71,90499,4932,9259,230,9301,236,2018-12-21,"2018-12-21 00:00:00","2018-12-21 00:00:00","2018-12-28 23:56:39",2 28 | 29044024,"2018-12-22 15:00:00","Newcastle v Fulham",Newcastle,Fulham,38763.87,2.04,3.95,78,73,57,69,3289,1067,65042,21575,73,78,65,73,7048,3204,1421,298,1258,303,2018-12-21,"2018-12-21 00:00:00","2018-12-21 00:00:00","2018-12-28 23:56:39",3 29 | 29044022,"2018-12-22 15:00:00","West Ham v Watford","West Ham",Watford,37096.79,2.38,3.2,73,70,76,67,2354,737,38137,20023,71,89,71,76,18895,8962,1329,1224,1585,882,2018-12-21,"2018-12-21 00:00:00","2018-12-21 00:00:00","2018-12-28 23:56:39",1 30 | 29044028,"2018-12-22 12:30:00","Arsenal v Burnley",Arsenal,Burnley,95715.32,1.25,15.5,48,70,71,62,16399,624,316917,18051,76,78,59,70,161152,794,13536,95,12150,95,2018-12-21,"2018-12-21 00:00:00","2018-12-21 00:00:00","2018-12-28 23:56:39",1 31 | 29044030,"2018-12-21 20:00:00","Wolves v Liverpool",Wolves,Liverpool,321384.06,7.2,1.53,71,81,67,70,1648,16265,34760,358586,76,86,66,91,9800,231377,1310,32468,1324,40721,2018-12-20,"2018-12-20 00:00:00","2018-12-20 00:00:00","2018-12-27 23:56:39",2 32 | 29027114,"2018-12-16 16:00:00","Liverpool v Man Utd",Liverpool,"Man Utd",753060.76,1.6,6.6,76,41,69,45,36744,61440,382219,465021,86,62,87,55,222699,157427,39560,20491,48663,13646,2018-12-15,"2018-12-15 00:00:00","2018-12-15 00:00:00","2018-12-21 23:56:40",1 33 | 29027113,"2018-12-16 13:30:00","Brighton v Chelsea",Brighton,Chelsea,1052824.62,9,1.47,67,50,69,54,1205,19670,23691,244139,81,78,70,77,6643,82142,442,6758,330,7145,2018-12-15,"2018-12-15 00:00:00","2018-12-15 00:00:00","2018-12-21 23:56:40",2 34 | 29027116,"2018-12-16 13:30:00","Southampton v Arsenal",Southampton,Arsenal,1821416.58,4.4,1.84,68,79,53,73,2118,28307,47667,331167,61,80,70,84,8400,150151,274,14400,243,13847,2018-12-15,"2018-12-15 00:00:00","2018-12-15 00:00:00","2018-12-21 23:56:40",1 35 | 29027111,"2018-12-15 17:30:00","Fulham v West Ham",Fulham,"West Ham",9331.82,2.94,2.54,56,75,70,74,2162,3442,29965,41395,77,62,72,68,3175,21739,336,1584,333,1738,2018-12-14,"2018-12-14 00:00:00","2018-12-14 00:00:00","2018-12-20 23:56:40",2 36 | 29027105,"2018-12-15 15:00:00","C Palace v Leicester","Crystal Palace","Leicester City",12198.59,2.7,2.98,65,76,58,71,2057,2394,30479,30709,77,73,73,72,5102,10521,244,579,273,627,2018-12-14,"2018-12-14 00:00:00","2018-12-14 00:00:00","2018-12-20 23:56:40",1 37 | 29027106,"2018-12-15 15:00:00","Huddersfield v Newcastle",Huddersfield,Newcastle,5732.44,2.52,3.3,75,58,70,54,6921,6983,28804,70846,75,68,71,72,2717,3880,280,313,264,617,2018-12-14,"2018-12-14 00:00:00","2018-12-14 00:00:00","2018-12-20 23:56:40",2 38 | 29027108,"2018-12-15 15:00:00","Tottenham v Burnley",Tottenham,Burnley,21167.09,1.2,17,75,71,69,59,52298,1335,209879,19993,76,73,83,70,61153,961,12768,179,13249,229,2018-12-14,"2018-12-14 00:00:00","2018-12-14 00:00:00","2018-12-20 23:56:40",1 39 | 29027109,"2018-12-15 15:00:00","Watford v Cardiff",Watford,Cardiff,3328.23,1.67,5.9,72,67,69,79,2157,1000,22076,15384,88,85,76,74,7398,3630,720,402,1190,430,2018-12-14,"2018-12-14 00:00:00","2018-12-14 00:00:00","2018-12-20 23:56:40",1 40 | 29027110,"2018-12-15 15:00:00","Wolves v Bournemouth",Wolves,Bournemouth,6056.04,2.04,4,76,75,67,80,2831,1677,36215,23668,72,91,70,71,8470,8903,805,301,964,242,2018-12-14,"2018-12-14 00:00:00","2018-12-14 00:00:00","2018-12-20 23:56:40",1 41 | 29027104,"2018-12-15 12:30:00","Man City v Everton","Man City",Everton,15639.9,1.22,13.5,73,75,66,68,17340,6921,129674,84705,60,74,51,76,85881,26442,16626,1822,21721,3767,2018-12-14,"2018-12-14 00:00:00","2018-12-14 00:00:00","2018-12-20 23:56:40",1 42 | 29027097,"2018-12-10 20:00:00","Everton v Watford",Everton,Watford,47828.91,1.81,5,70,65,70,71,6828,1502,85875,19720,77,92,76,90,25314,7452,1707,3516,2777,2805,2018-12-09,"2018-12-09 00:00:00","2018-12-09 00:00:00","2018-12-16 17:11:40",3 43 | 29024762,"2018-12-09 16:00:00","Newcastle v Wolves",Newcastle,Wolves,49413.74,2.98,2.76,58,81,62,68,12554,8581,65921,32952,84,70,76,73,4623,7638,636,3174,514,3523,2018-12-08,"2018-12-08 00:00:00","2018-12-08 00:00:00","2018-12-15 23:56:33",2 44 | 29024760,"2018-12-08 19:45:00","Leicester v Tottenham","Leicester City",Tottenham,93171.16,3.95,2.04,63,64,80,66,4468,18408,36051,166328,74,75,71,67,11668,53142,1077,5385,1104,6201,2018-12-07,"2018-12-07 00:00:00","2018-12-07 00:00:00","2018-12-14 23:59:44",2 45 | 29024749,"2018-12-08 17:30:00","Chelsea v Man City",Chelsea,"Man City",241521.44,4,1.99,41,65,55,65,38092,17932,203871,146520,74,70,63,71,69820,85871,8094,8823,9080,9091,2018-12-07,"2018-12-07 00:00:00","2018-12-07 00:00:00","2018-12-14 23:59:44",1 46 | 29024746,"2018-12-08 15:00:00","Arsenal v Huddersfield",Arsenal,Huddersfield,258623.92,1.28,12.5,63,64,71,69,67246,3910,322541,22477,78,72,72,69,156276,3822,31896,406,33753,385,2018-12-07,"2018-12-07 00:00:00","2018-12-07 00:00:00","2018-12-14 23:59:44",1 47 | 29024744,"2018-12-08 15:00:00","Burnley v Brighton",Burnley,Brighton,55768.73,2.92,2.86,63,67,59,64,6778,6743,19316,25566,75,80,71,77,834,6891,95,2048,58,2110,2018-12-07,"2018-12-07 00:00:00","2018-12-07 00:00:00","2018-12-14 23:59:44",1 48 | 29024743,"2018-12-08 15:00:00","Cardiff v Southampton",Cardiff,Southampton,51843.25,2.96,2.68,61,70,78,52,2646,9017,16434,51966,81,55,70,70,3704,14052,317,814,363,892,2018-12-07,"2018-12-07 00:00:00","2018-12-07 00:00:00","2018-12-14 23:59:44",1 49 | 29024747,"2018-12-08 15:00:00","Man Utd v Fulham","Man Utd",Fulham,135066.95,1.37,9.8,51,68,48,71,81640,3438,534591,32048,64,76,65,71,174186,3220,28283,690,27476,667,2018-12-07,"2018-12-07 00:00:00","2018-12-07 00:00:00","2018-12-14 23:59:44",1 50 | 29024745,"2018-12-08 15:00:00","West Ham v C Palace","West Ham","Crystal Palace",58597.34,2.3,3.5,71,42,70,61,7966,7668,39872,31106,57,78,72,63,26151,5853,2592,1302,3260,1570,2018-12-07,"2018-12-07 00:00:00","2018-12-07 00:00:00","2018-12-14 23:59:44",1 51 | 29024742,"2018-12-08 12:30:00","Bournemouth v Liverpool",Bournemouth,Liverpool,196688.34,5.9,1.6,71,74,83,65,4166,48069,23670,289099,92,85,75,86,10949,169285,1348,21670,1162,21632,2018-12-07,"2018-12-07 00:00:00","2018-12-07 00:00:00","2018-12-14 23:59:44",2 52 | 29004145,"2018-12-05 20:00:00","Man Utd v Arsenal","Man Utd",Arsenal,208075,2.48,3,30,77,49,74,89975,111034,487013,288675,65,81,48,81,160111,141985,16645,43075,20336,40344,2018-12-04,"2018-12-04 00:00:00","2018-12-04 00:00:00","2018-12-11 23:56:34",3 53 | 29004144,"2018-12-05 20:00:00","Tottenham v Southampton",Tottenham,Southampton,60213,1.39,9.8,42,56,67,47,42338,15059,171971,51101,76,54,52,66,55006,13878,12099,1908,12143,1774,2018-12-04,"2018-12-04 00:00:00","2018-12-04 00:00:00","2018-12-11 23:56:34",1 54 | 29004142,"2018-12-05 19:45:00","Burnley v Liverpool",Burnley,Liverpool,59079.35,13.5,1.3,51,69,59,59,3234,65750,13962,294886,75,82,69,79,894,167262,86,16256,105,15077,2018-12-04,"2018-12-04 00:00:00","2018-12-04 00:00:00","2018-12-11 23:56:34",2 55 | 29004143,"2018-12-05 19:45:00","Everton v Newcastle",Everton,Newcastle,24731.05,1.61,6.8,61,41,71,63,26757,12437,84650,58764,79,83,72,64,25371,4651,6518,296,5999,346,2018-12-04,"2018-12-04 00:00:00","2018-12-04 00:00:00","2018-12-11 23:56:34",3 56 | 29004140,"2018-12-05 19:45:00","Fulham v Leicester",Fulham,"Leicester City",20108.09,3,2.5,63,80,64,82,4543,5269,35604,37588,71,75,71,75,3298,11842,491,1567,468,1581,2018-12-04,"2018-12-04 00:00:00","2018-12-04 00:00:00","2018-12-11 23:56:34",3 57 | 29004141,"2018-12-05 19:45:00","Wolves v Chelsea",Wolves,Chelsea,48945,5,1.81,61,64,63,62,3093,29157,27014,195624,68,77,68,76,5414,72547,788,9881,516,8877,2018-12-04,"2018-12-04 00:00:00","2018-12-04 00:00:00","2018-12-11 23:56:34",1 58 | 29004138,"2018-12-04 20:00:00","Watford v Man City",Watford,"Man City",85753.63,11,1.31,70,69,70,64,3768,16103,18028,152487,85,71,77,69,4228,89186,674,10329,516,9752,2018-12-03,"2018-12-03 00:00:00","2018-12-03 00:00:00","2018-12-10 23:41:39",2 59 | 29004137,"2018-12-04 19:45:00","Bournemouth v Huddersfield",Bournemouth,Huddersfield,19680.77,1.74,5.5,74,47,83,71,3584,4551,23864,23132,92,76,73,69,10723,3848,310,351,334,418,2018-12-03,"2018-12-03 00:00:00","2018-12-03 00:00:00","2018-12-10 23:41:39",1 60 | 29004136,"2018-12-04 19:45:00","Brighton v C Palace",Brighton,"Crystal Palace",32389.3,2.94,2.88,68,76,61,69,4598,5826,21418,29356,81,82,72,77,5628,5357,1310,1220,1245,889,2018-12-03,"2018-12-03 00:00:00","2018-12-03 00:00:00","2018-12-10 23:41:39",1 61 | 29004135,"2018-12-04 19:45:00","West Ham v Cardiff","West Ham",Cardiff,47229.25,1.69,5.9,78,81,71,81,7551,4942,39282,16259,59,81,71,79,28885,3701,4065,1094,3574,1021,2018-12-03,"2018-12-03 00:00:00","2018-12-03 00:00:00","2018-12-10 23:41:39",1 62 | 29004092,"2018-12-02 16:15:00","Liverpool v Everton",Liverpool,Everton,123380.88,1.43,9,46,72,57,76,56275,10565,273414,69759,82,81,66,71,179297,22860,12583,2009,16609,1617,2018-12-01,"2018-12-01 00:00:00","2018-12-01 00:00:00","2018-12-08 23:41:33",1 63 | 29004080,"2018-12-02 14:05:00","Arsenal v Tottenham",Arsenal,Tottenham,113270.49,2.66,2.76,78,77,74,73,28742,26580,238243,153458,80,83,78,81,121077,50801,11018,8631,10388,8626,2018-12-01,"2018-12-01 00:00:00","2018-12-01 00:00:00","2018-12-08 23:41:33",1 64 | 29004094,"2018-12-02 12:00:00","Chelsea v Fulham",Chelsea,Fulham,129715.23,1.2,17.5,68,72,62,64,25906,1963,181052,34814,77,72,72,70,66446,3101,6722,231,6394,311,2018-12-01,"2018-12-01 00:00:00","2018-12-01 00:00:00","2018-12-08 23:41:33",1 65 | 29004078,"2018-12-01 17:30:00","Southampton v Man Utd",Southampton,"Man Utd",147085.19,4.4,1.98,56,47,44,55,5341,74586,36999,458331,52,70,70,68,12412,173798,482,23202,534,22198,2018-11-30,"2018-11-30 00:00:00","2018-11-30 00:00:00","2018-12-07 23:44:56",3 66 | 29004074,"2018-12-01 15:00:00","C Palace v Burnley","Crystal Palace",Burnley,118543.01,1.59,7.2,72,65,63,62,2576,1478,27982,13393,77,79,74,72,4731,961,430,143,365,180,2018-11-30,"2018-11-30 00:00:00","2018-11-30 00:00:00","2018-12-07 23:44:56",1 67 | 29004075,"2018-12-01 15:00:00","Huddersfield v Brighton",Huddersfield,Brighton,38974.69,2.5,3.45,65,71,79,61,2515,1736,19974,18518,77,81,73,66,4235,4542,507,505,469,483,2018-11-30,"2018-11-30 00:00:00","2018-11-30 00:00:00","2018-12-07 23:44:56",2 68 | 29004076,"2018-12-01 15:00:00","Leicester v Watford","Leicester City",Watford,43547.85,2.26,3.65,72,71,80,71,4370,1664,50112,15742,78,84,73,70,12314,3921,1139,238,1165,241,2018-11-30,"2018-11-30 00:00:00","2018-11-30 00:00:00","2018-12-07 23:44:56",1 69 | 29004091,"2018-12-01 15:00:00","Man City v Bournemouth","Man City",Bournemouth,183732.97,1.12,28,68,77,65,83,15435,1522,150315,22543,71,92,70,75,87598,10642,8046,302,6909,320,2018-11-30,"2018-11-30 00:00:00","2018-11-30 00:00:00","2018-12-07 23:44:56",1 70 | 29004077,"2018-12-01 15:00:00","Newcastle v West Ham",Newcastle,"West Ham",50445.9,2.58,3,74,69,68,66,6411,2874,59394,38716,77,56,75,55,7096,26309,483,1423,632,1395,2018-11-30,"2018-11-30 00:00:00","2018-11-30 00:00:00","2018-12-07 23:44:56",2 71 | 28997309,"2018-11-30 20:00:00","Cardiff v Wolves",Cardiff,Wolves,48008.12,3.7,2.3,72,68,79,68,1060,2066,12497,25947,81,70,70,71,2686,5759,246,301,247,394,2018-11-29,"2018-11-29 00:00:00","2018-11-29 00:00:00","2018-12-06 23:41:33",1 72 | 28994091,"2018-11-26 20:30:00","Burnley v Newcastle",Burnley,Newcastle,40603.75,2.98,2.78,73,76,65,63,1171,4905,12802,55419,79,77,71,71,848,6830,102,198,92,257,2018-11-25,"2018-11-25 00:00:00","2018-11-25 00:00:00","2018-12-02 23:41:34",2 73 | 28994047,"2018-11-25 16:00:00","Wolves v Huddersfield",Wolves,Huddersfield,52853.09,1.49,9.6,73,75,74,75,2236,1435,24652,16167,69,78,71,70,5953,3506,550,122,683,195,2018-11-24,"2018-11-24 00:00:00","2018-11-24 00:00:00","2018-12-01 23:41:33",2 74 | 28994048,"2018-11-25 13:30:00","Bournemouth v Arsenal",Bournemouth,Arsenal,48912.61,3.55,2.1,77,72,83,73,1815,18228,22117,250735,91,78,72,76,11126,126957,723,9915,802,9228,2018-11-24,"2018-11-24 00:00:00","2018-11-24 00:00:00","2018-12-01 23:41:33",2 75 | 28994039,"2018-11-24 17:30:00","Tottenham v Chelsea",Tottenham,Chelsea,84368.58,2.88,2.66,75,86,63,73,11180,19872,154980,185799,78,84,82,85,47982,69503,3527,10182,4067,7318,2018-11-23,"2018-11-23 00:00:00","2018-11-23 00:00:00","2018-11-30 23:41:33",1 76 | 28994043,"2018-11-24 15:00:00","Brighton v Leicester",Brighton,"Leicester City",42075.21,2.96,2.72,76,79,65,62,2094,2677,20413,139861,84,76,80,81,5823,17672,765,1223,783,1068,2018-11-23,"2018-11-23 00:00:00","2018-11-23 00:00:00","2018-11-30 23:41:33",3 77 | 28994044,"2018-11-24 15:00:00","Everton v Cardiff",Everton,Cardiff,57628.93,1.43,9,81,77,74,79,5854,800,69338,14422,82,80,79,79,23191,2721,4180,220,3792,228,2018-11-23,"2018-11-23 00:00:00","2018-11-23 00:00:00","2018-11-30 23:41:33",1 78 | 28994041,"2018-11-24 15:00:00","Fulham v Southampton",Fulham,Southampton,81133.73,2.74,2.82,77,67,59,46,1928,2580,34336,28211,68,53,79,84,3572,11313,298,526,456,496,2018-11-23,"2018-11-23 00:00:00","2018-11-23 00:00:00","2018-11-30 23:41:33",1 79 | 28994045,"2018-11-24 15:00:00","Man Utd v C Palace","Man Utd","Crystal Palace",111771.34,1.45,8.6,60,77,62,62,27839,2452,418027,31686,71,59,74,79,173647,6671,13080,457,14000,463,2018-11-23,"2018-11-23 00:00:00","2018-11-23 00:00:00","2018-11-30 23:41:33",3 80 | 28994042,"2018-11-24 15:00:00","Watford v Liverpool",Watford,Liverpool,98266.84,6.2,1.59,78,72,77,65,1961,22564,14773,264257,86,84,73,87,4891,207106,418,18474,380,19941,2018-11-23,"2018-11-23 00:00:00","2018-11-23 00:00:00","2018-11-30 23:41:33",2 81 | 28994038,"2018-11-24 15:00:00","West Ham v Man City","West Ham","Man City",396434.98,14,1.24,74,65,67,64,3442,9689,39608,148520,57,72,56,77,26967,86575,1562,6115,1761,5956,2018-11-23,"2018-11-23 00:00:00","2018-11-23 00:00:00","2018-11-30 23:41:33",2 82 | 28982321,"2018-11-11 16:30:00","Arsenal v Wolves",Arsenal,Wolves,104999.64,1.68,5.8,73,74,80,76,32054,1806,301120,25263,86,76,78,76,188767,7133,28532,425,26351,505,2018-11-10,"2018-11-10 00:00:00","2018-11-10 00:00:00","2018-11-17 23:41:34",3 83 | 28974314,"2018-11-11 16:30:00","Man City v Man Utd","Man City","Man Utd",367697.98,1.4,8.4,55,75,70,65,28084,107758,129364,477913,76,76,64,82,79271,173494,22199,41161,19274,43613,2018-11-10,"2018-11-10 00:00:00","2018-11-10 00:00:00","2018-11-17 23:41:34",1 84 | 28982319,"2018-11-11 14:15:00","Chelsea v Everton",Chelsea,Everton,48477.23,1.43,8.2,74,76,74,80,21309,8265,217140,70645,82,87,80,78,61684,24856,3741,2113,4358,2510,2018-11-10,"2018-11-10 00:00:00","2018-11-10 00:00:00","2018-11-17 23:41:34",3 85 | 28982320,"2018-11-11 12:00:00","Liverpool v Fulham",Liverpool,Fulham,154063.09,1.1,30,59,61,68,55,21838,2961,253231,26655,85,69,78,76,167053,3087,13481,156,14402,548,2018-11-10,"2018-11-10 00:00:00","2018-11-10 00:00:00","2018-11-17 23:41:34",1 86 | 28974277,"2018-11-10 17:30:00","C Palace v Tottenham","Crystal Palace",Tottenham,92685.87,4.6,1.89,71,68,65,65,2347,25523,33525,149305,55,80,72,80,6277,52437,788,8626,842,8446,2018-11-09,"2018-11-09 00:00:00","2018-11-09 00:00:00","2018-11-16 23:41:33",2 87 | 28974298,"2018-11-10 15:00:00","Huddersfield v West Ham",Huddersfield,"West Ham",36302.01,3.45,2.36,77,78,79,65,2203,3329,16974,41011,93,57,77,75,2996,20698,565,5112,485,5336,2018-11-09,"2018-11-09 00:00:00","2018-11-09 00:00:00","2018-11-16 23:41:33",3 88 | 28974297,"2018-11-10 15:00:00","Leicester v Burnley","Leicester City",Burnley,82039.45,1.53,7.8,78,75,60,70,4521,1028,137809,12725,75,81,72,77,20764,1027,1349,85,1399,105,2018-11-09,"2018-11-09 00:00:00","2018-11-09 00:00:00","2018-11-16 23:41:33",3 89 | 28974296,"2018-11-10 15:00:00","Newcastle v Bournemouth",Newcastle,Bournemouth,43975.93,2.98,2.58,74,86,52,82,4734,3728,57739,19381,64,90,77,93,5193,6533,329,2181,346,1968,2018-11-09,"2018-11-09 00:00:00","2018-11-09 00:00:00","2018-11-16 23:41:33",1 90 | 28974295,"2018-11-10 15:00:00","Southampton v Watford",Southampton,Watford,34125.75,2.56,3.05,59,75,49,83,4153,1182,18287,13512,61,85,75,77,3793,4677,354,503,385,471,2018-11-09,"2018-11-09 00:00:00","2018-11-09 00:00:00","2018-11-16 23:41:33",3 91 | 28974276,"2018-11-10 12:30:00","Cardiff v Brighton",Cardiff,Brighton,84752.98,2.6,3.2,74,71,87,75,1065,1454,12913,18317,87,86,75,78,2262,5492,267,394,256,580,2018-11-09,"2018-11-09 00:00:00","2018-11-09 00:00:00","2018-11-16 23:41:33",1 92 | 28946462,"2018-11-05 20:00:00","Huddersfield v Fulham",Huddersfield,Fulham,74073.96,2.42,3.25,75,69,79,67,1236,3606,14805,23538,90,75,81,79,2557,3186,581,477,642,529,2018-11-04,"2018-11-04 00:00:00","2018-11-04 00:00:00","2018-11-11 23:41:34",1 93 | 28946460,"2018-11-04 16:00:00","Chelsea v C Palace",Chelsea,"Crystal Palace",114550.23,1.29,12.5,72,57,77,65,24801,4264,229402,31767,84,63,80,66,74946,6924,3656,619,3545,736,2018-11-03,"2018-11-03 00:00:00","2018-11-03 00:00:00","2018-11-10 23:41:33",1 94 | 28946453,"2018-11-04 15:00:00","Man City v Southampton","Man City",Southampton,254716.92,1.12,30,68,69,76,59,14832,957,112794,10996,78,59,74,78,61251,4082,7786,237,8407,231,2018-11-03,"2018-11-03 00:00:00","2018-11-03 00:00:00","2018-11-10 23:41:33",1 95 | 28946456,"2018-11-03 19:45:00","Wolves v Tottenham",Wolves,Tottenham,79821.02,3.3,2.38,79,72,81,66,2571,24581,26091,150089,77,80,78,83,8517,53859,628,8875,583,9436,2018-11-02,"2018-11-02 00:00:00","2018-11-02 00:00:00","2018-11-09 23:41:33",2 96 | 28946458,"2018-11-03 17:30:00","Arsenal v Liverpool",Arsenal,Liverpool,347804.44,3.9,1.99,73,78,83,77,29033,21591,287632,240947,88,88,75,87,171945,164833,11772,36792,10940,32819,2018-11-02,"2018-11-02 00:00:00","2018-11-02 00:00:00","2018-11-09 23:41:33",3 97 | 28946452,"2018-11-03 15:00:00","Cardiff v Leicester",Cardiff,"Leicester City",117990.44,3.7,2.2,75,70,84,58,1180,14176,13486,123832,85,77,77,77,2431,21752,146,1492,156,4081,2018-11-02,"2018-11-02 00:00:00","2018-11-02 00:00:00","2018-11-09 23:41:33",2 98 | 28946454,"2018-11-03 15:00:00","Everton v Brighton",Everton,Brighton,68539.89,1.62,6.6,77,76,82,80,6288,1746,65853,20148,86,86,75,72,24687,6473,1288,455,1243,718,2018-11-02,"2018-11-02 00:00:00","2018-11-02 00:00:00","2018-11-09 23:41:33",1 99 | 28946451,"2018-11-03 15:00:00","Newcastle v Watford",Newcastle,Watford,86780.4,2.8,2.84,53,80,47,81,7141,1421,63515,13713,62,84,59,77,4418,4940,1820,541,1412,709,2018-11-02,"2018-11-02 00:00:00","2018-11-02 00:00:00","2018-11-09 23:41:33",1 100 | 28946455,"2018-11-03 15:00:00","West Ham v Burnley","West Ham",Burnley,91609.71,1.73,5.8,54,76,58,71,6836,1270,40519,11567,53,77,69,76,16116,1134,1607,109,1705,76,2018-11-02,"2018-11-02 00:00:00","2018-11-02 00:00:00","2018-11-09 23:41:33",1 101 | 28946457,"2018-11-03 12:30:00","Bournemouth v Man Utd",Bournemouth,"Man Utd",129914.27,3.65,2.12,77,77,81,59,2965,27677,16263,489948,90,73,78,83,4635,141583,475,19119,480,21654,2018-11-02,"2018-11-02 00:00:00","2018-11-02 00:00:00","2018-11-09 23:41:33",2 102 | 28935181,"2018-10-29 20:00:00","Tottenham v Man City",Tottenham,"Man City",171159.01,4.9,1.76,61,77,69,78,14313,8470,129802,107998,81,80,77,77,49276,60045,4484,4343,5402,5860,2018-10-28,"2018-10-28 00:00:00","2018-10-28 00:00:00","2018-11-04 23:41:33",2 103 | 28935183,"2018-10-28 16:00:00","Man Utd v Everton","Man Utd",Everton,146862.12,1.77,5.2,52,78,55,84,40375,7742,597081,67035,67,88,66,86,128372,25679,11729,4392,15773,3630,2018-10-27,"2018-10-27 00:00:00","2018-10-27 00:00:00","2018-11-03 23:41:33",1 104 | 28935184,"2018-10-28 13:30:00","Burnley v Chelsea",Burnley,Chelsea,60919.74,11,1.37,76,77,76,80,1202,29538,11487,237690,79,86,80,86,1082,93333,90,10656,45,13407,2018-10-27,"2018-10-27 00:00:00","2018-10-27 00:00:00","2018-11-03 23:41:33",2 105 | 28935186,"2018-10-28 13:30:00","C Palace v Arsenal","Crystal Palace",Arsenal,106797.99,4.6,1.78,70,80,67,86,2536,35613,26406,279037,82,90,82,85,5135,171791,338,27574,298,46735,2018-10-27,"2018-10-27 00:00:00","2018-10-27 00:00:00","2018-11-03 23:41:33",3 106 | 28935040,"2018-10-27 16:30:00","Leicester v West Ham","Leicester City","West Ham",51248.32,2.18,3.75,67,72,75,65,3286,3404,26626,46100,83,63,69,82,15339,18505,1337,946,2067,1166,2018-10-26,"2018-10-26 00:00:00","2018-10-26 00:00:00","2018-11-02 23:41:33",3 107 | 28934997,"2018-10-27 14:00:00","Brighton v Wolves",Brighton,Wolves,23787.54,3.25,2.52,74,78,84,83,1760,2263,18048,26980,90,78,82,81,5667,9474,508,453,553,314,2018-10-26,"2018-10-26 00:00:00","2018-10-26 00:00:00","2018-11-02 23:41:33",1 108 | 28935001,"2018-10-27 14:00:00","Fulham v Bournemouth",Fulham,Bournemouth,30375.39,2.98,2.38,72,77,73,83,2421,1260,20610,13458,81,93,79,82,2969,4317,704,318,368,355,2018-10-26,"2018-10-26 00:00:00","2018-10-26 00:00:00","2018-11-02 23:41:33",2 109 | 28935177,"2018-10-27 14:00:00","Liverpool v Cardiff",Liverpool,Cardiff,123551.58,1.11,30,84,75,77,86,40265,1334,262940,13094,89,87,89,81,143236,2528,27056,444,23911,448,2018-10-26,"2018-10-26 00:00:00","2018-10-26 00:00:00","2018-11-02 23:41:33",1 110 | 28935000,"2018-10-27 14:00:00","Southampton v Newcastle",Southampton,Newcastle,61291.03,2.14,3.95,68,58,69,50,1092,5459,11355,64408,71,66,80,81,4968,2660,298,366,273,339,2018-10-26,"2018-10-26 00:00:00","2018-10-26 00:00:00","2018-11-02 23:41:33",3 111 | 28934999,"2018-10-27 14:00:00","Watford v Huddersfield",Watford,Huddersfield,73497.03,1.76,5.6,75,77,78,84,1156,1146,14701,13558,78,94,81,81,4838,3617,304,648,321,600,2018-10-26,"2018-10-26 00:00:00","2018-10-26 00:00:00","2018-11-02 23:41:33",1 112 | 28933119,"2018-10-22 19:00:00","Arsenal v Leicester",Arsenal,"Leicester City",184498.09,1.56,6.4,83,85,84,81,17483,3183,239102,22806,88,87,86,86,125702,15106,7399,1591,9056,2343,2018-10-21,"2018-10-21 00:00:00","2018-10-21 00:00:00","2018-10-28 23:56:33",1 113 | 28921896,"2018-10-21 15:00:00","Everton v C Palace",Everton,"Crystal Palace",71372.65,1.87,4.8,89,84,79,74,6930,2391,64798,24950,84,82,89,83,20872,5987,1991,286,2389,387,2018-10-20,"2018-10-20 00:00:00","2018-10-20 00:00:00","2018-10-27 23:41:33",1 114 | 28921876,"2018-10-20 16:30:00","Huddersfield v Liverpool",Huddersfield,Liverpool,254640.3,12,1.33,84,84,78,80,1495,15325,12184,272983,94,89,85,88,3573,172769,126,11304,102,12248,2018-10-19,"2018-10-19 00:00:00","2018-10-19 00:00:00","2018-10-26 23:56:33",2 115 | 28921880,"2018-10-20 14:00:00","Bournemouth v Southampton",Bournemouth,Southampton,81331.15,2.1,3.75,85,80,82,68,1308,1210,13216,12234,93,70,94,85,4273,5579,1278,354,1051,382,2018-10-19,"2018-10-19 00:00:00","2018-10-19 00:00:00","2018-10-26 23:56:33",3 116 | 28921878,"2018-10-20 14:00:00","Cardiff v Fulham",Cardiff,Fulham,52139.92,2.52,2.98,81,85,77,82,675,1813,12397,19667,76,84,84,84,1338,3007,95,268,93,237,2018-10-19,"2018-10-19 00:00:00","2018-10-19 00:00:00","2018-10-26 23:56:33",1 117 | 28933117,"2018-10-20 14:00:00","Man City v Burnley","Man City",Burnley,154326.64,1.09,34,87,84,75,78,7078,1049,120549,12437,76,86,81,84,65641,1685,5511,122,7439,121,2018-10-19,"2018-10-19 00:00:00","2018-10-19 00:00:00","2018-10-26 23:56:33",1 118 | 28921879,"2018-10-20 14:00:00","Newcastle v Brighton",Newcastle,Brighton,54940.77,2.24,3.9,68,84,55,81,4913,1196,60693,16688,71,88,80,83,3096,5093,442,538,358,427,2018-10-19,"2018-10-19 00:00:00","2018-10-19 00:00:00","2018-10-26 23:56:33",2 119 | 28921881,"2018-10-20 14:00:00","West Ham v Tottenham","West Ham",Tottenham,93995.08,4.1,1.93,57,84,71,74,5152,7161,49721,125477,66,82,55,79,20042,50613,2371,7900,1788,10232,2018-10-19,"2018-10-19 00:00:00","2018-10-19 00:00:00","2018-10-26 23:56:33",2 120 | 28921882,"2018-10-20 14:00:00","Wolves v Watford",Wolves,Watford,78209.07,1.78,5.5,88,82,86,73,2110,1004,31749,14649,81,78,76,85,11259,4287,1026,213,972,297,2018-10-19,"2018-10-19 00:00:00","2018-10-19 00:00:00","2018-10-26 23:56:33",2 121 | 28921875,"2018-10-20 11:30:00","Chelsea v Man Utd",Chelsea,"Man Utd",375092.65,1.75,5.2,84,71,82,55,16789,30897,232978,610686,88,65,83,85,100583,137691,6510,10509,5715,11963,2018-10-19,"2018-10-19 00:00:00","2018-10-19 00:00:00","2018-10-26 23:56:33",3 122 | 28906153,"2018-10-07 15:30:00","Liverpool v Man City",Liverpool,"Man City",194392.76,2.56,2.9,62,79,83,77,42291,11928,350302,109622,89,80,82,79,193955,64876,12067,6953,18908,9854,2018-10-06,"2018-10-06 00:00:00","2018-10-06 00:00:00","2018-10-13 23:41:33",3 123 | 28906152,"2018-10-07 13:15:00","Southampton v Chelsea",Southampton,Chelsea,116476.25,6.2,1.63,77,77,73,82,809,25196,11585,220372,84,89,80,84,5402,106701,547,10410,1465,9950,2018-10-06,"2018-10-06 00:00:00","2018-10-06 00:00:00","2018-10-13 23:41:33",2 124 | 28906150,"2018-10-07 11:00:00","Fulham v Arsenal",Fulham,Arsenal,438729.89,5.8,1.58,83,85,83,80,1964,30109,18430,221058,83,84,81,84,3291,100342,296,11467,276,11311,2018-10-06,"2018-10-06 00:00:00","2018-10-06 00:00:00","2018-10-13 23:41:33",2 125 | 28906148,"2018-10-06 16:30:00","Man Utd v Newcastle","Man Utd",Newcastle,231919.86,1.48,8.6,43,54,57,55,80854,7755,514643,58400,68,78,62,81,161619,4837,14858,142,15370,173,2018-10-05,"2018-10-05 00:00:00","2018-10-05 00:00:00","2018-10-12 23:41:33",1 126 | 28906146,"2018-10-06 14:00:00","Burnley v Huddersfield",Burnley,Huddersfield,173278.1,2.16,4.3,77,78,73,78,993,972,14069,11487,89,87,79,81,1639,4780,78,733,84,779,2018-10-05,"2018-10-05 00:00:00","2018-10-05 00:00:00","2018-10-12 23:41:33",3 127 | 28906144,"2018-10-06 14:00:00","C Palace v Wolves","Crystal Palace",Wolves,50638.57,2.96,2.72,75,82,79,86,2532,2755,23873,30329,80,77,86,85,8145,9756,1365,677,1415,685,2018-10-05,"2018-10-05 00:00:00","2018-10-05 00:00:00","2018-10-12 23:41:33",2 128 | 28906143,"2018-10-06 14:00:00","Leicester v Everton","Leicester City",Everton,79047.85,2.26,3.5,85,61,79,72,1934,8436,23969,66746,89,83,92,71,15809,22434,3279,2915,2985,2335,2018-10-05,"2018-10-05 00:00:00","2018-10-05 00:00:00","2018-10-12 23:41:33",2 129 | 28906147,"2018-10-06 14:00:00","Tottenham v Cardiff",Tottenham,Cardiff,158982.67,1.25,13,70,76,66,84,34861,1576,160394,11916,71,87,82,81,71953,1449,9391,118,8892,203,2018-10-05,"2018-10-05 00:00:00","2018-10-05 00:00:00","2018-10-12 23:41:33",1 130 | 28906142,"2018-10-06 14:00:00","Watford v Bournemouth",Watford,Bournemouth,59126.05,2.12,3.8,80,74,82,80,1197,1694,17464,10903,83,89,81,82,6077,2998,623,360,497,497,2018-10-05,"2018-10-05 00:00:00","2018-10-05 00:00:00","2018-10-12 23:41:33",2 131 | 28906165,"2018-10-05 19:00:00","Brighton v West Ham",Brighton,"West Ham",62361.33,2.8,2.82,75,69,75,79,1121,4599,15333,53093,85,74,81,69,5156,18536,368,1878,769,2018,2018-10-04,"2018-10-04 00:00:00","2018-10-04 00:00:00","2018-10-11 23:41:34",1 132 | 28897382,"2018-10-01 19:00:00","Bournemouth v C Palace",Bournemouth,"Crystal Palace",55974.15,2.3,3.35,84,83,81,76,780,1951,9671,24390,89,79,82,77,3102,7647,250,576,292,675,2018-09-30,"2018-09-30 00:00:00","2018-09-30 00:00:00","2018-09-30 23:56:33",1 133 | 28885133,"2018-09-30 15:00:00","Cardiff v Burnley",Cardiff,Burnley,81301.02,2.74,3.1,79,83,86,72,1200,2217,12469,16320,89,92,80,80,1773,1678,136,116,137,213,2018-09-29,"2018-09-29 00:00:00","2018-09-29 00:00:00","2018-09-29 23:56:33",2 134 | 28885131,"2018-09-29 16:30:00","Chelsea v Liverpool",Chelsea,Liverpool,239228.91,2.8,2.66,85,75,83,86,47442,39901,203830,348014,89,88,88,85,97161,223720,27987,30097,28101,47138,2018-09-28,"2018-09-28 00:00:00","2018-09-28 00:00:00","2018-09-28 23:56:32",3 135 | 28885126,"2018-09-29 14:00:00","Arsenal v Watford",Arsenal,Watford,150077.28,1.5,7,78,76,77,85,25569,3003,219941,21526,81,87,78,74,108812,6711,13916,609,14707,696,2018-09-28,"2018-09-28 00:00:00","2018-09-28 00:00:00","2018-09-28 23:56:32",1 136 | 28885127,"2018-09-29 14:00:00","Everton v Fulham",Everton,Fulham,77571.07,1.73,5,84,82,74,84,7363,3289,64392,21110,85,85,84,80,21886,4219,2167,437,2233,422,2018-09-28,"2018-09-28 00:00:00","2018-09-28 00:00:00","2018-09-28 23:56:32",1 137 | 28885128,"2018-09-29 14:00:00","Huddersfield v Tottenham",Huddersfield,Tottenham,132537.2,8,1.51,82,78,79,66,1104,15965,13175,160492,87,71,80,84,4695,69492,1191,5172,1243,4981,2018-09-28,"2018-09-28 00:00:00","2018-09-28 00:00:00","2018-09-28 23:56:32",2 138 | 28885129,"2018-09-29 14:00:00","Man City v Brighton","Man City",Brighton,118172.74,1.1,36,88,82,78,76,11090,1427,107110,14903,80,78,87,86,63129,5428,7930,566,8375,499,2018-09-28,"2018-09-28 00:00:00","2018-09-28 00:00:00","2018-09-28 23:56:32",1 139 | 28885124,"2018-09-29 14:00:00","Newcastle v Leicester",Newcastle,"Leicester City",65181.22,2.68,2.98,63,81,50,78,6047,3737,68830,30975,81,87,81,84,6380,16234,530,1680,460,1798,2018-09-28,"2018-09-28 00:00:00","2018-09-28 00:00:00","2018-09-28 23:56:32",2 140 | 28885125,"2018-09-29 14:00:00","Wolves v Southampton",Wolves,Southampton,114405.23,1.82,5.2,80,80,87,76,3958,1114,32402,11256,75,89,79,83,10631,5282,979,572,981,605,2018-09-28,"2018-09-28 00:00:00","2018-09-28 00:00:00","2018-09-28 23:56:32",1 141 | 28885123,"2018-09-29 11:30:00","West Ham v Man Utd","West Ham","Man Utd",223838.18,4.7,1.86,79,41,70,63,7279,110730,51292,439330,68,72,78,53,16532,168565,1582,27092,2003,29777,2018-09-28,"2018-09-28 00:00:00","2018-09-28 00:00:00","2018-09-28 23:56:32",1 142 | 28875074,"2018-09-23 15:00:00","Arsenal v Everton",Arsenal,Everton,104468.99,1.46,7.4,80,83,74,75,30574,4908,217737,65036,79,85,86,85,100388,26820,12359,1622,12288,1564,2018-09-22,"2018-09-22 00:00:00","2018-09-22 00:00:00","2018-09-22 23:56:33",1 143 | 28875075,"2018-09-23 12:30:00","West Ham v Chelsea","West Ham",Chelsea,244557.83,5.7,1.62,77,81,65,85,3640,24029,47936,182755,62,88,75,85,20108,78356,1480,6966,1852,7180,2018-09-22,"2018-09-22 00:00:00","2018-09-22 00:00:00","2018-09-22 23:56:33",3 144 | 28875071,"2018-09-22 16:30:00","Brighton v Tottenham",Brighton,Tottenham,111041.8,5.1,1.76,80,49,78,68,1618,31708,16197,185445,78,73,86,79,5799,86556,558,5987,741,6667,2018-09-21,"2018-09-21 00:00:00","2018-09-21 00:00:00","2018-09-21 23:56:33",2 145 | 28875082,"2018-09-22 14:00:00","Burnley v Bournemouth",Burnley,Bournemouth,54282.96,3.05,2.56,69,83,68,81,1225,870,18184,11126,87,82,84,86,1131,3492,78,333,174,433,2018-09-21,"2018-09-21 00:00:00","2018-09-21 00:00:00","2018-09-21 23:56:33",1 146 | 28875081,"2018-09-22 14:00:00","C Palace v Newcastle","Crystal Palace",Newcastle,49252.22,2.2,3.8,85,66,75,49,2365,6026,26823,79204,83,80,77,86,12403,7810,962,425,1152,360,2018-09-21,"2018-09-21 00:00:00","2018-09-21 00:00:00","2018-09-21 23:56:33",3 147 | 28875069,"2018-09-22 14:00:00","Cardiff v Man City",Cardiff,"Man City",160726.77,23,1.16,80,62,87,75,719,24725,12355,112384,84,78,86,69,1640,60523,154,10420,151,6489,2018-09-21,"2018-09-21 00:00:00","2018-09-21 00:00:00","2018-09-21 23:56:33",2 148 | 28875080,"2018-09-22 14:00:00","Leicester v Huddersfield","Leicester City",Huddersfield,49720.84,1.67,6.4,82,85,79,77,1861,847,30998,14521,86,87,85,91,17675,3446,1180,390,1097,332,2018-09-21,"2018-09-21 00:00:00","2018-09-21 00:00:00","2018-09-21 23:56:33",1 149 | 28875070,"2018-09-22 14:00:00","Liverpool v Southampton",Liverpool,Southampton,112666.2,1.2,18.5,88,77,87,76,85715,1212,329784,11083,84,91,90,86,224131,5459,29212,462,32409,784,2018-09-21,"2018-09-21 00:00:00","2018-09-21 00:00:00","2018-09-21 23:56:33",1 150 | 28875072,"2018-09-22 14:00:00","Man Utd v Wolves","Man Utd",Wolves,374398.93,1.63,6.2,83,84,64,86,52670,2531,421240,33887,75,74,88,87,156749,9651,25030,735,24664,701,2018-09-21,"2018-09-21 00:00:00","2018-09-21 00:00:00","2018-09-21 23:56:33",3 151 | 28875078,"2018-09-22 11:30:00","Fulham v Watford",Fulham,Watford,75622.91,2.58,2.94,86,81,88,87,1204,885,21884,21598,89,89,85,85,4951,5199,252,676,280,1067,2018-09-21,"2018-09-21 00:00:00","2018-09-21 00:00:00","2018-09-21 23:56:33",3 152 | 28854646,"2018-09-17 19:00:00","Southampton v Brighton",Southampton,Brighton,17954.06,2.12,4,80,78,79,82,668,1216,11400,18822,90,81,82,80,5406,6750,339,479,406,467,2018-09-16,"2018-09-16 00:00:00","2018-09-16 00:00:00","2018-09-16 23:56:33",3 153 | 28854644,"2018-09-16 15:00:00","Everton v West Ham",Everton,"West Ham",140776.04,2.04,3.85,80,73,80,57,6783,2666,68560,45485,86,54,83,61,32107,27719,5207,1159,4697,1171,2018-09-15,"2018-09-15 00:00:00","2018-09-15 00:00:00","2018-09-15 23:56:33",2 154 | 28854643,"2018-09-16 12:30:00","Wolves v Burnley",Wolves,Burnley,55367.75,1.76,5.8,85,80,83,74,2618,714,33699,20077,73,88,71,86,8436,1284,641,231,603,311,2018-09-15,"2018-09-15 00:00:00","2018-09-15 00:00:00","2018-09-15 23:56:33",1 155 | 28854635,"2018-09-15 16:30:00","Watford v Man Utd",Watford,"Man Utd",206423.19,4.3,1.97,84,73,88,53,1450,23081,21034,451413,90,63,84,76,5316,155098,854,11164,362,12329,2018-09-14,"2018-09-14 00:00:00","2018-09-14 00:00:00","2018-09-14 23:56:34",2 156 | 28854641,"2018-09-15 14:00:00","Bournemouth v Leicester",Bournemouth,"Leicester City",31668.61,2.48,3.1,83,82,82,83,589,2652,11503,34609,82,87,80,88,3918,17928,208,1587,238,1864,2018-09-14,"2018-09-14 00:00:00","2018-09-14 00:00:00","2018-09-14 23:56:34",1 157 | 28854640,"2018-09-15 14:00:00","Chelsea v Cardiff",Chelsea,Cardiff,84217.75,1.18,20,79,85,85,87,16043,611,201169,15397,87,85,85,83,80225,2926,7364,178,11648,189,2018-09-14,"2018-09-14 00:00:00","2018-09-14 00:00:00","2018-09-14 23:56:34",1 158 | 28854639,"2018-09-15 14:00:00","Huddersfield v C Palace",Huddersfield,"Crystal Palace",46015.75,3.3,2.52,84,85,75,76,1152,2025,16238,33388,87,86,80,84,3289,14308,450,323,119,319,2018-09-14,"2018-09-14 00:00:00","2018-09-14 00:00:00","2018-09-14 23:56:34",2 159 | 28854638,"2018-09-15 14:00:00","Man City v Fulham","Man City",Fulham,200927.11,1.12,28,81,85,80,88,7891,1390,123748,24119,83,88,79,81,68853,5478,4944,295,6104,273,2018-09-14,"2018-09-14 00:00:00","2018-09-14 00:00:00","2018-09-14 23:56:34",1 160 | 28854637,"2018-09-15 14:00:00","Newcastle v Arsenal",Newcastle,Arsenal,95471.99,4.1,1.94,71,83,46,67,4839,15444,87821,242228,79,74,77,84,8615,115513,1660,7734,1723,7222,2018-09-14,"2018-09-14 00:00:00","2018-09-14 00:00:00","2018-09-14 23:56:34",2 161 | 28854636,"2018-09-15 11:30:00","Tottenham v Liverpool",Tottenham,Liverpool,281644.63,3.05,2.42,80,88,78,87,15470,19286,172955,265276,75,84,64,89,98876,221050,14502,29492,25246,28745,2018-09-14,"2018-09-14 00:00:00","2018-09-14 00:00:00","2018-09-14 23:56:34",2 162 | 28852021,"2018-09-02 15:00:00","Burnley v Man Utd",Burnley,"Man Utd",57516.61,6,1.67,80,68,78,54,3993,53785,36208,612755,93,65,84,78,2491,154247,97,12320,110,16584,2018-09-01,"2018-09-01 00:00:00","2018-09-01 00:00:00","2018-09-01 23:56:33",2 163 | 28854366,"2018-09-02 15:00:00","Watford v Tottenham",Watford,Tottenham,59689.91,5.8,1.66,83,86,81,72,2838,28597,22907,213989,90,83,86,85,4233,82769,636,6994,596,10016,2018-09-01,"2018-09-01 00:00:00","2018-09-01 00:00:00","2018-09-01 23:56:33",1 164 | 28852020,"2018-09-02 12:30:00","Cardiff v Arsenal",Cardiff,Arsenal,90988.25,6.2,1.58,83,78,87,66,1388,22132,21987,339816,87,72,85,75,4817,121846,162,11883,185,11539,2018-09-01,"2018-09-01 00:00:00","2018-09-01 00:00:00","2018-09-01 23:56:33",2 165 | 28854367,"2018-09-01 16:30:00","Man City v Newcastle","Man City",Newcastle,99139.94,1.11,30,83,39,83,45,16058,17376,161329,129289,83,81,80,77,75010,10908,7161,901,7424,1302,2018-08-31,"2018-08-31 00:00:00","2018-08-31 00:00:00","2018-08-31 23:56:33",1 166 | 28851429,"2018-09-01 14:00:00","Brighton v Fulham",Brighton,Fulham,32324.8,2.26,3.55,82,88,80,87,2161,3576,26162,46870,82,81,70,83,6540,14391,703,658,606,888,2018-08-31,"2018-08-31 00:00:00","2018-08-31 00:00:00","2018-08-31 23:56:33",3 167 | 28851428,"2018-09-01 14:00:00","C Palace v Southampton","Crystal Palace",Southampton,80770.52,2.02,4.2,86,83,82,77,4028,1545,49248,17426,85,91,93,87,19081,8506,3336,1024,2750,871,2018-08-31,"2018-08-31 00:00:00","2018-08-31 00:00:00","2018-08-31 23:56:33",2 168 | 28851426,"2018-09-01 14:00:00","Chelsea v Bournemouth",Chelsea,Bournemouth,76986.56,1.31,11,89,85,79,83,18944,1862,368121,18608,82,87,85,81,112255,5728,6240,488,7022,419,2018-08-31,"2018-08-31 00:00:00","2018-08-31 00:00:00","2018-08-31 23:56:33",1 169 | 28851432,"2018-09-01 14:00:00","Everton v Huddersfield",Everton,Huddersfield,48372.71,1.53,8.2,85,76,81,77,9770,2955,135325,21184,86,91,87,89,45080,4586,4034,683,4830,667,2018-08-31,"2018-08-31 00:00:00","2018-08-31 00:00:00","2018-08-31 23:56:33",3 170 | 28851430,"2018-09-01 14:00:00","West Ham v Wolves","West Ham",Wolves,58524.82,2.62,2.96,69,85,67,80,7731,5135,67786,60945,53,89,65,88,42110,9193,3840,1364,3984,672,2018-08-31,"2018-08-31 00:00:00","2018-08-31 00:00:00","2018-08-31 23:56:33",2 171 | 28851425,"2018-09-01 11:30:00","Leicester v Liverpool","Leicester City",Liverpool,288267.41,7.8,1.44,82,88,82,89,4527,39833,53873,345963,87,84,84,82,20410,196138,2969,37124,2677,53727,2018-08-31,"2018-08-31 00:00:00","2018-08-31 00:00:00","2018-08-31 23:56:33",2 172 | 28845396,"2018-08-27 19:00:00","Man Utd v Tottenham","Man Utd",Tottenham,200989.64,2.58,3,61,66,56,68,28294,12758,545810,170733,66,81,63,77,147862,68651,8368,6966,11103,9781,2018-08-26,"2018-08-26 00:00:00","2018-08-26 00:00:00","2018-08-26 23:56:34",2 173 | 28845377,"2018-08-26 15:00:00","Fulham v Burnley",Fulham,Burnley,52202.05,1.99,4.5,85,74,87,78,2093,4011,46584,37474,79,91,80,78,13339,2621,495,102,644,106,2018-08-25,"2018-08-25 00:00:00","2018-08-25 00:00:00","2018-08-25 13:56:33",1 174 | 28845409,"2018-08-26 15:00:00","Newcastle v Chelsea",Newcastle,Chelsea,51541.29,5.7,1.68,50,87,49,79,7442,15245,116792,370346,81,82,80,86,9863,112599,243,6532,287,7287,2018-08-25,"2018-08-25 00:00:00","2018-08-25 00:00:00","2018-08-25 23:56:34",2 175 | 28845387,"2018-08-26 12:30:00","Watford v C Palace",Watford,"Crystal Palace",16251.75,2.6,3.05,75,86,80,84,1572,2260,19478,48037,89,85,79,83,3467,18513,202,2759,248,2418,2018-08-25,"2018-08-25 00:00:00","2018-08-25 00:00:00","2018-08-25 23:56:34",1 176 | 28845371,"2018-08-25 16:30:00","Liverpool v Brighton",Liverpool,Brighton,94048.12,1.17,21,86,83,88,82,27663,1906,361849,27754,89,85,90,81,157063,5653,16859,432,27570,865,2018-08-24,"2018-08-24 00:00:00","2018-08-24 00:00:00","2018-08-24 23:56:34",1 177 | 28845370,"2018-08-25 14:00:00","Arsenal v West Ham",Arsenal,"West Ham",63842.26,1.37,9.4,75,71,69,70,19175,4493,363274,65035,75,49,79,59,134519,45360,12857,5311,13112,5207,2018-08-24,"2018-08-24 00:00:00","2018-08-24 00:00:00","2018-08-24 23:56:34",1 178 | 28845372,"2018-08-25 14:00:00","Bournemouth v Everton",Bournemouth,Everton,27618.17,2.66,2.8,73,82,84,78,1752,8887,17622,139344,93,86,80,84,4525,40396,471,4276,534,4426,2018-08-24,"2018-08-24 00:00:00","2018-08-24 00:00:00","2018-08-24 23:56:34",3 179 | 28845378,"2018-08-25 14:00:00","Huddersfield v Cardiff",Huddersfield,Cardiff,19023.6,2.38,3.75,80,85,82,88,1215,1154,20153,20583,92,87,82,83,3866,4310,195,268,416,211,2018-08-24,"2018-08-24 00:00:00","2018-08-24 00:00:00","2018-08-24 23:56:34",3 180 | 28845379,"2018-08-25 14:00:00","Southampton v Leicester",Southampton,"Leicester City",21788.66,2.48,3.25,80,83,79,81,1137,2172,16229,50803,91,85,83,86,8045,18373,446,1617,392,1380,2018-08-24,"2018-08-24 00:00:00","2018-08-24 00:00:00","2018-08-24 23:56:34",2 181 | 28845369,"2018-08-25 11:30:00","Wolves v Man City",Wolves,"Man City",217573.97,12,1.28,76,81,80,84,2812,14245,65275,154527,89,82,80,85,6769,74684,471,6807,398,7651,2018-08-24,"2018-08-24 00:00:00","2018-08-24 00:00:00","2018-08-24 23:56:34",3 182 | 28820799,"2018-08-20 19:00:00","C Palace v Liverpool","Crystal Palace",Liverpool,227385.1,7.6,1.44,84,87,84,87,3265,20858,45327,379679,86,89,84,87,17769,169424,1195,13691,3367,16689,2018-08-19,"2018-08-19 00:00:00","2018-08-19 00:00:00","2018-08-19 23:56:33",2 183 | 28820796,"2018-08-19 15:00:00","Brighton v Man Utd",Brighton,"Man Utd",85472.47,5.4,1.84,75,73,83,63,2100,27017,28207,518831,82,77,81,76,4169,134179,347,13733,325,17491,2018-08-18,"2018-08-18 00:00:00","2018-08-18 00:00:00","2018-08-18 23:56:33",1 184 | 28820790,"2018-08-19 12:30:00","Burnley v Watford",Burnley,Watford,44562.63,2.54,3.4,83,82,79,80,3498,1165,33616,21251,92,86,83,79,2542,3286,234,255,200,223,2018-08-18,"2018-08-18 00:00:00","2018-08-18 00:00:00","2018-08-18 13:56:33",2 185 | 28824829,"2018-08-19 12:30:00","Man City v Huddersfield","Man City",Huddersfield,670940.77,1.09,36,84,80,85,84,20461,1453,143476,21523,80,91,82,80,64598,3721,11398,218,11818,245,2018-08-18,"2018-08-18 00:00:00","2018-08-18 00:00:00","2018-08-18 23:56:33",1 186 | 28820792,"2018-08-18 16:30:00","Chelsea v Arsenal",Chelsea,Arsenal,166838.77,1.84,4.5,85,73,78,73,19450,28690,379879,325811,81,72,84,77,116275,208473,8850,12304,8752,15370,2018-08-17,"2018-08-17 00:00:00","2018-08-17 00:00:00","2018-08-17 23:56:33",1 187 | 28824833,"2018-08-18 14:00:00","Everton v Southampton",Everton,Southampton,205834.59,1.88,5,85,82,75,79,8957,1770,150742,16031,84,91,84,83,39419,8204,3375,292,3240,382,2018-08-17,"2018-08-17 00:00:00","2018-08-17 00:00:00","2018-08-17 23:56:33",1 188 | 28824835,"2018-08-18 14:00:00","Leicester v Wolves","Leicester City",Wolves,103146.56,2.08,3.95,86,85,80,80,2679,3269,48951,73391,86,89,84,86,18604,6923,629,541,729,631,2018-08-17,"2018-08-17 00:00:00","2018-08-17 00:00:00","2018-08-17 23:56:33",1 189 | 28824832,"2018-08-18 14:00:00","Tottenham v Fulham",Tottenham,Fulham,112188.07,1.28,13,66,85,64,87,14568,2511,170636,51027,81,78,72,82,55780,13621,12883,490,10952,431,2018-08-17,"2018-08-17 00:00:00","2018-08-17 00:00:00","2018-08-17 23:56:33",1 190 | 28824831,"2018-08-18 14:00:00","West Ham v Bournemouth","West Ham",Bournemouth,67094.33,2.1,3.8,83,85,73,85,6022,1036,61778,16050,49,95,58,83,41285,4093,5691,348,1950,413,2018-08-17,"2018-08-17 00:00:00","2018-08-17 00:00:00","2018-08-17 23:56:33",2 191 | 28820786,"2018-08-18 11:30:00","Cardiff v Newcastle",Cardiff,Newcastle,78935.78,3.3,2.56,85,74,88,53,1404,6102,17122,113142,89,86,81,82,3144,10481,240,781,191,692,2018-08-17,"2018-08-17 00:00:00","2018-08-17 00:00:00","2018-08-17 23:56:33",3 192 | 28766966,"2018-08-12 15:00:00","Arsenal v Man City",Arsenal,"Man City",235381.12,4,1.94,75,85,77,84,43488,11175,267899,118631,72,82,85,84,189901,72224,10664,5809,11276,6427,2018-08-11,"2018-08-11 00:00:00","2018-08-11 00:00:00","2018-08-11 13:56:49",2 193 | 28766986,"2018-08-12 12:30:00","Liverpool v West Ham",Liverpool,"West Ham",191958.35,1.26,13.5,87,78,84,76,39805,11020,438105,53441,90,46,89,69,191998,37372,14107,6585,18262,6817,2018-08-11,"2018-08-11 00:00:00","2018-08-11 00:00:00","2018-08-11 13:56:49",1 194 | 28766991,"2018-08-12 12:30:00","Southampton v Burnley",Southampton,Burnley,69518.62,1.87,5.2,83,81,81,78,3108,4761,13980,30076,90,91,92,84,8023,2322,3962,313,3982,1252,2018-08-11,"2018-08-11 00:00:00","2018-08-11 00:00:00","2018-08-11 13:56:49",3 195 | 28766993,"2018-08-11 16:30:00","Wolves v Everton",Wolves,Everton,52029.87,2.44,3.25,81,82,80,74,15902,42725,63193,142418,89,86,84,83,2819,36552,832,8725,821,6477,2018-08-10,"2018-08-10 00:00:00","2018-08-10 00:00:00","2018-08-10 23:56:49",3 196 | 28766971,"2018-08-11 14:00:00","Bournemouth v Cardiff",Bournemouth,Cardiff,131275.34,1.9,4.7,85,86,83,89,3641,5166,15481,15029,95,90,89,87,3970,2542,1426,2333,1285,2077,2018-08-10,"2018-08-10 00:00:00","2018-08-10 00:00:00","2018-08-10 23:56:49",1 197 | 28766973,"2018-08-11 14:00:00","Fulham v C Palace",Fulham,"Crystal Palace",76413.33,2.58,3,85,83,86,82,18292,6555,49675,37636,77,86,79,78,12561,14609,9256,3363,8552,3308,2018-08-10,"2018-08-10 00:00:00","2018-08-10 00:00:00","2018-08-10 23:56:49",2 198 | 28766974,"2018-08-11 14:00:00","Huddersfield Town v Chelsea",Huddersfield,Chelsea,149591.6,6.6,1.62,88,76,87,76,4907,101286,20958,407525,92,83,95,74,3624,176283,2108,36272,1866,33669,2018-08-10,"2018-08-10 00:00:00","2018-08-10 00:00:00","2018-08-10 23:56:49",2 199 | 28766992,"2018-08-11 14:00:00","Watford v Brighton",Watford,Brighton,54894.43,2.46,3.4,71,80,77,85,4174,4746,19413,26687,80,82,80,76,3525,4649,447,2051,397,2062,2018-08-10,"2018-08-10 00:00:00","2018-08-10 00:00:00","2018-08-10 23:56:49",1 200 | 28766989,"2018-08-11 11:30:00","Newcastle v Tottenham",Newcastle,Tottenham,350325.31,4.1,2.06,47,56,50,64,24369,30765,105974,139811,87,86,85,83,9071,93844,2143,10499,4494,9439,2018-08-10,"2018-08-10 00:00:00","2018-08-10 00:00:00","2018-08-10 23:56:49",2 201 | 28766987,"2018-08-10 19:00:00","Man Utd v Leicester","Man Utd","Leicester City",636242.05,1.54,8,45,82,59,81,115361,9123,473426,36239,82,90,65,78,195428,28781,17902,3398,19722,2077,2018-08-09,"2018-08-09 00:00:00","2018-08-09 00:00:00","2018-08-09 23:56:48",1 202 | 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