├── LICENSE ├── README.md ├── cli.py ├── data ├── csv_datasets │ └── epl │ │ ├── 2016_season.csv │ │ ├── 2017_season.csv │ │ ├── 2018_season.csv │ │ ├── 2019_season.csv │ │ ├── 2020_season.csv │ │ ├── 2021_season.csv │ │ ├── 2022_season.csv │ │ └── all_seasons.csv └── raw_datasets │ └── epl │ ├── 2016_season.json │ ├── 2017_season.json │ ├── 2018_season.json │ ├── 2019_season.json │ ├── 2020_season.json │ ├── 2021_season.json │ └── 2022_season,json ├── data_scraper ├── api_data_scraper.py └── json_data_processor.py ├── main.py ├── model_comparison ├── bagging_classifier.ipynb ├── decision_tree.ipynb ├── gradient_boosting.ipynb ├── k_nearest_neighbours.ipynb ├── logistic_regression.ipynb ├── model_evaluation.ipynb ├── naive_bayes.ipynb ├── support_vector_machine.ipynb └── xgboost.ipynb ├── predictor.py └── requirements.txt /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2023 Jag 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 | # MatchOutcomeAI 2 | A data-driven approach to predicting football match outcomes using advanced machine learning techniques. This project integrates various algorithms to forecast game results, providing insights for sports betting, team performance analysis, and sports enthusiasts. 3 | 4 | # Getting Started 5 | Prerequisites: `Python 3.x` 6 | 7 | ## Usage 8 | 9 | Your own API key from [API Football](https://www.api-football.com/) must be imported into api_data_scraper.py. 10 | 11 | ```git clone https://github.com/ratloop/MatchOutcomeAI``` 12 | 13 | ```pip install -r requirements.txt``` 14 | 15 | ```py main.py``` 16 | 17 | # Introduction 18 | 19 | ## Problem Statement 20 | Predicting football match outcomes has become increasingly popular due to the rising interest in sports betting and the desire to improve team performance. Accurate predictions can benefit various stakeholders, including fans, coaches, analysts, and bookmakers. However, predicting match results remains a complex task due to numerous factors that influence a game's outcome, such as team form, player performance, and historical data. This project aims to develop a machine learning model capable of providing accurate and logical football match outcome predictions, comparable to those of popular bookmakers. 21 | 22 | ## Objectives 23 | Starting with the primary goal - developing a predictive model capable of generating probabilities that align with the offerings of established bookmakers - the model's performance was both robust and reliable. By leveraging the Gradient Boosting algorithm, it offered predictions that were not only on par with commercial bookmakers but also grounded in statistical accuracy. This accomplishment underscores the effectiveness of the chosen approach and validates the model's utility. 24 | 25 | Secondly, the model achieved a commendable test accuracy of over 50%, a clear indicator of its success. This figure was more than a mere benchmark; it represented a significant achievement in the challenging field of sports predictions, where the complexity and unpredictability of football matches often make precise forecasting a daunting task. The accomplishment in surpassing this threshold indicates the model's credibility and its practical applicability for users looking to understand football match outcomes better. 26 | In addition to the model's predictive power, the application's interface was also a success. The command-line interface provided users with an intuitive and straightforward way to make predictions and review past predictions, ensuring the application was not only accurate but also user-friendly. The adoption of clear and organized menu options further enhanced the user experience, allowing seamless navigation through the application's various features. 27 | 28 | Lastly, the model was designed with an eye towards continuous improvement. By incorporating new data and refining existing features, the system ensures that its predictive power does not stagnate but improves over time. This approach to iterative improvement is essential for staying relevant and accurate in the fast-paced and ever-changing world of football. 29 | 30 | # System Design 31 | 32 | ## Data Scraper 33 | For this predictive model, data was gathered using a purpose-built data scraper. The scraper was designed to fetch data from a specified API (Application Programming Interface), which provides a comprehensive collection of football match data for the Premier League. 34 | The data scraper works by making GET requests to the API's endpoints for each football season. These requests retrieve data in JSON format which includes various details about each match, such as the teams involved, the final score, the date of the match, and other match-specific statistics. The decision to use this particular API was driven by its extensive dataset that offers a wide range of features beneficial for the predictive model. The API is reliable, consistently updated, and provides granular data which is critical for the analysis. 35 | 36 | Available statistics: 37 | * Shots on Goal 38 | * Shots off Goal 39 | * Shots inside box 40 | * Shots outside box 41 | * Total Shots 42 | * Blocked Shots 43 | * Fouls 44 | * Corner Kicks 45 | * Offsides 46 | * Ball Possession 47 | * Yellow Cards 48 | * Red Cards 49 | * Goalkeeper Saves 50 | * Total passes 51 | * Passes accurate 52 | * Passes % 53 | 54 | The data scraping process was facilitated using Python, a language renowned for its robust data manipulation capabilities and extensive libraries. Libraries such as 'requests' and 'json' were employed for HTTP requests and JSON data manipulation respectively. The decision to utilize Python was driven by its ability to streamline the data collection process, allowing us to amass a substantial dataset in a time-efficient manner. 55 | 56 | Upon retrieval, the data is stored in its raw JSON format for each football season, earmarking it for further processing. This method of storage retains an unaltered copy of the original data from the API, enabling us to revisit or troubleshoot the data if necessary. Moreover, it ensures that the data scraping stage needs to be executed only once, thereby conserving resources for subsequent phases of the project. 57 | 58 | The API used was [API Football](https://www.api-football.com/) 59 | 60 | ## Data Engineering 61 | 62 | Data Combination: Since I have data for each Premier League season in separate CSV files, I combine all these datasets into one single CSV file. This allows us to build a model that considers historical data from multiple seasons, thereby improving its predictive capability. 63 | 64 | Feature Creation: The API provides us with a wide range of features, such as goals scored, shots on target, and possession percentage. I utilize these features and create some of my own, such as form from the past 5 games. The addition of these engineered features aims to capture more complex patterns and relationships that can potentially improve the accuracy of the predictive model. 65 | 66 | Data Cleaning: The final step in the data engineering process is cleaning the data. This involves dealing with missing or inconsistent data and ensuring that the dataset is reliable and accurate. It's an important step as the quality of the data used to train the model significantly influences the model's performance. 67 | 68 | The data engineering process was primarily implemented using Python due to its powerful data manipulation libraries like pandas and NumPy. This choice of language ensured a smooth and efficient data processing phase, providing us with a clean, organized dataset ready for visualisation, analysis, and model training 69 | 70 | ## Data Visualisation 71 | 72 | Having a clear, visual understanding of the data is a fundamental part of this project. This step aids in interpreting the dataset, revealing potential patterns, trends, and correlations among different variables. It provides valuable insights before I dive into building the machine learning models. 73 | 74 | Several data visualisation strategies were exploited to delve into the relationships within the features: 75 | 76 | Correlation Matrix: I created a correlation matrix to identify the interdependence between different features in my dataset. This step is crucial as it helps determine which variables exhibit strong positive or negative correlations. This information is valuable during the phase of feature selection for model training. 77 | 78 | ![Correlation Matrix of the Relevant Variables for the Home Team](https://i.imgur.com/ddPhm9b.png) 79 | 80 | This heatmap presents a visual depiction of the correlations among a host of home team statistics such as shots on target, total shots, fouls, corners, offsides, ball possession, yellow cards, red cards, saves made by the goalkeeper, attempted passes, and successful passes. The magnitude and orientation of the correlation between these elements are signified by the depth of the colour and the proportions of the squares. This illustration provides valuable insights into the interplay and potential influence of these varied factors within a game scenario. 81 | 82 | Scatter Plots: I used scatter plots to illustrate the relationships between different pairs of variables. These plots can emphasize correlations, reveal trends, and help spot any outliers or anomalies in the data. 83 | 84 | ![Scatter Plot Matrix of the Relevant Variables for the Home Team](https://i.imgur.com/vuRYwtB.png) 85 | 86 | This scatterplot matrix visualizes the pairwise relationships of shots on target, total shots, fouls, corners, offsides, possession, yellow cards, red cards, goalkeeper saves, attempted passes, and successful passes for the home team. Each plot in the matrix shows the relationship between a pair of these attributes, which allows for a detailed exploration of potential correlations or patterns. This comprehensive view provides critical insights for understanding the multifaceted dynamics of the game. 87 | 88 | I leveraged libraries such as matplotlib and seaborn for data visualisation, which offer an extensive set of tools for creating informative and aesthetically pleasing statistical graphics. With these visual insights, it was better equipped to interpret the data and make more informed decisions during the model training phase. 89 | 90 | ## Model Training 91 | 92 | Logistic Regression: I chose to start with Logistic Regression due to its simplicity and power. Known as a linear classifier, Logistic Regression calculates the probability of a binary outcome based on input features. It then classifies the data accordingly. Despite its simplicity, it can model complex relationships when the input features are nonlinearly transformed or when interaction terms are included. The model was trained using maximum likelihood estimation to find the best fitting model to the data. 93 | 94 | Support Vector Machine (SVM): Next, I employed the Support Vector Machine model. SVM is a versatile machine learning model typically used for classification and regression analysis. Its strength lies in its ability to handle high dimensional data and create complex decision boundaries, even in cases where the number of dimensions exceeds the number of samples. It works by constructing a hyperplane in a high-dimensional space that distinctly classifies the data points. 95 | 96 | K-Nearest Neighbours (KNN): The K-Nearest Neighbours algorithm was another model utilized in this project. Known as a lazy learning algorithm, KNN stores all instances corresponding to training data in a multidimensional space. When a prediction is required for an unseen instance, it searches through the entire training dataset for the K-most similar instances (the neighbours) and returns the most common outcome (in the case of classification) or average (in the case of regression). 97 | 98 | Decision Tree: I also made use of Decision Trees, a type of model that predicts the value of a target variable by learning simple decision rules inferred from the data features. A decision tree model provides a practical approach to decision-making, capturing the possible outcomes, resources, and utilities in a structured format. 99 | 100 | Bagging Classifier, Gradient Boosting, XGBoost: These ensemble models were also incorporated into this project. Ensemble methods, which combine the predictions from several base machine learning algorithms, can provide more accurate predictions than any individual model. Bagging and Boosting are two of the most commonly used ensemble techniques. Bagging (Bootstrap Aggregating) reduces variance by running multiple models in parallel and averaging their predictions, while boosting reduces bias by running multiple models sequentially, each trying to correct the mistakes made by the previous one. 101 | 102 | Naive Bayes: Lastly, I used the Naive Bayes model, a classification technique based on applying Bayes’ Theorem with a strong assumption of independence among predictors. Despite its simplicity and the naive design, Naive Bayes can perform well in many complex real-world situations. 103 | 104 | Each model was trained using the processed dataset and implemented using Python's scikit-learn library. Scikit-learn is a popular tool for machine learning in Python, offering simplicity, efficiency, and flexibility in conducting model training. The performance of each model was evaluated using a hold-out validation set, which was not part of the training data. This strategy ensures a more accurate measure of real-world performance, as it evaluates how well the model can generalize to new, unseen data. 105 | 106 | The diverse selection of models was intentionally chosen to understand which model, and which features from the dataset would yield the most accurate predictions for football match outcomes. By examining different types of models, I had a higher chance of finding one that could capture the unique characteristics and patterns in the data. 107 | 108 | ## Model Comparison 109 | 110 | In the Model Comparison phase, I assessed and compared the performance of each trained model. This comparison allowed us to determine which model performed the best in terms of predicting the outcomes of football matches. The evaluation metrics used for this comparison were Accuracy, Precision, Recall, and F1-Score. 111 | 112 | Accuracy: This is the proportion of true results (both true positives and true negatives) among the total number of cases examined. It is suitable when the target classes are well balanced. 113 | Precision: Precision calculates the percentage of correct positive predictions (True Positives divided by the sum of True Positives and False Positives). It is a good measure to determine when the costs of a False Positive are high. 114 | Recall (Sensitivity): Recall calculates the percentage of correct positive predictions from the actual positives (True Positives divided by the sum of True Positives and False Negatives). It is a good measure to determine when there is a high cost associated with a False Negative. 115 | F1-Score: The F1 Score is the harmonic mean of Precision and Recall and tries to balance both. It is a good measure when you want to seek a balance between Precision and Recall. 116 | 117 | A visual representation of the model comparison was made using a bar chart and heatmap, clearly showing the performance of each model based on the above metrics. 118 | 119 | ![Model Performance Comparison Bar Chart](https://i.imgur.com/UfkDt4U.png) 120 | 121 | ![Model Performance Comparison Heatmap](https://i.imgur.com/yODk4Ik.png) 122 | 123 | In the evaluation process, I also drew comparisons with the predictions provided by Google's football match predictor. Yet, it is crucial to bear in mind that, much like any other predictive model, Google's forecasts are not infallible. The predictions they offer stem from their unique machine learning models and the specific data they utilize, which may differ significantly from mine. Hence, the aim in making this comparison was not to establish an ultimate benchmark for precision but rather to provide another point of reference in this analysis. 124 | 125 | ## Model Performance 126 | 127 | As a fundamental tool in the field of machine learning, Logistic Regression offered a decent baseline for this project. With an accuracy of 61.15%, it demonstrated a reasonable ability to classify match outcomes correctly. Its precision of 48.77% indicates that when it predicted a particular outcome, it was correct nearly half of the time. The recall of 50.94% reflects that it identified about half of the actual outcomes correctly, and the F1-Score of 46.37% provides a balanced measure of the model's precision and recall. While these results were satisfactory, the performance of Logistic Regression was overshadowed by some of the more sophisticated models I employed. 128 | 129 | The Support Vector Machine (SVM), a powerful classification algorithm, achieved an accuracy of 54.42%, revealing a modest capacity to predict match outcomes correctly. Its precision of 39.65% and recall of 40.28% were slightly below my expectations, pointing towards a higher rate of misclassifications compared to Logistic Regression. The F1-Score of 35.05%, a harmonic mean of precision and recall, was likewise lower. These figures led us to explore other machine learning models with greater predictive power. 130 | 131 | The K-Nearest Neighbours (KNN) algorithm, despite its simplicity and intuitive nature, achieved an accuracy of 40.96%, the lowest among the models we tested. This means it classified the outcomes correctly less than half of the time. The precision, recall, and F1-Score were similarly low, standing at 38.09%, 38.12%, and 37.18% respectively. These figures highlight the limitations of simpler models in the face of complex, real-world data sets. 132 | 133 | The Decision Tree model performed better than the KNN model, boasting an accuracy of 60.96%, but it fell short of outperforming Logistic Regression. Its precision and recall scores, at 56.28% and 55.77% respectively, suggest that it classified over half of the instances correctly, but also misclassified a significant portion. Its F1-Score of 55.92% reflects the balance between precision and recall, placing it in the mid-range of performance among the models. 134 | 135 | As an ensemble model, the Random Forest algorithm showed a noticeable improvement, achieving an accuracy of 63.85%. Its precision of 52.58%, recall of 54.60%, and F1-Score of 52.03% were also superior to those of the individual Decision Tree model. This improvement showcases the strength of ensemble methods, which combine the predictions of multiple models to produce more robust results. 136 | 137 | The Bagging Classifier model further demonstrated the power of ensemble methods. It delivered an accuracy of 69.23%, the third highest among the models, and a precision of 63.80%. The recall score of 64.50% and the F1-Score of 63.96% were also impressive, reflecting the model's balanced performance. 138 | 139 | The Gradient Boosting model outperformed all other models in this study. It achieved the highest accuracy, at 77.12%, signifying that it predicted match outcomes correctly over three-quarters of the time. Its precision of 70.62% suggests that when it predicted an outcome, it was right about 70% of the time. Its recall of 69.40% means that it was able to identify nearly 70% of the actual outcomes correctly. The F1-Score of 69.22% is a testament to the model's balanced performance in terms of precision and recall. These outstanding figures underscore the potency of the Gradient Boosting model in tackling the complexity of football match prediction. 140 | 141 | The XGBoost model, a more advanced implementation of gradient boosting, was close behind. It achieved an accuracy of 76.54%, making correct predictions just slightly less often than the Gradient Boosting model. Its precision of 70.82%, recall of 70.49%, and F1-Score of 70.48% were all just marginally below those of the Gradient Boosting model, reflecting its solid performance across the board. 142 | 143 | The Naive Bayes model, a classic machine learning algorithm, offered an accuracy of 56.15%, placing it in the mid-range among the models I tested. Its precision of 50.12%, recall of 50.47%, and F1-Score of 49.35% were all close to 50%, suggesting a balanced, though not outstanding, performance. 144 | 145 | After a thorough analysis of these metrics, I decided to adopt the Gradient Boosting model for the predictor, despite XGBoost having slightly better metric values. The reason for this choice is that the Gradient Boosting model yielded more realistic probabilities, which closely matched the odds given by major bookmakers. This calibration of predicted probabilities is an essential aspect of this project, as it allows the predictions to be interpretable and comparable with external standards. 146 | 147 | ## Predictor 148 | 149 | The project's "Predictor" component is a pivotal module that is embodied in a Python file and designed to work symbiotically with the main.py script. This module plays a central role, harmonizing the diverse facets of this system to provide users with easily digestible predictions for football matches. 150 | 151 | Once the laborious but crucial process of model training and selection concludes, we weave the star performer - the Gradient Boosting model, in this case - into the fabric of the predictor system. When called into action, this module requires the names of two teams set to compete in an upcoming match as inputs. These inputs are then channelled through the meticulously trained Gradient Boosting model. This model, in turn, exploits the rich historical and statistical data we've assembled on the teams to forecast the most probable outcome of the upcoming match. 152 | 153 | The results of the match prediction are presented in a simple yet comprehensive manner. Each game's outcome is partitioned into three discrete possibilities: a win for the home team (Team A), a win for the away team (Team B), and a draw. For instance, when predicting a game between Bournemouth (home) and West Ham (away), the output might appear as follows: 154 | - Bournemouth (Home) Win: 36.12% 155 | - West Ham (Away) Win: 48.24% 156 | - Draw: 15.64% 157 | 158 | These percentages represent the likelihood of each outcome as per the model's calculations. The advantage of this presentation format is twofold. Firstly, it simplifies the complex underlying computations, making the results easily understandable for the users. Secondly, it parallels the odds structure that bookmakers typically use, making the system's output relatable and intuitive even for those who may not be familiar with machine learning or data science concepts. 159 | 160 | In essence, the goal is to make this powerful predictive tool user-friendly and accessible to a broad spectrum of users, whether they are hardcore football enthusiasts, casual viewers, or even professional bettors. This simplicity of understanding, combined with the system's predictive accuracy, can potentially provide valuable insights for users looking to make informed decisions related to football matches. 161 | 162 | The Predictor module is engineered to be resilient and capable of handling missing or atypical inputs gracefully. It incorporates sophisticated error-management mechanisms to insulate the system from failure in the face of unexpected or unforeseen inputs. Instead of succumbing to these anomalies, it responds by providing informative feedback to the user and suggests corrective measures where applicable. 163 | 164 | In designing the Predictor, I prioritized not just robustness but also speed. The Predictor is optimized to churn out predictions in real-time, thereby enabling users to make well-informed decisions promptly. This feature is of particular significance to users who intend to leverage the system for making real-time bets or decisions during a live football match. 165 | 166 | Finally, the Predictor module was conceived with an eye on the future. It is adaptable and scalable, designed to assimilate new data effortlessly as it becomes available. This capability ensures that the model's predictions remain current, accurate, and reflective of the latest trends. Such flexibility renders the system a potent and reliable tool in the ever-evolving and unpredictable realm of football. 167 | 168 | ## User Interface 169 | 170 | The interface of the system has been meticulously designed, giving due consideration to usability and accessibility. Being aware that this tool could be used by individuals with varying levels of technical expertise, I opted for a Command-Line Interface (CLI). This interface, despite its simplicity, provides a powerful conduit for user-system interaction, bridging the gap between the user's inputs and the complex computational operations taking place in the backend. 171 | 172 | Upon initiating the program, the user encounters a main menu, which comprises four clearly labelled options: 173 | 1. Scrape All Datasets 174 | 2. Scrape Current Season Dataset 175 | 3. Make a Prediction 176 | 4. View Previous Prediction 177 | 178 | ![User Interface - Main Screen](https://i.imgur.com/wVyoOjv.png) 179 | 180 | The first two options are centred around data acquisition and processing, which form the backbone of this system. Opting for the first choice, 'Scrape All Datasets', triggers the data scraping process for all historical seasons available. The tool then fetches raw data from the API in the form of JSON files. After the data scraping phase comes to an end, the amassed JSON files undergo a transformation process to convert them into a structured CSV format. This not only allows for a more streamlined storage but also facilitates the data processing tasks in the later stages. 181 | 182 | Option two, named 'Scrape Current Season Dataset', is uniquely dedicated to procuring data for the latest football season. This choice allows users to swiftly update the dataset for the current season, eliminating the need to re-scrape or reprocess data from previous seasons. This task is completed with the production of a well-structured CSV file, poised for further exploration and analysis. 183 | 184 | ![User Interface - Data Scraper](https://i.imgur.com/TXPV6Dt.png) 185 | 186 | 'Make a Prediction', is where users can truly tap into the potential of this predictive system. The user has the liberty to input the names of two football teams, leaving the rest to the system. The prediction model, which has been groomed using pre-processed data and fine-tuned by the Gradient Boosting technique, takes this user input and churns out probabilities for three possible outcomes - Team A clinching a win, Team B securing a victory, or the match concluding in a draw. The output does not stop at mere probabilities. It also includes key performance metrics of the prediction model, including but not limited to, accuracy and the F1-score. This information presents the user with a holistic understanding of the prediction and its underlying credibility. 187 | 188 | ![User Interface - Predictor](https://i.imgur.com/aV5OyYU.png) 189 | 190 | The fourth and final option, 'View Previous Prediction', provides the user with a retrospective lens. All previous predictions made by the user are stored in a JSON file, which can be accessed and reviewed anytime using this option. The tool retrieves the desired prediction from the JSON file and displays it for the user, enabling them to reflect on the past predictions or to compare them with the actual outcomes. 191 | 192 | ![User Interface - View Previous Predictions](https://i.imgur.com/G2HDFXb.png) 193 | 194 | # License 195 | 196 | This project is licensed under the MIT License. 197 | -------------------------------------------------------------------------------- /cli.py: -------------------------------------------------------------------------------- 1 | from os import system 2 | from time import sleep 3 | from sys import platform, stdout 4 | from colorama import Fore, Style 5 | 6 | def clear(): 7 | if platform == "linux" or platform == "linux2": 8 | system('clear') 9 | elif platform == "darwin": 10 | system('clear') 11 | elif platform == "win32": 12 | system('cls') 13 | 14 | def maintitle(): 15 | stdout.write( 16 | f"\x1b]2;Jag's Football Predictor\x07" 17 | ) 18 | 19 | def selection(): 20 | 21 | clear() 22 | maintitle() 23 | 24 | print(Fore.YELLOW + Style.BRIGHT + "\n[0] Exit" + Style.RESET_ALL) 25 | print(Fore.WHITE + "\nMODULES\n" + Style.RESET_ALL) 26 | print(Fore.GREEN + Style.BRIGHT + "[1] Scrape All Datasets" + Style.RESET_ALL) 27 | print(Fore.GREEN + Style.BRIGHT + "[2] Scrape Current Season Dataset" + Style.RESET_ALL) 28 | print(Fore.GREEN + Style.BRIGHT + "[3] Make a Prediction" + Style.RESET_ALL) 29 | print(Fore.GREEN + Style.BRIGHT + "[4] View Previous Prediction" + Style.RESET_ALL) 30 | print("") 31 | 32 | module = input("INPUT\n") 33 | 34 | return module 35 | 36 | def log(message: str): 37 | print(Fore.YELLOW + f"{message}\n"+Style.RESET_ALL) 38 | 39 | def log_input(message: str): 40 | x = input(Fore.YELLOW + f"{message}\n"+Style.RESET_ALL) 41 | return x 42 | 43 | def log_invalid_selection(): 44 | print(Fore.RED + "\nInvalid Selection\n"+Style.RESET_ALL) 45 | sleep(0.15) -------------------------------------------------------------------------------- /data/csv_datasets/epl/2016_season.csv: -------------------------------------------------------------------------------- 1 | fixture_id,season,date,stadium,game_week,home_team,away_team,home_goals,away_goals,ht_home_goals,ht_away_goals,home_shots_on_target,home_shots,home_fouls,home_corners,home_offsides,home_possession,home_yellow_cards,home_red_cards,home_goalkeeper_saves,home_attempted_passes,home_successful_passes,away_shots_on_target,away_shots,away_fouls,away_corners,away_offsides,away_possession,away_yellow_cards,away_red_cards,away_goalkeeper_saves,away_attempted_passes,away_successful_passes 2 | 17317,2016,2017-05-21T14:00:00+00:00,Emirates Stadium,Regular Season - 38,Arsenal,Everton,3,1,2,0,9,17,10,4,0,49,2,1,6,438,369,7,22,15,6,1,51,4,0,6,428,366 3 | 17318,2016,2017-05-21T14:00:00+00:00,Turf Moor,Regular Season - 38,Burnley,West Ham,1,2,1,1,1,9,11,2,0,44,2,0,2,396,278,4,14,14,5,3,56,2,0,0,489,374 4 | 17319,2016,2017-05-21T14:00:00+00:00,Stamford Bridge,Regular Season - 38,Chelsea,Sunderland,5,1,1,1,8,28,8,11,0,70,1,0,2,643,587,3,7,15,1,1,30,1,0,3,269,211 5 | 17320,2016,2017-05-21T14:00:00+00:00,KCOM Stadium,Regular Season - 38,Hull City,Tottenham,1,7,0,3,4,10,14,2,2,34,0,0,7,310,229,14,19,5,3,0,66,0,0,3,600,520 6 | 17321,2016,2017-05-21T14:00:00+00:00,King Power Stadium,Regular Season - 38,Leicester,Bournemouth,1,1,0,1,4,20,11,9,5,48,4,0,3,412,324,4,10,10,1,1,52,1,0,4,446,350 7 | 17322,2016,2017-05-21T14:00:00+00:00,Anfield,Regular Season - 38,Liverpool,Middlesbrough,3,0,1,0,10,25,13,3,1,73,0,0,3,752,670,3,9,8,3,0,27,1,0,7,260,174 8 | 17323,2016,2017-05-21T14:00:00+00:00,Old Trafford,Regular Season - 38,Manchester United,Crystal Palace,2,0,2,0,2,9,16,3,0,58,2,0,1,542,478,1,6,10,6,1,42,0,0,0,360,294 9 | 17324,2016,2017-05-21T14:00:00+00:00,St. Mary's Stadium,Regular Season - 38,Southampton,Stoke City,0,1,0,0,6,15,12,4,3,61,2,0,1,512,431,3,14,10,10,2,39,4,0,6,319,239 10 | 17325,2016,2017-05-21T14:00:00+00:00,Liberty Stadium,Regular Season - 38,Swansea,West Brom,2,1,0,1,2,12,8,7,1,65,1,0,4,589,510,5,16,10,4,0,35,1,0,0,316,251 11 | 17326,2016,2017-05-21T14:00:00+00:00,Vicarage Road,Regular Season - 38,Watford,Manchester City,0,5,0,4,3,6,12,4,0,32,1,0,3,297,224,9,15,10,5,2,68,0,0,2,620,556 12 | 17327,2016,2017-05-18T18:45:00+00:00,King Power Stadium,Regular Season - 34,Leicester,Tottenham,1,6,0,2,5,12,11,4,4,37,3,0,6,321,231,12,26,8,4,2,63,1,0,4,561,476 13 | 17328,2016,2017-05-17T18:45:00+00:00,St. Mary's Stadium,Regular Season - 28,Southampton,Manchester United,0,0,0,0,6,17,7,7,0,52,2,0,1,484,395,1,11,10,3,3,48,1,0,6,450,371 14 | 17329,2016,2017-05-16T19:00:00+00:00,Etihad Stadium,Regular Season - 34,Manchester City,West Brom,3,1,2,0,10,21,8,7,2,70,1,0,1,686,601,2,5,11,1,1,30,2,0,7,282,208 15 | 17330,2016,2017-05-16T18:45:00+00:00,Emirates Stadium,Regular Season - 34,Arsenal,Sunderland,2,0,0,0,13,36,15,17,2,62,4,0,2,543,476,2,6,10,3,3,38,2,0,11,336,251 16 | 17331,2016,2017-05-15T19:00:00+00:00,Stamford Bridge,Regular Season - 28,Chelsea,Watford,4,3,2,1,9,24,7,8,4,47,2,0,0,456,381,3,9,12,3,2,53,6,1,5,522,446 17 | 17332,2016,2017-05-14T15:30:00+00:00,White Hart Lane,Regular Season - 37,Tottenham,Manchester United,2,1,1,0,7,14,14,8,2,60,1,0,1,530,432,2,8,15,3,1,40,2,0,4,356,272 18 | 17333,2016,2017-05-14T13:15:00+00:00,London Stadium,Regular Season - 37,West Ham,Liverpool,0,4,0,1,3,10,5,4,3,33,2,0,7,289,206,11,26,10,6,3,67,0,0,3,594,515 19 | 17334,2016,2017-05-14T11:00:00+00:00,Selhurst Park,Regular Season - 37,Crystal Palace,Hull City,4,0,2,0,4,12,13,3,3,29,3,0,0,200,120,0,9,14,7,1,71,5,0,0,487,388 20 | 17335,2016,2017-05-13T16:30:00+00:00,bet365 Stadium,Regular Season - 37,Stoke City,Arsenal,1,4,0,1,4,10,13,7,3,33,1,0,2,287,199,6,10,7,6,2,67,2,0,3,607,521 21 | 17336,2016,2017-05-13T14:00:00+00:00,Vitality Stadium,Regular Season - 37,Bournemouth,Burnley,2,1,1,0,6,18,6,7,3,54,0,0,2,488,388,3,14,11,1,5,46,1,0,4,397,288 22 | 17337,2016,2017-05-13T14:00:00+00:00,Riverside,Regular Season - 37,Middlesbrough,Southampton,1,2,0,1,3,14,19,6,2,41,3,0,2,367,281,4,14,11,3,0,59,0,0,2,522,439 23 | 17338,2016,2017-05-13T14:00:00+00:00,Stadium of Light,Regular Season - 37,Sunderland,Swansea,0,2,0,2,4,13,13,8,2,52,4,0,1,441,364,3,3,6,4,1,48,0,0,4,400,322 24 | 17339,2016,2017-05-13T11:30:00+00:00,Etihad Stadium,Regular Season - 37,Manchester City,Leicester,2,1,2,1,5,17,12,9,0,65,3,0,3,541,463,4,9,16,3,0,35,3,0,3,276,187 25 | 17340,2016,2017-05-12T19:00:00+00:00,The Hawthorns,Regular Season - 37,West Brom,Chelsea,0,1,0,0,2,7,13,5,3,32,3,0,4,262,194,5,24,8,8,1,68,0,0,2,571,500 26 | 17341,2016,2017-05-12T18:45:00+00:00,Goodison Park,Regular Season - 37,Everton,Watford,1,0,0,0,6,15,7,9,2,62,0,0,2,538,449,2,14,11,8,1,38,3,0,5,317,237 27 | 17342,2016,2017-05-10T18:45:00+00:00,St. Mary's Stadium,Regular Season - 26,Southampton,Arsenal,0,2,0,0,3,14,8,5,2,47,1,0,2,433,350,4,11,5,5,1,53,2,0,3,504,410 28 | 17343,2016,2017-05-08T19:00:00+00:00,Stamford Bridge,Regular Season - 36,Chelsea,Middlesbrough,3,0,2,0,7,21,8,8,0,57,0,0,1,619,531,1,2,21,1,2,43,2,0,4,466,393 29 | 17344,2016,2017-05-07T15:00:00+00:00,Emirates Stadium,Regular Season - 36,Arsenal,Manchester United,2,0,0,0,4,9,14,5,2,50,1,0,4,524,454,4,10,10,9,4,50,0,0,2,530,452 30 | 17345,2016,2017-05-07T12:30:00+00:00,Anfield,Regular Season - 36,Liverpool,Southampton,0,0,0,0,8,17,9,3,1,64,1,0,0,599,499,0,4,4,6,3,36,3,0,8,318,206 31 | 17346,2016,2017-05-06T16:30:00+00:00,Liberty Stadium,Regular Season - 36,Swansea,Everton,1,0,1,0,4,9,5,9,0,37,0,0,2,341,260,2,9,13,5,0,63,0,0,3,568,490 32 | 17347,2016,2017-05-06T14:00:00+00:00,Vitality Stadium,Regular Season - 36,Bournemouth,Stoke City,2,2,0,1,2,12,10,0,1,57,2,0,2,514,439,3,14,15,7,2,43,0,0,1,358,280 33 | 17348,2016,2017-05-06T14:00:00+00:00,Turf Moor,Regular Season - 36,Burnley,West Brom,2,2,0,0,4,14,9,5,3,55,1,0,1,383,271,3,11,14,8,1,45,3,0,3,306,192 34 | 17349,2016,2017-05-06T14:00:00+00:00,KCOM Stadium,Regular Season - 36,Hull City,Sunderland,0,2,0,0,6,16,10,7,0,59,3,0,3,451,358,5,12,8,4,4,41,1,0,5,317,220 35 | 17350,2016,2017-05-06T14:00:00+00:00,King Power Stadium,Regular Season - 36,Leicester,Watford,3,0,1,0,5,11,8,10,5,41,0,0,7,333,248,7,14,10,1,4,59,0,0,3,487,404 36 | 17351,2016,2017-05-06T11:30:00+00:00,Etihad Stadium,Regular Season - 36,Manchester City,Crystal Palace,5,0,1,0,12,26,12,9,2,69,1,0,2,611,538,2,5,8,3,0,31,3,0,7,266,189 37 | 17352,2016,2017-05-05T19:00:00+00:00,London Stadium,Regular Season - 36,West Ham,Tottenham,1,0,0,0,5,13,8,3,3,32,4,0,5,272,184,5,11,9,7,0,68,2,0,4,571,447 38 | 17353,2016,2017-05-01T19:00:00+00:00,Vicarage Road,Regular Season - 35,Watford,Liverpool,0,1,0,1,2,9,11,3,6,40,3,0,7,357,256,8,12,9,5,0,60,1,0,2,537,428 39 | 17354,2016,2017-04-30T15:30:00+00:00,White Hart Lane,Regular Season - 35,Tottenham,Arsenal,2,0,0,0,11,20,7,14,2,51,1,0,4,416,331,4,12,15,5,5,49,3,0,9,405,314 40 | 17355,2016,2017-04-30T13:05:00+00:00,Goodison Park,Regular Season - 35,Everton,Chelsea,0,3,0,0,3,12,13,2,2,49,3,0,2,423,332,5,11,11,4,1,51,4,0,2,426,340 41 | 17356,2016,2017-04-30T13:05:00+00:00,Riverside,Regular Season - 35,Middlesbrough,Manchester City,2,2,1,0,6,14,9,4,1,31,4,0,2,256,174,4,22,9,11,1,69,4,0,4,540,473 42 | 17357,2016,2017-04-30T11:00:00+00:00,Old Trafford,Regular Season - 35,Manchester United,Swansea,1,1,1,0,6,12,11,5,1,55,2,0,3,519,438,4,12,13,2,2,45,2,0,5,425,345 43 | 17358,2016,2017-04-29T16:30:00+00:00,Selhurst Park,Regular Season - 35,Crystal Palace,Burnley,0,2,0,1,5,15,11,14,2,63,2,0,1,463,348,3,9,12,4,1,37,0,0,5,273,176 44 | 17359,2016,2017-04-29T14:00:00+00:00,St. Mary's Stadium,Regular Season - 35,Southampton,Hull City,0,0,0,0,2,11,9,6,2,51,0,0,1,431,331,1,9,13,6,1,49,3,0,2,399,294 45 | 17360,2016,2017-04-29T14:00:00+00:00,bet365 Stadium,Regular Season - 35,Stoke City,West Ham,0,0,0,0,4,19,12,5,2,57,1,0,4,507,402,4,12,3,3,4,43,0,0,4,374,292 46 | 17361,2016,2017-04-29T14:00:00+00:00,Stadium of Light,Regular Season - 35,Sunderland,Bournemouth,0,1,0,0,5,17,13,6,4,40,3,0,5,338,253,7,15,9,5,1,60,2,0,5,501,414 47 | 17362,2016,2017-04-29T14:00:00+00:00,The Hawthorns,Regular Season - 35,West Brom,Leicester,0,1,0,1,4,16,14,5,1,54,2,0,0,392,295,1,6,9,6,1,46,2,0,4,323,225 48 | 17363,2016,2017-04-27T19:00:00+00:00,Etihad Stadium,Regular Season - 26,Manchester City,Manchester United,0,0,0,0,6,19,10,7,2,69,1,0,1,643,556,1,3,8,4,1,31,1,1,6,288,199 49 | 17364,2016,2017-04-26T19:00:00+00:00,Selhurst Park,Regular Season - 28,Crystal Palace,Tottenham,0,1,0,0,1,6,13,2,1,31,3,0,3,264,157,4,18,15,11,0,69,3,0,1,593,492 50 | 17365,2016,2017-04-26T18:45:00+00:00,Emirates Stadium,Regular Season - 28,Arsenal,Leicester,1,0,0,0,5,12,9,12,8,68,2,0,3,692,598,3,7,13,1,6,32,4,0,5,317,222 51 | 17366,2016,2017-04-26T18:45:00+00:00,Riverside,Regular Season - 28,Middlesbrough,Sunderland,1,0,1,0,2,6,15,3,1,48,3,0,4,397,282,4,10,11,5,6,52,3,0,1,416,302 52 | 17367,2016,2017-04-25T18:45:00+00:00,Stamford Bridge,Regular Season - 34,Chelsea,Southampton,4,2,2,1,7,17,13,6,0,47,2,0,2,477,388,4,12,9,7,2,53,2,0,3,509,427 53 | 17368,2016,2017-04-23T15:30:00+00:00,Anfield,Regular Season - 34,Liverpool,Crystal Palace,1,2,1,1,1,14,8,4,0,72,1,0,1,626,520,3,7,10,3,3,28,2,0,0,234,140 54 | 17369,2016,2017-04-23T13:15:00+00:00,Turf Moor,Regular Season - 34,Burnley,Manchester United,0,2,0,2,0,8,17,3,3,45,2,0,4,385,274,6,12,16,3,1,55,1,0,0,471,369 55 | 17370,2016,2017-04-22T14:00:00+00:00,Vitality Stadium,Regular Season - 34,Bournemouth,Middlesbrough,4,0,2,0,10,21,4,4,2,68,0,0,2,601,540,2,5,14,3,2,32,4,1,6,276,215 56 | 17371,2016,2017-04-22T14:00:00+00:00,KCOM Stadium,Regular Season - 34,Hull City,Watford,2,0,0,0,3,8,10,4,2,34,3,1,2,300,206,2,14,11,7,2,66,1,0,1,573,487 57 | 17372,2016,2017-04-22T14:00:00+00:00,Liberty Stadium,Regular Season - 34,Swansea,Stoke City,2,0,1,0,6,10,5,11,1,45,2,0,3,365,300,3,9,14,4,1,55,2,0,4,455,389 58 | 17373,2016,2017-04-22T14:00:00+00:00,London Stadium,Regular Season - 34,West Ham,Everton,0,0,0,0,3,15,9,8,1,40,2,0,0,346,257,0,4,15,4,2,60,3,0,3,524,430 59 | 17374,2016,2017-04-17T19:00:00+00:00,Riverside,Regular Season - 33,Middlesbrough,Arsenal,1,2,0,1,5,13,11,2,3,35,2,0,2,308,216,4,12,16,4,0,65,2,0,4,584,492 60 | 17375,2016,2017-04-16T15:00:00+00:00,Old Trafford,Regular Season - 33,Manchester United,Chelsea,2,0,1,0,3,9,16,1,1,46,3,0,0,416,320,0,5,20,3,1,54,3,0,1,479,379 61 | 17376,2016,2017-04-16T12:30:00+00:00,The Hawthorns,Regular Season - 33,West Brom,Liverpool,0,1,0,1,2,7,15,4,6,36,3,0,1,311,213,2,15,9,4,2,64,1,0,2,566,464 62 | 17377,2016,2017-04-15T16:30:00+00:00,St. Mary's Stadium,Regular Season - 33,Southampton,Manchester City,0,3,0,0,1,8,9,4,0,41,3,0,2,434,344,5,18,8,8,0,59,0,0,1,628,547 63 | 17378,2016,2017-04-15T14:00:00+00:00,Selhurst Park,Regular Season - 33,Crystal Palace,Leicester,2,2,0,1,4,15,10,8,0,57,0,0,0,420,309,2,6,16,5,0,43,2,0,2,311,198 64 | 17379,2016,2017-04-15T14:00:00+00:00,Goodison Park,Regular Season - 33,Everton,Burnley,3,1,0,0,7,29,15,6,3,63,2,0,3,529,446,6,13,14,7,0,37,0,0,5,301,197 65 | 17380,2016,2017-04-15T14:00:00+00:00,bet365 Stadium,Regular Season - 33,Stoke City,Hull City,3,1,1,0,4,14,12,3,4,44,0,0,2,359,264,3,14,5,7,3,56,2,0,1,436,330 66 | 17381,2016,2017-04-15T14:00:00+00:00,Stadium of Light,Regular Season - 33,Sunderland,West Ham,2,2,1,1,4,14,14,7,2,47,1,0,1,367,285,3,7,10,1,0,53,2,1,2,416,322 67 | 17382,2016,2017-04-15T14:00:00+00:00,Vicarage Road,Regular Season - 33,Watford,Swansea,1,0,1,0,7,15,8,6,4,53,0,0,4,446,347,4,13,13,2,2,47,0,0,6,381,291 68 | 17383,2016,2017-04-15T11:30:00+00:00,White Hart Lane,Regular Season - 33,Tottenham,Bournemouth,4,0,2,0,14,24,8,13,3,68,0,0,1,655,582,1,5,10,1,2,32,1,0,10,297,219 69 | 17384,2016,2017-04-10T19:00:00+00:00,Selhurst Park,Regular Season - 32,Crystal Palace,Arsenal,3,0,1,0,6,17,11,5,5,27,0,0,3,233,151,3,11,10,8,2,73,1,0,3,628,529 70 | 17385,2016,2017-04-09T15:00:00+00:00,Goodison Park,Regular Season - 32,Everton,Leicester,4,2,3,2,7,12,8,4,0,60,2,0,2,594,479,4,6,15,6,0,40,2,0,3,382,279 71 | 17386,2016,2017-04-09T12:30:00+00:00,Stadium of Light,Regular Season - 32,Sunderland,Manchester United,0,3,0,1,4,9,14,4,2,29,1,1,6,237,158,9,18,20,5,2,71,5,0,4,582,506 72 | 17387,2016,2017-04-08T16:30:00+00:00,Vitality Stadium,Regular Season - 32,Bournemouth,Chelsea,1,3,1,2,1,11,7,4,0,51,2,0,3,540,466,5,15,11,4,1,49,3,0,1,524,457 73 | 17388,2016,2017-04-08T14:00:00+00:00,Etihad Stadium,Regular Season - 32,Manchester City,Hull City,3,1,1,0,7,23,6,7,1,67,0,0,0,713,644,1,7,8,3,2,33,2,0,6,340,257 74 | 17389,2016,2017-04-08T14:00:00+00:00,Riverside,Regular Season - 32,Middlesbrough,Burnley,0,0,0,0,5,13,9,4,2,57,0,0,2,451,372,2,7,12,3,2,43,3,0,3,340,259 75 | 17390,2016,2017-04-08T14:00:00+00:00,bet365 Stadium,Regular Season - 32,Stoke City,Liverpool,1,2,1,0,4,9,7,5,7,44,0,0,2,380,281,4,15,11,8,2,56,2,0,3,486,380 76 | 17391,2016,2017-04-08T14:00:00+00:00,The Hawthorns,Regular Season - 32,West Brom,Southampton,0,1,0,1,6,17,12,7,1,41,2,0,2,383,280,3,10,12,3,0,59,2,0,6,549,448 77 | 17392,2016,2017-04-08T14:00:00+00:00,London Stadium,Regular Season - 32,West Ham,Swansea,1,0,1,0,6,14,12,4,2,46,5,0,1,361,267,1,5,12,3,0,54,1,0,5,413,321 78 | 17393,2016,2017-04-08T11:30:00+00:00,White Hart Lane,Regular Season - 32,Tottenham,Watford,4,0,3,0,6,19,12,7,1,58,0,0,2,501,436,2,8,12,5,1,42,1,0,2,343,276 79 | 17394,2016,2017-04-05T19:00:00+00:00,Stamford Bridge,Regular Season - 31,Chelsea,Manchester City,2,1,2,1,4,10,10,2,1,39,1,0,6,399,307,7,17,14,9,0,61,3,0,2,616,541 80 | 17395,2016,2017-04-05T19:00:00+00:00,Anfield,Regular Season - 31,Liverpool,Bournemouth,2,2,1,1,8,20,11,7,2,66,1,0,0,588,494,2,8,8,2,0,34,1,0,6,302,213 81 | 17396,2016,2017-04-05T18:45:00+00:00,Emirates Stadium,Regular Season - 31,Arsenal,West Ham,3,0,0,0,8,21,11,5,2,65,2,0,2,680,596,2,7,5,0,3,35,2,0,5,347,266 82 | 17397,2016,2017-04-05T18:45:00+00:00,KCOM Stadium,Regular Season - 31,Hull City,Middlesbrough,4,2,3,2,5,17,13,8,1,47,2,0,2,400,307,4,12,12,4,1,53,1,0,1,433,326 83 | 17398,2016,2017-04-05T18:45:00+00:00,St. Mary's Stadium,Regular Season - 31,Southampton,Crystal Palace,3,1,1,1,9,25,16,11,1,61,2,0,2,401,330,3,17,11,11,1,39,1,0,4,252,167 84 | 17399,2016,2017-04-05T18:45:00+00:00,Liberty Stadium,Regular Season - 31,Swansea,Tottenham,1,3,1,0,1,4,7,5,3,28,1,0,5,246,170,8,18,8,7,4,72,1,0,0,642,558 85 | 17400,2016,2017-04-04T19:00:00+00:00,Old Trafford,Regular Season - 31,Manchester United,Everton,1,1,0,1,3,18,10,6,3,61,1,0,3,576,494,4,11,18,5,3,39,4,1,2,370,283 86 | 17401,2016,2017-04-04T18:45:00+00:00,Turf Moor,Regular Season - 31,Burnley,Stoke City,1,0,0,0,3,7,9,3,4,48,3,0,2,372,242,2,15,16,5,3,52,2,0,2,400,275 87 | 17402,2016,2017-04-04T18:45:00+00:00,King Power Stadium,Regular Season - 31,Leicester,Sunderland,2,0,0,0,8,19,12,5,1,54,0,0,4,400,312,3,15,13,6,3,46,1,0,6,328,223 88 | 17403,2016,2017-04-04T18:45:00+00:00,Vicarage Road,Regular Season - 31,Watford,West Brom,2,0,1,0,2,9,11,5,1,55,3,1,2,441,373,2,18,14,6,0,45,4,0,0,335,258 89 | 17404,2016,2017-04-02T15:00:00+00:00,Emirates Stadium,Regular Season - 30,Arsenal,Manchester City,2,2,1,2,3,8,8,3,5,44,3,0,3,405,306,5,14,15,8,6,56,2,0,1,506,398 90 | 17405,2016,2017-04-02T12:30:00+00:00,Liberty Stadium,Regular Season - 30,Swansea,Middlesbrough,0,0,0,0,3,15,9,11,1,55,2,0,1,420,334,1,8,16,3,0,45,3,0,3,358,259 91 | 17406,2016,2017-04-01T16:30:00+00:00,St. Mary's Stadium,Regular Season - 30,Southampton,Bournemouth,0,0,0,0,4,14,14,6,4,61,1,0,2,554,459,3,12,8,3,1,39,0,0,4,347,261 92 | 17407,2016,2017-04-01T14:00:00+00:00,Turf Moor,Regular Season - 30,Burnley,Tottenham,0,2,0,0,2,13,9,3,5,39,2,0,5,361,248,7,19,6,7,1,61,0,0,2,573,467 93 | 17408,2016,2017-04-01T14:00:00+00:00,Stamford Bridge,Regular Season - 30,Chelsea,Crystal Palace,1,2,1,2,11,24,12,9,4,72,3,0,1,608,528,3,8,14,3,2,28,2,0,10,229,162 94 | 17409,2016,2017-04-01T14:00:00+00:00,KCOM Stadium,Regular Season - 30,Hull City,West Ham,2,1,0,1,3,7,16,5,2,45,2,0,3,385,259,4,12,9,5,1,55,2,0,1,454,357 95 | 17410,2016,2017-04-01T14:00:00+00:00,King Power Stadium,Regular Season - 30,Leicester,Stoke City,2,0,1,0,10,23,7,10,1,48,1,0,2,394,277,2,10,11,4,4,52,4,0,8,418,310 96 | 17411,2016,2017-04-01T14:00:00+00:00,Old Trafford,Regular Season - 30,Manchester United,West Brom,0,0,0,0,3,18,15,6,0,74,3,0,1,761,672,1,3,13,1,0,26,3,0,3,261,166 97 | 17412,2016,2017-04-01T14:00:00+00:00,Vicarage Road,Regular Season - 30,Watford,Sunderland,1,0,0,0,10,23,12,13,1,56,1,0,3,387,318,3,11,8,9,0,44,3,0,9,302,208 98 | 17413,2016,2017-04-01T11:30:00+00:00,Anfield,Regular Season - 30,Liverpool,Everton,3,1,2,1,6,10,17,2,1,51,1,0,3,472,368,4,9,10,3,1,49,3,0,2,429,312 99 | 17414,2016,2017-03-19T16:30:00+00:00,Etihad Stadium,Regular Season - 29,Manchester City,Liverpool,1,1,0,0,3,13,14,9,6,59,3,0,3,563,489,4,13,7,8,2,41,3,0,2,383,299 100 | 17415,2016,2017-03-19T14:15:00+00:00,White Hart Lane,Regular Season - 29,Tottenham,Southampton,2,1,2,0,6,12,12,5,2,50,3,0,2,456,341,3,8,13,1,7,50,3,0,4,443,332 101 | 17416,2016,2017-03-19T12:00:00+00:00,Riverside,Regular Season - 29,Middlesbrough,Manchester United,1,3,0,1,3,10,9,8,0,63,1,0,3,555,460,6,14,8,3,1,37,1,0,2,326,239 102 | 17417,2016,2017-03-18T17:30:00+00:00,Vitality Stadium,Regular Season - 29,Bournemouth,Swansea,2,0,1,0,6,12,10,2,2,47,0,0,1,449,359,1,10,9,4,1,53,2,0,5,476,374 103 | 17418,2016,2017-03-18T15:00:00+00:00,Selhurst Park,Regular Season - 29,Crystal Palace,Watford,1,0,0,0,0,7,8,3,1,43,0,0,2,284,187,2,6,15,2,1,57,2,0,0,394,272 104 | 17419,2016,2017-03-18T15:00:00+00:00,Goodison Park,Regular Season - 29,Everton,Hull City,4,0,1,0,8,14,9,5,4,51,2,0,0,469,377,0,6,7,8,0,49,0,1,4,425,316 105 | 17420,2016,2017-03-18T15:00:00+00:00,bet365 Stadium,Regular Season - 29,Stoke City,Chelsea,1,2,1,1,1,5,16,5,3,36,6,1,5,290,194,7,20,11,11,2,64,2,0,0,522,439 106 | 17421,2016,2017-03-18T15:00:00+00:00,Stadium of Light,Regular Season - 29,Sunderland,Burnley,0,0,0,0,5,14,14,3,0,44,3,0,3,297,186,3,16,7,5,1,56,1,0,5,384,272 107 | 17422,2016,2017-03-18T15:00:00+00:00,London Stadium,Regular Season - 29,West Ham,Leicester,2,3,1,3,7,20,10,6,2,58,0,0,2,478,394,5,11,14,5,0,42,1,0,4,354,234 108 | 17423,2016,2017-03-18T12:30:00+00:00,The Hawthorns,Regular Season - 29,West Brom,Arsenal,3,1,1,1,8,12,5,4,2,23,1,0,1,221,130,2,11,6,5,1,77,0,0,4,752,659 109 | 17424,2016,2017-03-12T16:00:00+00:00,Anfield,Regular Season - 28,Liverpool,Burnley,2,1,1,1,3,10,12,11,3,63,2,0,0,558,423,1,11,16,1,3,37,2,0,1,309,194 110 | 17425,2016,2017-03-11T15:00:00+00:00,Vitality Stadium,Regular Season - 28,Bournemouth,West Ham,3,2,1,1,9,22,20,5,0,51,4,0,5,358,270,7,16,15,6,0,49,2,0,6,340,257 111 | 17426,2016,2017-03-11T15:00:00+00:00,Goodison Park,Regular Season - 28,Everton,West Brom,3,0,2,0,5,16,8,4,0,62,1,0,2,605,489,2,5,12,6,0,38,2,0,2,352,248 112 | 17427,2016,2017-03-11T15:00:00+00:00,KCOM Stadium,Regular Season - 28,Hull City,Swansea,2,1,0,0,7,15,14,2,7,49,3,0,2,376,291,3,11,5,7,3,51,1,0,4,377,283 113 | 17428,2016,2017-03-08T20:00:00+00:00,Etihad Stadium,Regular Season - 28,Manchester City,Stoke City,0,0,0,0,1,12,8,8,1,65,1,0,2,621,515,2,5,11,1,1,35,3,0,1,331,228 114 | 17429,2016,2017-03-06T20:00:00+00:00,London Stadium,Regular Season - 27,West Ham,Chelsea,1,2,0,1,2,11,8,6,1,51,0,0,2,554,463,4,9,8,4,1,49,1,0,0,530,445 115 | 17430,2016,2017-03-05T16:00:00+00:00,Stadium of Light,Regular Season - 27,Sunderland,Manchester City,0,2,0,1,3,11,11,6,4,29,1,0,5,287,200,7,14,4,4,3,71,0,0,3,718,642 116 | 17431,2016,2017-03-05T13:30:00+00:00,White Hart Lane,Regular Season - 27,Tottenham,Everton,3,2,1,0,7,20,9,7,2,51,1,0,2,462,367,4,8,14,2,4,49,2,0,4,440,328 117 | 17432,2016,2017-03-04T17:30:00+00:00,Anfield,Regular Season - 27,Liverpool,Arsenal,3,1,2,0,7,18,8,9,5,53,1,0,2,456,343,3,7,15,3,3,47,2,0,4,405,313 118 | 17433,2016,2017-03-04T15:00:00+00:00,King Power Stadium,Regular Season - 27,Leicester,Hull City,3,1,1,1,5,17,12,10,1,49,1,0,3,396,285,4,10,13,4,0,51,1,0,3,410,314 119 | 17434,2016,2017-03-04T15:00:00+00:00,bet365 Stadium,Regular Season - 27,Stoke City,Middlesbrough,2,0,2,0,8,13,16,6,1,54,1,0,2,435,340,2,8,20,1,4,46,2,0,5,369,277 120 | 17435,2016,2017-03-04T15:00:00+00:00,Liberty Stadium,Regular Season - 27,Swansea,Burnley,3,2,1,1,9,24,7,9,1,71,2,0,2,580,496,4,6,13,2,1,29,2,0,5,248,162 121 | 17436,2016,2017-03-04T15:00:00+00:00,Vicarage Road,Regular Season - 27,Watford,Southampton,3,4,1,2,4,16,16,6,2,37,3,0,7,258,156,11,20,9,5,2,63,2,0,1,446,338 122 | 17437,2016,2017-03-04T15:00:00+00:00,The Hawthorns,Regular Season - 27,West Brom,Crystal Palace,0,2,0,0,1,11,8,5,0,51,0,0,1,370,266,4,10,12,5,0,49,1,0,1,341,240 123 | 17438,2016,2017-03-04T12:30:00+00:00,Old Trafford,Regular Season - 27,Manchester United,Bournemouth,1,1,1,1,7,20,9,15,3,68,3,0,0,620,539,1,3,11,2,0,32,4,1,6,294,219 124 | 17439,2016,2017-02-27T20:00:00+00:00,King Power Stadium,Regular Season - 26,Leicester,Liverpool,3,1,2,0,8,14,8,5,3,30,0,0,6,277,159,7,17,5,12,2,70,0,0,5,620,526 125 | 17440,2016,2017-02-26T13:30:00+00:00,White Hart Lane,Regular Season - 26,Tottenham,Stoke City,4,0,4,0,9,21,11,8,1,64,2,0,3,588,504,3,5,14,5,2,36,3,0,5,317,219 126 | 17441,2016,2017-02-25T17:30:00+00:00,Vicarage Road,Regular Season - 26,Watford,West Ham,1,1,1,0,1,9,18,4,2,35,4,0,1,258,168,2,13,14,6,2,65,3,1,0,463,370 127 | 17442,2016,2017-02-25T15:00:00+00:00,Stamford Bridge,Regular Season - 26,Chelsea,Swansea,3,1,1,1,5,16,11,8,1,65,1,0,1,734,636,2,3,14,1,0,35,3,0,2,382,291 128 | 17443,2016,2017-02-25T15:00:00+00:00,Selhurst Park,Regular Season - 26,Crystal Palace,Middlesbrough,1,0,1,0,3,15,13,4,2,45,3,0,4,347,251,4,11,15,2,0,55,1,0,2,430,327 129 | 17444,2016,2017-02-25T15:00:00+00:00,Goodison Park,Regular Season - 26,Everton,Sunderland,2,0,1,0,8,20,10,10,1,63,0,0,1,512,427,1,10,16,6,0,37,2,0,6,285,182 130 | 17445,2016,2017-02-25T15:00:00+00:00,KCOM Stadium,Regular Season - 26,Hull City,Burnley,1,1,0,0,1,15,8,6,0,66,1,0,2,477,371,3,11,13,3,6,34,3,1,0,240,136 131 | 17446,2016,2017-02-25T15:00:00+00:00,The Hawthorns,Regular Season - 26,West Brom,Bournemouth,2,1,2,1,4,13,12,8,4,32,2,0,3,297,215,4,12,5,6,0,68,0,0,2,649,556 132 | 17447,2016,2017-02-13T20:00:00+00:00,Vitality Stadium,Regular Season - 25,Bournemouth,Manchester City,0,2,0,1,1,5,8,3,2,37,2,0,4,362,282,5,17,11,7,2,63,3,0,1,598,522 133 | 17448,2016,2017-02-12T16:00:00+00:00,Liberty Stadium,Regular Season - 25,Swansea,Leicester,2,0,2,0,4,10,7,7,0,49,2,0,1,478,352,1,9,14,3,0,51,2,0,2,505,371 134 | 17449,2016,2017-02-12T13:30:00+00:00,Turf Moor,Regular Season - 25,Burnley,Chelsea,1,1,1,1,4,7,12,1,3,28,3,0,1,291,182,2,13,11,1,0,72,2,0,3,729,615 135 | 17450,2016,2017-02-11T17:30:00+00:00,Anfield,Regular Season - 25,Liverpool,Tottenham,2,0,2,0,9,17,14,10,2,50,3,0,2,425,299,2,7,14,3,1,50,5,0,7,421,297 136 | 17451,2016,2017-02-11T15:00:00+00:00,Old Trafford,Regular Season - 25,Manchester United,Watford,2,0,1,0,11,22,10,5,5,57,1,0,3,587,496,3,9,12,1,0,43,0,0,9,426,327 137 | 17452,2016,2017-02-11T15:00:00+00:00,Riverside,Regular Season - 25,Middlesbrough,Everton,0,0,0,0,3,9,14,5,0,45,2,0,3,470,344,3,7,9,2,2,55,0,0,3,562,455 138 | 17453,2016,2017-02-11T15:00:00+00:00,bet365 Stadium,Regular Season - 25,Stoke City,Crystal Palace,1,0,0,0,4,7,10,5,3,57,1,0,1,451,339,1,6,14,5,2,43,3,0,2,327,227 139 | 17454,2016,2017-02-11T15:00:00+00:00,Stadium of Light,Regular Season - 25,Sunderland,Southampton,0,4,0,2,1,6,12,6,1,46,1,0,5,448,348,8,15,15,2,2,54,0,0,1,524,437 140 | 17455,2016,2017-02-11T15:00:00+00:00,London Stadium,Regular Season - 25,West Ham,West Brom,2,2,0,1,4,16,7,7,3,65,3,0,1,532,445,3,8,14,5,1,35,2,0,2,282,183 141 | 17456,2016,2017-02-11T12:30:00+00:00,Emirates Stadium,Regular Season - 25,Arsenal,Hull City,2,0,1,0,7,17,12,3,4,49,3,0,4,483,389,4,9,9,8,0,51,1,1,3,479,385 142 | 17457,2016,2017-02-05T16:00:00+00:00,King Power Stadium,Regular Season - 24,Leicester,Manchester United,0,3,0,2,1,11,12,10,1,32,2,0,6,292,192,9,16,13,3,2,68,4,0,1,644,542 143 | 17458,2016,2017-02-05T13:30:00+00:00,Etihad Stadium,Regular Season - 24,Manchester City,Swansea,2,1,1,0,5,17,9,10,4,68,2,0,1,704,624,2,4,13,3,0,32,3,0,3,323,216 144 | 17459,2016,2017-02-04T17:30:00+00:00,White Hart Lane,Regular Season - 24,Tottenham,Middlesbrough,1,0,0,0,5,17,8,11,5,65,0,0,0,583,494,0,8,11,2,1,35,1,0,4,315,216 145 | 17460,2016,2017-02-04T15:00:00+00:00,Selhurst Park,Regular Season - 24,Crystal Palace,Sunderland,0,4,0,4,9,21,9,7,1,65,3,0,3,502,413,7,10,8,1,1,35,3,0,8,278,198 146 | 17461,2016,2017-02-04T15:00:00+00:00,Goodison Park,Regular Season - 24,Everton,Bournemouth,6,3,3,0,10,15,14,4,4,45,3,0,5,477,391,8,18,4,8,0,55,1,0,4,555,477 147 | 17462,2016,2017-02-04T15:00:00+00:00,KCOM Stadium,Regular Season - 24,Hull City,Liverpool,2,0,1,0,4,7,9,1,2,27,2,0,5,255,159,5,22,12,15,1,73,1,0,2,636,526 148 | 17463,2016,2017-02-04T15:00:00+00:00,St. Mary's Stadium,Regular Season - 24,Southampton,West Ham,1,3,1,2,7,21,12,3,2,55,0,0,1,474,388,4,6,15,2,3,45,2,0,6,390,296 149 | 17464,2016,2017-02-04T15:00:00+00:00,Vicarage Road,Regular Season - 24,Watford,Burnley,2,1,2,0,7,16,12,3,2,60,5,0,5,520,398,7,11,10,6,4,40,0,1,5,338,204 150 | 17465,2016,2017-02-04T15:00:00+00:00,The Hawthorns,Regular Season - 24,West Brom,Stoke City,1,0,1,0,4,15,6,5,3,37,2,0,2,316,222,2,12,13,6,2,63,2,0,3,523,423 151 | 17466,2016,2017-02-04T12:30:00+00:00,Stamford Bridge,Regular Season - 24,Chelsea,Arsenal,3,1,1,0,6,13,14,10,4,41,1,0,4,410,326,5,9,8,13,3,59,1,0,3,561,472 152 | 17467,2016,2017-02-01T20:00:00+00:00,Old Trafford,Regular Season - 23,Manchester United,Hull City,0,0,0,0,6,16,20,7,6,67,1,0,2,634,538,2,6,16,1,1,33,4,0,6,314,228 153 | 17468,2016,2017-02-01T20:00:00+00:00,bet365 Stadium,Regular Season - 23,Stoke City,Everton,1,1,1,1,7,14,21,5,1,47,1,0,5,422,329,5,15,12,5,3,53,0,0,5,485,383 154 | 17469,2016,2017-02-01T19:45:00+00:00,London Stadium,Regular Season - 23,West Ham,Manchester City,0,4,0,3,1,6,11,2,6,29,3,0,0,281,211,4,11,14,4,3,71,3,0,1,673,591 155 | 17470,2016,2017-01-31T20:00:00+00:00,Anfield,Regular Season - 23,Liverpool,Chelsea,1,1,0,1,3,7,13,3,5,62,2,0,1,638,507,2,8,8,3,3,38,1,0,2,386,267 156 | 17471,2016,2017-01-31T19:45:00+00:00,Emirates Stadium,Regular Season - 23,Arsenal,Watford,1,2,0,2,5,20,12,9,2,73,3,0,4,598,503,6,10,15,5,1,27,3,0,4,207,125 157 | 17472,2016,2017-01-31T19:45:00+00:00,Vitality Stadium,Regular Season - 23,Bournemouth,Crystal Palace,0,2,0,0,2,10,14,2,1,65,0,0,2,453,377,4,11,23,3,0,35,4,0,2,233,154 158 | 17473,2016,2017-01-31T19:45:00+00:00,Turf Moor,Regular Season - 23,Burnley,Leicester,1,0,0,0,3,24,4,10,1,59,1,0,5,422,286,5,13,8,2,4,41,0,0,2,286,160 159 | 17474,2016,2017-01-31T19:45:00+00:00,Riverside,Regular Season - 23,Middlesbrough,West Brom,1,1,1,1,3,11,12,4,0,61,2,0,4,482,384,5,15,13,3,2,39,1,0,4,288,201 160 | 17475,2016,2017-01-31T19:45:00+00:00,Stadium of Light,Regular Season - 23,Sunderland,Tottenham,0,0,0,0,1,3,9,2,2,28,2,0,3,226,140,3,14,13,12,3,72,0,0,1,557,468 161 | 17476,2016,2017-01-31T19:45:00+00:00,Liberty Stadium,Regular Season - 23,Swansea,Southampton,2,1,1,0,5,12,10,5,1,43,2,0,1,421,340,2,10,19,4,1,57,0,0,3,553,469 162 | 17477,2016,2017-01-22T16:30:00+00:00,Stamford Bridge,Regular Season - 22,Chelsea,Hull City,2,0,1,0,5,9,12,9,1,52,1,0,4,559,469,4,9,10,7,1,48,3,0,3,512,426 163 | 17478,2016,2017-01-22T14:15:00+00:00,Emirates Stadium,Regular Season - 22,Arsenal,Burnley,2,1,0,0,8,24,12,10,2,69,1,1,6,578,502,7,13,11,4,0,31,3,0,6,237,158 164 | 17479,2016,2017-01-22T12:00:00+00:00,St. Mary's Stadium,Regular Season - 22,Southampton,Leicester,3,0,2,0,7,20,8,7,3,60,0,0,2,500,362,2,11,10,2,1,40,1,0,4,337,200 165 | 17480,2016,2017-01-21T17:30:00+00:00,Etihad Stadium,Regular Season - 22,Manchester City,Tottenham,2,2,0,0,7,17,10,5,3,54,2,0,0,473,361,2,6,7,4,5,46,4,0,5,399,287 166 | 17481,2016,2017-01-21T15:00:00+00:00,Vitality Stadium,Regular Season - 22,Bournemouth,Watford,2,2,0,1,5,15,6,9,3,62,1,0,1,526,415,3,10,16,4,2,38,2,0,3,319,200 167 | 17482,2016,2017-01-21T15:00:00+00:00,Selhurst Park,Regular Season - 22,Crystal Palace,Everton,0,1,0,0,2,8,10,8,1,44,0,0,7,371,272,8,17,15,7,1,56,1,0,2,476,379 168 | 17483,2016,2017-01-21T15:00:00+00:00,Riverside,Regular Season - 22,Middlesbrough,West Ham,1,3,1,2,2,11,7,7,2,61,2,0,2,529,426,5,13,14,5,0,39,1,0,1,338,255 169 | 17484,2016,2017-01-21T15:00:00+00:00,bet365 Stadium,Regular Season - 22,Stoke City,Manchester United,1,1,1,0,1,6,13,1,0,34,4,0,7,331,235,8,25,12,7,6,66,0,0,1,591,499 170 | 17485,2016,2017-01-21T15:00:00+00:00,The Hawthorns,Regular Season - 22,West Brom,Sunderland,2,0,2,0,5,14,15,1,2,44,1,0,3,355,267,3,9,12,4,1,56,1,0,3,451,360 171 | 17486,2016,2017-01-21T12:30:00+00:00,Anfield,Regular Season - 22,Liverpool,Swansea,2,3,0,0,5,16,7,6,2,73,1,0,0,785,683,3,6,7,3,1,27,1,0,3,288,215 172 | 17487,2016,2017-01-15T16:00:00+00:00,Old Trafford,Regular Season - 21,Manchester United,Liverpool,1,1,0,1,3,9,17,5,4,55,1,0,3,487,373,4,13,13,7,2,45,3,0,2,389,279 173 | 17488,2016,2017-01-15T13:30:00+00:00,Goodison Park,Regular Season - 21,Everton,Manchester City,4,0,1,0,4,6,17,3,4,29,2,0,4,270,183,5,13,7,6,4,71,2,0,0,672,593 174 | 17489,2016,2017-01-14T17:30:00+00:00,King Power Stadium,Regular Season - 21,Leicester,Chelsea,0,3,0,1,2,7,8,3,2,35,1,0,0,341,232,3,8,9,5,1,65,0,0,2,640,543 175 | 17490,2016,2017-01-14T15:00:00+00:00,Turf Moor,Regular Season - 21,Burnley,Southampton,1,0,0,0,3,9,14,2,0,40,1,0,5,292,179,5,20,14,7,2,60,2,0,2,405,317 176 | 17491,2016,2017-01-14T15:00:00+00:00,KCOM Stadium,Regular Season - 21,Hull City,Bournemouth,3,1,1,1,3,14,13,4,3,39,0,0,5,356,274,6,8,11,5,3,61,1,0,1,572,469 177 | 17492,2016,2017-01-14T15:00:00+00:00,Stadium of Light,Regular Season - 21,Sunderland,Stoke City,1,3,1,3,3,13,16,5,5,51,3,0,3,438,341,6,14,11,2,1,49,1,0,2,424,321 178 | 17493,2016,2017-01-14T15:00:00+00:00,Liberty Stadium,Regular Season - 21,Swansea,Arsenal,0,4,0,1,3,12,12,3,2,43,2,0,4,446,373,6,14,8,2,0,57,0,0,3,605,507 179 | 17494,2016,2017-01-14T15:00:00+00:00,Vicarage Road,Regular Season - 21,Watford,Middlesbrough,0,0,0,0,5,12,15,3,2,46,3,0,1,355,250,1,5,15,1,3,54,1,0,5,431,325 180 | 17495,2016,2017-01-14T15:00:00+00:00,London Stadium,Regular Season - 21,West Ham,Crystal Palace,3,0,0,0,3,14,10,2,1,44,4,0,1,342,254,1,10,14,2,1,56,2,0,0,438,356 181 | 17496,2016,2017-01-14T12:30:00+00:00,White Hart Lane,Regular Season - 21,Tottenham,West Brom,4,0,2,0,11,21,11,8,1,72,0,0,0,670,588,0,3,12,0,1,28,2,0,8,248,162 182 | 17497,2016,2017-01-04T20:00:00+00:00,White Hart Lane,Regular Season - 20,Tottenham,Chelsea,2,0,1,0,2,9,9,1,2,45,3,0,2,440,334,2,11,8,6,4,55,2,0,0,526,429 183 | 17498,2016,2017-01-03T20:00:00+00:00,Selhurst Park,Regular Season - 20,Crystal Palace,Swansea,1,2,0,1,3,7,13,4,1,47,2,0,2,411,315,4,11,14,5,1,53,1,0,2,477,377 184 | 17499,2016,2017-01-03T20:00:00+00:00,bet365 Stadium,Regular Season - 20,Stoke City,Watford,2,0,1,0,5,16,10,7,3,54,1,0,1,399,296,2,9,15,6,0,46,2,0,3,352,237 185 | 17500,2016,2017-01-03T19:45:00+00:00,Vitality Stadium,Regular Season - 20,Bournemouth,Arsenal,3,3,2,0,6,13,10,4,2,39,3,1,1,376,275,4,14,12,7,3,61,3,0,3,571,469 186 | 17501,2016,2017-01-02T17:15:00+00:00,London Stadium,Regular Season - 20,West Ham,Manchester United,0,2,0,0,2,8,9,2,0,36,2,1,4,396,309,6,13,13,1,5,64,2,0,2,713,642 187 | 17502,2016,2017-01-02T15:00:00+00:00,Goodison Park,Regular Season - 20,Everton,Southampton,3,0,0,0,6,17,5,10,4,54,0,0,3,487,367,3,12,14,8,2,46,1,0,3,403,297 188 | 17503,2016,2017-01-02T15:00:00+00:00,Etihad Stadium,Regular Season - 20,Manchester City,Burnley,2,1,0,0,3,14,11,8,3,55,4,1,1,450,359,3,11,11,8,3,45,3,0,1,357,247 189 | 17504,2016,2017-01-02T15:00:00+00:00,Stadium of Light,Regular Season - 20,Sunderland,Liverpool,2,2,1,1,5,10,10,2,3,29,2,0,13,290,199,15,21,10,5,3,71,3,0,3,698,605 190 | 17505,2016,2017-01-02T15:00:00+00:00,The Hawthorns,Regular Season - 20,West Brom,Hull City,3,1,0,1,5,8,5,7,0,41,0,0,5,346,269,6,17,4,9,0,59,0,0,2,516,440 191 | 17506,2016,2017-01-02T12:30:00+00:00,Riverside,Regular Season - 20,Middlesbrough,Leicester,0,0,0,0,1,9,10,2,0,62,3,0,4,530,431,4,10,9,2,0,38,0,0,1,331,219 192 | 17507,2016,2017-01-01T16:00:00+00:00,Emirates Stadium,Regular Season - 19,Arsenal,Crystal Palace,2,0,1,0,7,22,9,8,2,64,1,0,4,637,541,4,7,7,4,3,36,1,0,5,351,258 193 | 17508,2016,2017-01-01T13:30:00+00:00,Vicarage Road,Regular Season - 19,Watford,Tottenham,1,4,0,3,2,6,11,0,5,33,3,0,2,293,190,6,19,6,3,3,67,0,0,1,578,480 194 | 17509,2016,2016-12-31T17:30:00+00:00,Anfield,Regular Season - 19,Liverpool,Manchester City,1,0,1,0,1,5,12,4,2,43,2,0,2,437,306,2,9,12,6,2,57,1,0,0,575,461 195 | 17510,2016,2016-12-31T15:00:00+00:00,Turf Moor,Regular Season - 19,Burnley,Sunderland,4,1,1,0,6,16,10,6,3,45,1,0,2,344,233,3,11,9,2,2,55,1,0,2,418,314 196 | 17511,2016,2016-12-31T15:00:00+00:00,Stamford Bridge,Regular Season - 19,Chelsea,Stoke City,4,2,1,0,7,18,12,8,2,59,3,0,0,473,401,2,5,10,3,2,41,2,0,3,322,242 197 | 17512,2016,2016-12-31T15:00:00+00:00,King Power Stadium,Regular Season - 19,Leicester,West Ham,1,0,1,0,4,12,11,7,3,39,5,0,5,311,205,5,24,8,7,2,61,3,0,4,481,368 198 | 17513,2016,2016-12-31T15:00:00+00:00,Old Trafford,Regular Season - 19,Manchester United,Middlesbrough,2,1,0,0,12,32,9,12,5,65,1,0,1,610,532,2,9,14,2,0,35,1,0,10,332,241 199 | 17514,2016,2016-12-31T15:00:00+00:00,St. Mary's Stadium,Regular Season - 19,Southampton,West Brom,1,2,1,1,1,10,13,8,1,67,3,1,1,572,475,3,7,17,3,1,33,3,0,0,278,175 200 | 17515,2016,2016-12-31T15:00:00+00:00,Liberty Stadium,Regular Season - 19,Swansea,Bournemouth,0,3,0,2,5,14,14,4,1,45,2,0,4,451,370,6,11,9,3,2,55,0,0,5,571,483 201 | 17516,2016,2016-12-30T20:00:00+00:00,KCOM Stadium,Regular Season - 19,Hull City,Everton,2,2,1,1,4,13,10,5,4,43,2,0,6,405,289,7,20,13,5,0,57,2,0,2,525,425 202 | 17517,2016,2016-12-28T19:45:00+00:00,St. Mary's Stadium,Regular Season - 18,Southampton,Tottenham,1,4,1,1,2,9,7,2,2,34,1,1,1,319,221,5,17,16,10,0,66,4,0,1,622,521 203 | 17518,2016,2016-12-27T17:15:00+00:00,Anfield,Regular Season - 18,Liverpool,Stoke City,4,1,2,1,6,20,9,8,0,63,0,0,1,625,515,2,6,6,2,2,37,1,0,2,352,256 204 | 17519,2016,2016-12-26T17:15:00+00:00,KCOM Stadium,Regular Season - 18,Hull City,Manchester City,0,3,0,0,3,10,11,4,2,32,1,0,4,320,228,6,16,14,7,1,68,0,0,2,683,590 205 | 17520,2016,2016-12-26T15:00:00+00:00,Emirates Stadium,Regular Season - 18,Arsenal,West Brom,1,0,0,0,11,26,12,6,0,75,3,0,1,813,731,1,3,7,5,4,25,1,0,10,246,171 206 | 17521,2016,2016-12-26T15:00:00+00:00,Turf Moor,Regular Season - 18,Burnley,Middlesbrough,1,0,0,0,4,6,17,7,3,45,6,0,2,321,190,2,8,18,3,4,55,5,0,3,396,275 207 | 17522,2016,2016-12-26T15:00:00+00:00,Stamford Bridge,Regular Season - 18,Chelsea,Bournemouth,3,0,1,0,4,14,13,5,1,44,1,0,3,474,400,3,7,14,5,1,56,1,0,2,591,509 208 | 17523,2016,2016-12-26T15:00:00+00:00,King Power Stadium,Regular Season - 18,Leicester,Everton,0,2,0,0,2,7,14,3,3,42,3,0,1,393,266,3,8,7,4,3,58,0,0,2,549,407 209 | 17524,2016,2016-12-26T15:00:00+00:00,Old Trafford,Regular Season - 18,Manchester United,Sunderland,3,1,1,0,9,26,6,5,4,62,1,0,3,607,537,4,9,9,5,2,38,2,0,6,365,276 210 | 17525,2016,2016-12-26T15:00:00+00:00,Liberty Stadium,Regular Season - 18,Swansea,West Ham,1,4,0,1,7,14,10,8,2,56,0,0,3,515,427,7,14,12,4,1,44,0,0,6,408,318 211 | 17526,2016,2016-12-26T12:30:00+00:00,Vicarage Road,Regular Season - 18,Watford,Crystal Palace,1,1,0,1,3,9,18,7,0,56,2,0,3,355,235,4,10,17,3,1,44,4,0,2,292,174 212 | 17527,2016,2016-12-19T20:00:00+00:00,Goodison Park,Regular Season - 17,Everton,Liverpool,0,1,0,0,1,6,13,1,1,32,3,0,2,285,180,4,11,9,6,1,68,1,0,1,607,500 213 | 17528,2016,2016-12-18T16:00:00+00:00,Etihad Stadium,Regular Season - 17,Manchester City,Arsenal,2,1,0,1,5,14,9,8,4,60,4,0,0,594,502,1,6,13,1,1,40,2,0,3,388,288 214 | 17529,2016,2016-12-18T16:00:00+00:00,White Hart Lane,Regular Season - 17,Tottenham,Burnley,2,1,1,1,9,30,10,11,0,60,1,0,1,482,401,2,5,11,2,2,40,2,0,7,325,202 215 | 17530,2016,2016-12-18T13:30:00+00:00,Vitality Stadium,Regular Season - 17,Bournemouth,Southampton,1,3,1,1,5,10,6,7,0,46,0,0,4,454,368,8,14,12,4,2,54,3,0,4,519,424 216 | 17531,2016,2016-12-17T17:30:00+00:00,The Hawthorns,Regular Season - 17,West Brom,Manchester United,0,2,0,1,1,10,9,2,3,42,3,0,3,401,305,5,10,13,3,2,58,3,0,1,574,474 217 | 17532,2016,2016-12-17T15:00:00+00:00,Riverside,Regular Season - 17,Middlesbrough,Swansea,3,0,2,0,4,10,10,3,0,43,1,0,2,409,306,2,14,11,8,3,57,0,0,1,523,420 218 | 17533,2016,2016-12-17T15:00:00+00:00,bet365 Stadium,Regular Season - 17,Stoke City,Leicester,2,2,2,0,7,16,9,9,3,64,2,0,6,573,490,8,14,12,9,0,36,6,1,5,311,227 219 | 17534,2016,2016-12-17T15:00:00+00:00,Stadium of Light,Regular Season - 17,Sunderland,Watford,1,0,0,0,2,11,10,4,2,42,1,0,4,275,187,4,10,9,11,2,58,2,0,1,364,264 220 | 17535,2016,2016-12-17T15:00:00+00:00,London Stadium,Regular Season - 17,West Ham,Hull City,1,0,0,0,6,19,13,10,1,56,2,0,4,419,344,5,16,9,6,9,44,4,0,4,322,219 221 | 17536,2016,2016-12-17T12:30:00+00:00,Selhurst Park,Regular Season - 17,Crystal Palace,Chelsea,0,1,0,1,2,6,12,5,1,53,2,0,5,476,370,6,13,15,3,2,47,3,0,2,418,322 222 | 17537,2016,2016-12-14T20:00:00+00:00,Selhurst Park,Regular Season - 16,Crystal Palace,Manchester United,1,2,0,1,3,6,16,1,0,39,2,0,4,400,301,6,16,10,8,1,61,3,0,2,625,529 223 | 17538,2016,2016-12-14T20:00:00+00:00,Etihad Stadium,Regular Season - 16,Manchester City,Watford,2,0,1,0,7,13,16,5,3,63,1,0,2,501,405,2,5,20,2,3,37,2,0,5,287,202 224 | 17539,2016,2016-12-14T20:00:00+00:00,bet365 Stadium,Regular Season - 16,Stoke City,Southampton,0,0,0,0,3,5,9,3,1,28,1,1,4,227,140,4,15,10,11,2,72,2,0,3,560,492 225 | 17540,2016,2016-12-14T20:00:00+00:00,White Hart Lane,Regular Season - 16,Tottenham,Hull City,3,0,1,0,9,27,6,5,2,63,0,0,5,670,588,5,10,14,5,4,37,2,0,6,383,277 226 | 17541,2016,2016-12-14T20:00:00+00:00,The Hawthorns,Regular Season - 16,West Brom,Swansea,3,1,0,0,4,13,8,0,3,39,0,0,4,350,255,4,9,8,11,1,61,0,0,1,520,422 227 | 17542,2016,2016-12-14T19:45:00+00:00,Riverside,Regular Season - 16,Middlesbrough,Liverpool,0,3,0,1,3,8,11,5,1,37,1,0,1,393,314,4,15,14,2,4,63,0,0,3,679,598 228 | 17543,2016,2016-12-14T19:45:00+00:00,Stadium of Light,Regular Season - 16,Sunderland,Chelsea,0,1,0,1,3,8,15,5,1,33,3,0,5,314,232,6,19,10,5,3,67,2,0,3,619,536 229 | 17544,2016,2016-12-14T19:45:00+00:00,London Stadium,Regular Season - 16,West Ham,Burnley,1,0,1,0,7,20,12,6,0,58,0,0,2,440,352,2,8,15,1,3,42,2,0,6,312,197 230 | 17545,2016,2016-12-13T19:45:00+00:00,Vitality Stadium,Regular Season - 16,Bournemouth,Leicester,1,0,1,0,3,9,5,4,4,62,0,0,4,535,447,4,12,15,11,2,38,3,0,2,306,208 231 | 17546,2016,2016-12-13T19:45:00+00:00,Goodison Park,Regular Season - 16,Everton,Arsenal,2,1,1,1,4,14,10,8,1,41,3,1,0,358,250,3,9,10,3,2,59,1,0,2,530,420 232 | 17547,2016,2016-12-11T16:30:00+00:00,Anfield,Regular Season - 15,Liverpool,West Ham,2,2,1,2,3,19,7,11,5,67,2,0,1,611,516,3,8,8,4,2,33,0,0,1,303,195 233 | 17548,2016,2016-12-11T14:15:00+00:00,Old Trafford,Regular Season - 15,Manchester United,Tottenham,1,0,1,0,5,14,19,3,1,40,3,0,4,288,198,4,12,17,8,0,60,3,0,4,429,333 234 | 17549,2016,2016-12-11T14:15:00+00:00,St. Mary's Stadium,Regular Season - 15,Southampton,Middlesbrough,1,0,0,0,3,14,14,4,3,55,4,0,1,510,396,2,6,12,2,2,45,3,0,1,418,314 235 | 17550,2016,2016-12-11T12:00:00+00:00,Stamford Bridge,Regular Season - 15,Chelsea,West Brom,1,0,0,0,2,12,6,3,2,66,2,0,1,577,488,1,6,10,1,2,34,4,0,1,283,183 236 | 17551,2016,2016-12-10T17:30:00+00:00,King Power Stadium,Regular Season - 15,Leicester,Manchester City,4,2,3,0,6,11,10,3,0,22,3,0,2,205,122,4,19,7,11,3,78,1,0,2,699,633 237 | 17552,2016,2016-12-10T15:00:00+00:00,Emirates Stadium,Regular Season - 15,Arsenal,Stoke City,3,1,1,1,6,21,9,7,3,64,0,0,4,539,463,5,12,6,7,3,36,0,0,3,288,212 238 | 17553,2016,2016-12-10T15:00:00+00:00,Turf Moor,Regular Season - 15,Burnley,Bournemouth,3,2,2,1,7,15,14,4,5,30,2,0,2,242,139,4,18,18,11,0,70,2,0,4,545,447 239 | 17554,2016,2016-12-10T15:00:00+00:00,KCOM Stadium,Regular Season - 15,Hull City,Crystal Palace,3,3,1,0,6,15,16,4,2,56,2,0,3,448,352,6,15,14,7,0,44,4,0,3,340,247 240 | 17555,2016,2016-12-10T15:00:00+00:00,Liberty Stadium,Regular Season - 15,Swansea,Sunderland,3,0,0,0,5,14,10,7,1,61,1,0,2,477,389,2,11,8,4,2,39,2,0,2,301,211 241 | 17556,2016,2016-12-10T12:30:00+00:00,Vicarage Road,Regular Season - 15,Watford,Everton,3,2,1,1,6,11,11,2,3,47,2,0,2,357,262,4,11,16,4,3,53,2,0,3,400,287 242 | 17557,2016,2016-12-05T20:00:00+00:00,Riverside,Regular Season - 14,Middlesbrough,Hull City,1,0,0,0,4,16,6,13,3,60,1,0,2,601,524,2,6,10,7,2,40,1,0,3,395,300 243 | 17558,2016,2016-12-04T16:00:00+00:00,Goodison Park,Regular Season - 14,Everton,Manchester United,1,1,0,1,6,13,13,6,3,45,2,0,1,380,258,2,10,11,3,4,55,3,0,5,464,347 244 | 17559,2016,2016-12-04T13:30:00+00:00,Vitality Stadium,Regular Season - 14,Bournemouth,Liverpool,4,3,0,2,8,12,9,4,1,39,2,0,0,376,301,3,10,17,9,1,61,2,0,4,563,474 245 | 17560,2016,2016-12-03T17:30:00+00:00,London Stadium,Regular Season - 14,West Ham,Arsenal,1,5,0,1,3,10,10,3,0,50,3,0,5,491,393,10,19,11,2,2,50,3,0,2,483,384 246 | 17561,2016,2016-12-03T15:00:00+00:00,Selhurst Park,Regular Season - 14,Crystal Palace,Southampton,3,0,2,0,4,9,11,4,0,41,3,0,3,338,246,3,17,13,9,0,59,1,0,1,458,360 247 | 17562,2016,2016-12-03T15:00:00+00:00,bet365 Stadium,Regular Season - 14,Stoke City,Burnley,2,0,2,0,4,10,7,4,3,55,3,0,4,448,349,4,14,13,9,5,45,2,0,2,339,246 248 | 17563,2016,2016-12-03T15:00:00+00:00,Stadium of Light,Regular Season - 14,Sunderland,Leicester,2,1,0,0,6,22,8,3,1,53,3,0,4,415,323,5,17,12,4,3,47,1,0,5,358,259 249 | 17564,2016,2016-12-03T15:00:00+00:00,White Hart Lane,Regular Season - 14,Tottenham,Swansea,5,0,2,0,15,28,11,5,3,60,0,0,0,575,491,0,1,17,0,4,40,4,0,10,379,276 250 | 17565,2016,2016-12-03T15:00:00+00:00,The Hawthorns,Regular Season - 14,West Brom,Watford,3,1,2,0,3,11,12,3,1,40,2,0,5,298,185,5,17,8,4,2,60,1,1,0,442,343 251 | 17566,2016,2016-12-03T12:30:00+00:00,Etihad Stadium,Regular Season - 14,Manchester City,Chelsea,1,3,1,0,5,14,14,9,2,60,2,2,1,541,456,4,10,9,2,1,40,3,0,4,364,270 252 | 17567,2016,2016-11-27T16:30:00+00:00,Old Trafford,Regular Season - 13,Manchester United,West Ham,1,1,1,1,8,17,16,8,4,68,3,0,1,611,540,2,6,16,4,2,32,1,0,7,278,191 253 | 17568,2016,2016-11-27T16:30:00+00:00,St. Mary's Stadium,Regular Season - 13,Southampton,Everton,1,0,1,0,7,17,11,5,0,52,0,0,1,461,365,1,13,15,2,0,48,2,0,5,415,323 254 | 17569,2016,2016-11-27T14:15:00+00:00,Emirates Stadium,Regular Season - 13,Arsenal,Bournemouth,3,1,1,1,3,16,12,3,1,51,3,0,2,466,382,3,9,13,10,4,49,5,0,0,432,337 255 | 17570,2016,2016-11-27T12:00:00+00:00,Vicarage Road,Regular Season - 13,Watford,Stoke City,0,1,0,1,2,11,24,3,1,49,5,1,1,356,250,1,14,14,3,6,51,0,0,2,371,273 256 | 17571,2016,2016-11-26T17:30:00+00:00,Stamford Bridge,Regular Season - 13,Chelsea,Tottenham,2,1,1,1,5,9,13,3,3,45,2,0,5,386,296,6,12,16,8,3,55,1,0,3,459,371 257 | 17572,2016,2016-11-26T15:00:00+00:00,KCOM Stadium,Regular Season - 13,Hull City,West Brom,1,1,0,1,4,10,7,2,1,53,3,0,1,480,388,2,11,10,6,0,47,2,0,3,405,314 258 | 17573,2016,2016-11-26T15:00:00+00:00,King Power Stadium,Regular Season - 13,Leicester,Middlesbrough,2,2,1,1,3,11,15,2,3,40,4,0,0,330,210,2,6,12,3,1,60,4,0,1,487,378 259 | 17574,2016,2016-11-26T15:00:00+00:00,Anfield,Regular Season - 13,Liverpool,Sunderland,2,0,0,0,7,27,5,9,0,77,1,0,1,702,608,1,6,9,4,1,23,3,0,5,205,125 260 | 17575,2016,2016-11-26T15:00:00+00:00,Liberty Stadium,Regular Season - 13,Swansea,Crystal Palace,5,4,1,1,9,18,12,10,2,56,4,0,1,371,293,4,12,24,6,0,44,5,0,3,289,203 261 | 17576,2016,2016-11-26T12:30:00+00:00,Turf Moor,Regular Season - 13,Burnley,Manchester City,1,2,1,1,5,10,8,5,4,33,2,0,3,266,146,5,21,15,8,3,67,3,0,4,545,443 262 | 17577,2016,2016-11-21T20:00:00+00:00,The Hawthorns,Regular Season - 12,West Brom,Burnley,4,0,3,0,6,16,12,4,2,45,0,0,2,401,313,2,5,12,3,3,55,0,0,2,482,389 263 | 17578,2016,2016-11-20T16:00:00+00:00,Riverside,Regular Season - 12,Middlesbrough,Chelsea,0,1,0,1,1,12,13,2,0,42,2,0,2,451,365,3,13,10,3,1,58,3,0,1,620,527 264 | 17579,2016,2016-11-19T17:30:00+00:00,White Hart Lane,Regular Season - 12,Tottenham,West Ham,3,2,0,1,6,14,13,4,2,66,3,0,1,595,511,3,11,16,5,6,34,4,1,3,294,212 265 | 17580,2016,2016-11-19T15:00:00+00:00,Selhurst Park,Regular Season - 12,Crystal Palace,Manchester City,1,2,0,1,2,8,12,2,1,38,1,0,1,276,164,4,10,15,7,1,62,2,0,1,447,337 266 | 17581,2016,2016-11-19T15:00:00+00:00,Goodison Park,Regular Season - 12,Everton,Swansea,1,1,0,1,6,14,13,10,1,62,5,0,2,500,386,3,6,12,3,4,38,2,0,5,308,204 267 | 17582,2016,2016-11-19T15:00:00+00:00,St. Mary's Stadium,Regular Season - 12,Southampton,Liverpool,0,0,0,0,0,3,8,1,2,35,1,0,2,368,243,2,15,11,8,2,65,1,0,0,661,537 268 | 17583,2016,2016-11-19T15:00:00+00:00,bet365 Stadium,Regular Season - 12,Stoke City,Bournemouth,0,1,0,1,6,14,17,3,2,51,3,0,1,363,258,2,8,10,4,3,49,3,0,5,353,266 269 | 17584,2016,2016-11-19T15:00:00+00:00,Stadium of Light,Regular Season - 12,Sunderland,Hull City,3,0,1,0,4,11,9,2,1,41,3,1,5,374,295,7,17,8,8,1,59,0,0,1,515,456 270 | 17585,2016,2016-11-19T15:00:00+00:00,Vicarage Road,Regular Season - 12,Watford,Leicester,2,1,2,1,3,10,12,4,1,45,2,0,1,353,222,2,11,18,6,0,55,3,0,1,410,269 271 | 17586,2016,2016-11-19T12:30:00+00:00,Old Trafford,Regular Season - 12,Manchester United,Arsenal,1,1,0,0,5,12,14,10,3,45,3,0,0,444,352,1,5,11,4,0,55,3,0,4,552,434 272 | 17587,2016,2016-11-06T16:30:00+00:00,King Power Stadium,Regular Season - 11,Leicester,West Brom,1,2,0,0,2,5,8,5,4,59,0,0,3,520,381,5,11,8,6,0,41,2,0,2,358,246 273 | 17588,2016,2016-11-06T15:00:00+00:00,Liberty Stadium,Regular Season - 11,Swansea,Manchester United,1,3,0,3,1,6,9,2,0,37,0,0,0,449,366,3,9,16,0,1,63,2,0,0,762,695 274 | 17589,2016,2016-11-06T14:15:00+00:00,KCOM Stadium,Regular Season - 11,Hull City,Southampton,2,1,0,1,2,6,13,1,1,33,0,0,6,319,228,7,19,15,10,1,67,5,0,0,631,538 275 | 17590,2016,2016-11-06T14:15:00+00:00,Anfield,Regular Season - 11,Liverpool,Watford,6,1,3,0,17,28,14,6,1,59,1,0,7,563,446,8,11,10,3,2,41,2,0,11,378,262 276 | 17591,2016,2016-11-06T12:00:00+00:00,Emirates Stadium,Regular Season - 11,Arsenal,Tottenham,1,1,1,0,2,15,11,7,7,45,1,0,2,423,298,3,10,17,2,1,55,2,0,2,522,395 277 | 17592,2016,2016-11-05T17:30:00+00:00,Stamford Bridge,Regular Season - 11,Chelsea,Everton,5,0,3,0,9,21,5,4,2,60,0,0,0,685,616,0,1,16,2,1,40,3,0,4,463,380 278 | 17593,2016,2016-11-05T15:00:00+00:00,Vitality Stadium,Regular Season - 11,Bournemouth,Sunderland,1,2,1,1,7,22,14,12,1,69,3,0,2,537,464,4,9,17,2,2,31,4,1,6,235,163 279 | 17594,2016,2016-11-05T15:00:00+00:00,Turf Moor,Regular Season - 11,Burnley,Crystal Palace,3,2,2,0,7,14,11,4,3,38,1,0,3,328,214,5,16,12,7,3,62,2,0,3,508,400 280 | 17595,2016,2016-11-05T15:00:00+00:00,Etihad Stadium,Regular Season - 11,Manchester City,Middlesbrough,1,1,1,0,7,25,7,8,5,71,1,0,2,632,554,3,5,15,2,2,29,3,0,6,266,181 281 | 17596,2016,2016-11-05T15:00:00+00:00,London Stadium,Regular Season - 11,West Ham,Stoke City,1,1,0,0,2,9,11,6,4,58,4,0,3,498,410,4,12,10,4,1,42,1,0,2,361,267 282 | 17597,2016,2016-10-31T20:00:00+00:00,bet365 Stadium,Regular Season - 10,Stoke City,Swansea,3,1,1,1,4,17,7,6,2,45,2,0,5,364,267,6,14,14,4,1,55,0,0,2,435,347 283 | 17598,2016,2016-10-30T16:00:00+00:00,St. Mary's Stadium,Regular Season - 10,Southampton,Chelsea,0,2,0,1,1,10,13,7,2,54,0,0,5,486,408,7,13,16,3,0,46,0,0,1,409,325 284 | 17599,2016,2016-10-30T13:30:00+00:00,Goodison Park,Regular Season - 10,Everton,West Ham,2,0,0,0,6,17,15,8,2,49,2,0,3,410,333,3,13,12,8,1,51,3,0,4,418,351 285 | 17600,2016,2016-10-29T16:30:00+00:00,Selhurst Park,Regular Season - 10,Crystal Palace,Liverpool,2,4,2,3,6,7,15,3,4,44,1,0,6,417,304,10,17,5,3,1,56,2,0,4,518,399 286 | 17601,2016,2016-10-29T14:00:00+00:00,Old Trafford,Regular Season - 10,Manchester United,Burnley,0,0,0,0,11,38,12,19,0,72,3,1,1,646,573,1,7,9,1,2,28,3,0,11,244,162 287 | 17602,2016,2016-10-29T14:00:00+00:00,Riverside,Regular Season - 10,Middlesbrough,Bournemouth,2,0,1,0,3,11,7,4,0,40,2,0,2,357,275,3,18,7,9,0,60,1,0,1,526,438 288 | 17603,2016,2016-10-29T14:00:00+00:00,White Hart Lane,Regular Season - 10,Tottenham,Leicester,1,1,1,0,5,22,11,8,2,64,3,0,0,493,405,1,6,20,1,1,36,4,0,5,275,181 289 | 17604,2016,2016-10-29T14:00:00+00:00,Vicarage Road,Regular Season - 10,Watford,Hull City,1,0,0,0,0,23,13,7,0,54,1,0,2,476,374,2,8,8,2,2,46,2,0,0,399,290 290 | 17605,2016,2016-10-29T14:00:00+00:00,The Hawthorns,Regular Season - 10,West Brom,Manchester City,0,4,0,2,1,9,17,1,3,30,4,0,3,281,220,8,21,10,7,3,70,3,0,1,675,603 291 | 17606,2016,2016-10-29T11:30:00+00:00,Stadium of Light,Regular Season - 10,Sunderland,Arsenal,1,4,0,1,1,3,9,0,6,34,4,0,3,299,216,7,21,13,8,1,66,3,0,0,591,505 292 | 17607,2016,2016-10-23T15:00:00+00:00,Stamford Bridge,Regular Season - 9,Chelsea,Manchester United,4,0,2,0,6,14,7,5,2,43,3,0,5,447,364,5,16,17,7,3,57,2,0,2,556,485 293 | 17608,2016,2016-10-23T12:30:00+00:00,Etihad Stadium,Regular Season - 9,Manchester City,Southampton,1,1,0,1,3,14,11,10,1,64,3,0,1,582,488,2,6,10,3,4,36,3,0,2,319,223 294 | 17609,2016,2016-10-22T16:30:00+00:00,Anfield,Regular Season - 9,Liverpool,West Brom,2,1,2,0,7,21,9,3,3,67,1,0,0,662,561,1,7,13,2,3,33,3,0,5,318,204 295 | 17610,2016,2016-10-22T14:00:00+00:00,Emirates Stadium,Regular Season - 9,Arsenal,Middlesbrough,0,0,0,0,6,10,6,8,5,74,1,0,4,706,604,4,11,13,3,2,26,0,0,6,235,132 296 | 17611,2016,2016-10-22T14:00:00+00:00,Turf Moor,Regular Season - 9,Burnley,Everton,2,1,1,0,3,10,16,2,1,34,2,0,7,294,197,8,21,15,8,1,66,3,0,1,557,452 297 | 17612,2016,2016-10-22T14:00:00+00:00,KCOM Stadium,Regular Season - 9,Hull City,Stoke City,0,2,0,1,2,9,16,5,1,48,2,0,4,447,365,6,12,8,7,0,52,3,0,2,481,375 298 | 17613,2016,2016-10-22T14:00:00+00:00,King Power Stadium,Regular Season - 9,Leicester,Crystal Palace,3,1,1,0,4,16,10,8,1,44,0,0,5,403,297,7,23,8,8,3,56,0,0,1,487,390 299 | 17614,2016,2016-10-22T14:00:00+00:00,Liberty Stadium,Regular Season - 9,Swansea,Watford,0,0,0,0,5,11,15,7,1,53,2,0,2,443,348,2,10,16,2,4,47,1,0,5,385,287 300 | 17615,2016,2016-10-22T14:00:00+00:00,London Stadium,Regular Season - 9,West Ham,Sunderland,1,0,0,0,3,20,10,6,3,64,2,0,2,541,469,2,10,13,2,1,36,5,0,2,296,207 301 | 17616,2016,2016-10-22T11:30:00+00:00,Vitality Stadium,Regular Season - 9,Bournemouth,Tottenham,0,0,0,0,1,8,10,7,1,38,2,0,4,323,232,4,16,15,4,3,62,4,0,1,543,451 302 | 17617,2016,2016-10-17T19:00:00+00:00,Anfield,Regular Season - 8,Liverpool,Manchester United,0,0,0,0,3,9,14,3,2,64,0,0,1,627,509,1,7,20,1,5,36,4,0,3,342,259 303 | 17618,2016,2016-10-16T15:00:00+00:00,St. Mary's Stadium,Regular Season - 8,Southampton,Burnley,3,1,0,0,14,34,11,8,0,64,1,0,0,553,469,1,6,10,4,1,36,2,0,11,307,211 304 | 17619,2016,2016-10-16T12:30:00+00:00,Riverside,Regular Season - 8,Middlesbrough,Watford,0,1,0,0,3,10,15,4,0,63,4,0,1,467,388,2,4,10,6,1,37,1,0,3,265,186 305 | 17620,2016,2016-10-15T16:30:00+00:00,Selhurst Park,Regular Season - 8,Crystal Palace,West Ham,0,1,0,1,3,12,12,7,1,55,1,0,3,411,305,4,12,13,6,1,45,5,1,3,351,251 306 | 17621,2016,2016-10-15T14:00:00+00:00,Emirates Stadium,Regular Season - 8,Arsenal,Swansea,3,2,2,1,6,16,7,5,9,48,0,1,4,514,428,6,13,10,6,2,52,1,0,3,525,418 307 | 17622,2016,2016-10-15T14:00:00+00:00,Vitality Stadium,Regular Season - 8,Bournemouth,Hull City,6,1,3,1,10,22,8,5,0,49,0,0,3,459,402,4,11,14,4,0,51,3,0,4,461,379 308 | 17623,2016,2016-10-15T14:00:00+00:00,Etihad Stadium,Regular Season - 8,Manchester City,Everton,1,1,0,0,8,19,7,13,0,72,0,0,1,661,573,2,3,9,1,6,28,2,0,7,255,160 309 | 17624,2016,2016-10-15T14:00:00+00:00,bet365 Stadium,Regular Season - 8,Stoke City,Sunderland,2,0,2,0,6,17,10,6,2,57,1,0,1,478,393,1,11,13,4,2,43,1,0,4,357,266 310 | 17625,2016,2016-10-15T14:00:00+00:00,The Hawthorns,Regular Season - 8,West Brom,Tottenham,1,1,0,0,4,8,14,5,1,28,2,0,7,228,140,8,20,10,8,3,72,2,0,3,601,540 311 | 17626,2016,2016-10-15T11:30:00+00:00,Stamford Bridge,Regular Season - 8,Chelsea,Leicester,3,0,2,0,6,16,6,8,0,54,1,0,0,553,458,0,5,12,5,1,46,1,0,4,449,351 312 | 17627,2016,2016-10-02T15:30:00+00:00,Turf Moor,Regular Season - 7,Burnley,Arsenal,0,1,0,0,1,10,2,2,4,32,0,0,2,351,246,3,18,3,6,0,68,0,0,1,741,637 313 | 17628,2016,2016-10-02T13:15:00+00:00,King Power Stadium,Regular Season - 7,Leicester,Southampton,0,0,0,0,1,9,9,3,1,38,1,0,5,390,286,5,11,9,6,2,62,0,0,1,627,525 314 | 17629,2016,2016-10-02T13:15:00+00:00,White Hart Lane,Regular Season - 7,Tottenham,Manchester City,2,0,2,0,7,13,20,4,8,42,2,0,6,348,248,6,12,10,3,5,58,2,0,6,484,382 315 | 17630,2016,2016-10-02T11:00:00+00:00,Old Trafford,Regular Season - 7,Manchester United,Stoke City,1,1,0,0,9,24,14,13,1,67,3,0,5,534,468,6,7,9,2,1,33,0,0,8,268,186 316 | 17631,2016,2016-10-01T14:00:00+00:00,KCOM Stadium,Regular Season - 7,Hull City,Chelsea,0,2,0,0,2,8,13,5,1,40,2,0,6,385,302,9,22,15,7,0,60,2,0,2,554,460 317 | 17632,2016,2016-10-01T14:00:00+00:00,Stadium of Light,Regular Season - 7,Sunderland,West Brom,1,1,0,1,2,7,7,6,2,55,1,0,6,424,328,7,17,13,5,1,45,3,0,2,326,233 318 | 17633,2016,2016-10-01T14:00:00+00:00,Vicarage Road,Regular Season - 7,Watford,Bournemouth,2,2,0,1,7,17,17,4,0,48,3,0,0,349,270,2,11,12,5,2,52,4,0,5,382,299 319 | 17634,2016,2016-10-01T14:00:00+00:00,London Stadium,Regular Season - 7,West Ham,Middlesbrough,1,1,0,0,2,19,13,4,5,40,2,0,1,327,246,3,9,12,5,2,60,3,0,1,482,384 320 | 17635,2016,2016-10-01T11:30:00+00:00,Liberty Stadium,Regular Season - 7,Swansea,Liverpool,1,2,1,0,3,8,11,3,1,40,2,0,5,406,306,6,18,9,10,2,60,2,0,2,595,495 321 | 17636,2016,2016-09-30T19:00:00+00:00,Goodison Park,Regular Season - 7,Everton,Crystal Palace,1,1,1,0,3,13,16,10,3,56,5,0,1,398,299,2,10,11,9,1,44,4,0,1,297,200 322 | 17637,2016,2016-09-26T19:00:00+00:00,Turf Moor,Regular Season - 6,Burnley,Watford,2,0,1,0,4,13,11,7,5,43,1,0,2,349,241,2,12,15,6,0,57,3,0,2,469,348 323 | 17638,2016,2016-09-25T15:00:00+00:00,London Stadium,Regular Season - 6,West Ham,Southampton,0,3,0,1,1,13,9,6,0,45,5,0,6,370,286,9,18,14,2,0,55,2,0,0,472,386 324 | 17639,2016,2016-09-24T16:30:00+00:00,Emirates Stadium,Regular Season - 6,Arsenal,Chelsea,3,0,3,0,5,14,9,9,5,49,0,0,2,529,438,2,9,11,1,2,51,2,0,2,538,447 325 | 17640,2016,2016-09-24T14:00:00+00:00,Vitality Stadium,Regular Season - 6,Bournemouth,Everton,1,0,1,0,1,12,10,5,1,52,2,0,2,422,332,2,13,14,3,2,48,2,0,0,367,279 326 | 17641,2016,2016-09-24T14:00:00+00:00,Anfield,Regular Season - 6,Liverpool,Hull City,5,1,3,0,12,32,8,13,0,74,1,0,0,763,698,1,2,8,2,1,26,2,1,6,263,190 327 | 17642,2016,2016-09-24T14:00:00+00:00,Riverside,Regular Season - 6,Middlesbrough,Tottenham,1,2,0,2,2,6,14,2,0,41,2,0,3,391,286,5,19,9,10,3,59,1,0,1,550,452 328 | 17643,2016,2016-09-24T14:00:00+00:00,bet365 Stadium,Regular Season - 6,Stoke City,West Brom,1,1,0,0,2,12,9,6,1,56,3,0,2,405,300,3,9,13,6,1,44,4,0,0,319,220 329 | 17644,2016,2016-09-24T14:00:00+00:00,Stadium of Light,Regular Season - 6,Sunderland,Crystal Palace,2,3,1,0,4,11,15,3,3,44,0,0,1,360,260,4,21,12,5,2,56,2,0,2,450,336 330 | 17645,2016,2016-09-24T14:00:00+00:00,Liberty Stadium,Regular Season - 6,Swansea,Manchester City,1,3,1,1,5,13,15,2,1,41,2,0,1,391,304,4,18,9,7,2,59,4,0,4,566,482 331 | 17646,2016,2016-09-24T11:30:00+00:00,Old Trafford,Regular Season - 6,Manchester United,Leicester,4,1,4,0,7,16,9,8,4,67,0,0,2,712,619,3,10,12,6,1,33,2,0,3,336,229 332 | 17647,2016,2016-09-18T15:30:00+00:00,White Hart Lane,Regular Season - 5,Tottenham,Sunderland,1,0,0,0,9,31,7,14,0,73,1,0,1,613,546,2,6,16,1,0,27,7,1,8,224,140 333 | 17648,2016,2016-09-18T13:15:00+00:00,Selhurst Park,Regular Season - 5,Crystal Palace,Stoke City,4,1,2,0,8,14,15,10,2,56,2,0,3,459,376,4,11,9,5,3,44,1,0,3,350,259 334 | 17649,2016,2016-09-18T13:15:00+00:00,St. Mary's Stadium,Regular Season - 5,Southampton,Swansea,1,0,0,0,6,19,14,7,5,53,1,0,3,442,365,3,9,9,1,1,47,1,0,5,402,315 335 | 17650,2016,2016-09-18T11:00:00+00:00,Vicarage Road,Regular Season - 5,Watford,Manchester United,3,1,1,0,5,10,14,5,0,39,3,0,1,284,182,2,15,19,7,2,61,4,0,2,417,347 336 | 17651,2016,2016-09-17T16:30:00+00:00,Goodison Park,Regular Season - 5,Everton,Middlesbrough,3,1,3,1,6,11,5,6,4,52,2,0,0,544,457,0,7,15,3,3,48,1,0,3,502,409 337 | 17652,2016,2016-09-17T14:00:00+00:00,KCOM Stadium,Regular Season - 5,Hull City,Arsenal,1,4,0,1,2,6,9,2,3,39,0,1,6,508,437,9,24,12,4,2,61,2,0,1,801,741 338 | 17653,2016,2016-09-17T14:00:00+00:00,King Power Stadium,Regular Season - 5,Leicester,Burnley,3,0,1,0,6,14,10,7,2,59,0,0,2,517,393,2,7,9,1,4,41,1,0,4,361,248 339 | 17654,2016,2016-09-17T14:00:00+00:00,Etihad Stadium,Regular Season - 5,Manchester City,Bournemouth,4,0,2,0,11,20,8,5,1,64,1,1,2,591,526,2,6,11,5,2,36,1,0,7,320,249 340 | 17655,2016,2016-09-17T14:00:00+00:00,The Hawthorns,Regular Season - 5,West Brom,West Ham,4,2,3,0,6,8,14,2,1,29,2,0,3,260,183,5,23,6,6,1,71,1,0,2,622,555 341 | 17656,2016,2016-09-16T19:00:00+00:00,Stamford Bridge,Regular Season - 5,Chelsea,Liverpool,1,2,0,2,4,12,6,6,6,52,1,0,3,540,474,5,13,13,4,2,48,1,0,3,497,416 342 | 17657,2016,2016-09-12T19:00:00+00:00,Stadium of Light,Regular Season - 4,Sunderland,Everton,0,3,0,0,2,11,11,5,0,33,1,0,6,283,209,9,20,8,4,1,67,1,0,2,569,507 343 | 17658,2016,2016-09-11T15:00:00+00:00,Liberty Stadium,Regular Season - 4,Swansea,Chelsea,2,2,0,1,2,6,17,1,0,44,3,0,5,399,313,7,28,9,11,3,56,4,0,0,488,416 344 | 17659,2016,2016-09-10T16:30:00+00:00,Anfield,Regular Season - 4,Liverpool,Leicester,4,1,2,1,11,17,4,1,3,62,1,0,2,605,490,3,12,8,7,1,38,2,0,7,351,239 345 | 17660,2016,2016-09-10T14:00:00+00:00,Emirates Stadium,Regular Season - 4,Arsenal,Southampton,2,1,1,1,2,17,10,6,0,56,2,0,5,588,498,5,11,8,1,2,44,5,0,0,457,358 346 | 17661,2016,2016-09-10T14:00:00+00:00,Vitality Stadium,Regular Season - 4,Bournemouth,West Brom,1,0,0,0,5,12,9,10,1,63,1,0,2,477,399,2,12,11,5,1,37,3,0,4,272,186 347 | 17662,2016,2016-09-10T14:00:00+00:00,Turf Moor,Regular Season - 4,Burnley,Hull City,1,1,0,0,2,13,13,5,0,39,2,0,2,394,314,3,11,3,9,3,61,0,0,1,615,528 348 | 17663,2016,2016-09-10T14:00:00+00:00,Riverside,Regular Season - 4,Middlesbrough,Crystal Palace,1,2,1,1,4,12,5,6,3,57,1,0,2,526,450,4,12,9,6,1,43,2,0,3,390,306 349 | 17664,2016,2016-09-10T14:00:00+00:00,bet365 Stadium,Regular Season - 4,Stoke City,Tottenham,0,4,0,1,2,16,13,10,2,39,3,0,5,325,233,8,20,18,8,0,61,2,0,2,510,426 350 | 17665,2016,2016-09-10T14:00:00+00:00,London Stadium,Regular Season - 4,West Ham,Watford,2,4,2,2,4,19,10,4,2,57,2,0,4,445,384,8,13,15,4,1,43,2,0,2,325,233 351 | 17666,2016,2016-09-10T11:30:00+00:00,Old Trafford,Regular Season - 4,Manchester United,Manchester City,1,2,1,2,3,14,15,4,3,39,4,0,4,376,284,6,18,10,4,3,61,2,0,1,593,486 352 | 17667,2016,2016-08-28T15:00:00+00:00,Etihad Stadium,Regular Season - 3,Manchester City,West Ham,3,1,2,0,5,22,5,5,3,67,1,0,1,587,508,2,9,10,4,3,33,3,0,3,274,196 353 | 17668,2016,2016-08-28T12:30:00+00:00,The Hawthorns,Regular Season - 3,West Brom,Middlesbrough,0,0,0,0,2,13,12,5,1,41,1,0,2,350,259,2,7,11,4,3,59,3,0,2,515,428 354 | 17669,2016,2016-08-27T16:30:00+00:00,KCOM Stadium,Regular Season - 3,Hull City,Manchester United,0,1,0,0,2,8,9,1,0,37,2,0,8,394,305,9,29,6,6,1,63,3,0,2,615,542 355 | 17670,2016,2016-08-27T14:00:00+00:00,Stamford Bridge,Regular Season - 3,Chelsea,Burnley,3,0,2,0,10,22,6,9,1,60,2,0,0,626,545,0,6,9,5,2,40,2,0,6,410,314 356 | 17671,2016,2016-08-27T14:00:00+00:00,Selhurst Park,Regular Season - 3,Crystal Palace,Bournemouth,1,1,0,1,5,24,15,10,5,59,2,0,2,447,380,3,10,10,4,2,41,1,0,3,326,246 357 | 17672,2016,2016-08-27T14:00:00+00:00,Goodison Park,Regular Season - 3,Everton,Stoke City,1,0,0,0,9,21,14,9,3,54,2,0,1,482,400,1,8,11,2,1,46,1,0,8,395,308 358 | 17673,2016,2016-08-27T14:00:00+00:00,King Power Stadium,Regular Season - 3,Leicester,Swansea,2,1,1,0,6,13,14,4,3,52,2,0,2,408,302,3,9,10,6,1,48,2,0,4,363,260 359 | 17674,2016,2016-08-27T14:00:00+00:00,St. Mary's Stadium,Regular Season - 3,Southampton,Sunderland,1,1,0,0,7,16,15,5,4,63,2,0,1,480,391,2,5,8,5,2,37,2,0,6,270,179 360 | 17675,2016,2016-08-27T14:00:00+00:00,Vicarage Road,Regular Season - 3,Watford,Arsenal,1,3,0,3,6,14,18,3,1,45,6,0,4,397,311,7,10,15,2,2,55,1,0,6,490,411 361 | 17676,2016,2016-08-27T11:30:00+00:00,White Hart Lane,Regular Season - 3,Tottenham,Liverpool,1,1,0,1,4,11,11,5,2,49,3,0,2,419,306,3,13,17,5,6,51,5,0,3,433,325 362 | 17677,2016,2016-08-21T15:00:00+00:00,London Stadium,Regular Season - 2,West Ham,Bournemouth,1,0,0,0,2,16,15,1,1,46,3,0,5,355,277,5,8,15,6,1,54,3,1,1,410,320 363 | 17678,2016,2016-08-21T12:30:00+00:00,Stadium of Light,Regular Season - 2,Sunderland,Middlesbrough,1,2,0,2,5,18,11,8,2,46,1,0,1,401,307,3,8,14,1,0,54,1,0,4,476,372 364 | 17679,2016,2016-08-20T16:30:00+00:00,King Power Stadium,Regular Season - 2,Leicester,Arsenal,0,0,0,0,1,8,11,2,1,39,1,0,4,362,256,4,13,7,7,2,61,2,0,1,555,450 365 | 17680,2016,2016-08-20T14:00:00+00:00,Turf Moor,Regular Season - 2,Burnley,Liverpool,2,0,2,0,2,3,14,1,3,19,0,0,5,210,130,5,26,5,12,0,81,1,0,0,848,765 366 | 17681,2016,2016-08-20T14:00:00+00:00,Liberty Stadium,Regular Season - 2,Swansea,Hull City,0,2,0,0,3,23,7,8,0,56,0,0,2,563,478,4,12,10,3,5,44,0,0,3,460,362 367 | 17682,2016,2016-08-20T14:00:00+00:00,White Hart Lane,Regular Season - 2,Tottenham,Crystal Palace,1,0,0,0,5,20,19,10,2,56,3,0,2,440,353,2,10,9,4,0,44,3,0,4,325,234 368 | 17683,2016,2016-08-20T14:00:00+00:00,Vicarage Road,Regular Season - 2,Watford,Chelsea,1,2,0,0,2,6,20,0,1,37,4,0,2,330,251,4,13,10,5,2,63,3,0,1,560,488 369 | 17684,2016,2016-08-20T14:00:00+00:00,The Hawthorns,Regular Season - 2,West Brom,Everton,1,2,1,1,4,11,16,7,0,33,3,0,5,283,174,7,13,10,4,1,67,1,0,3,580,486 370 | 17685,2016,2016-08-20T11:30:00+00:00,bet365 Stadium,Regular Season - 2,Stoke City,Manchester City,1,4,0,2,3,8,12,7,3,42,3,0,2,361,263,6,12,13,7,1,58,4,0,2,493,398 371 | 17686,2016,2016-08-19T19:00:00+00:00,Old Trafford,Regular Season - 2,Manchester United,Southampton,2,0,1,0,5,12,11,4,2,43,0,0,1,408,340,1,13,8,0,2,57,0,0,3,533,453 372 | 17687,2016,2016-08-15T19:00:00+00:00,Stamford Bridge,Regular Season - 1,Chelsea,West Ham,2,1,0,0,6,16,16,7,1,61,5,0,2,556,480,3,7,16,1,1,39,2,0,4,350,257 373 | 17688,2016,2016-08-14T15:00:00+00:00,Emirates Stadium,Regular Season - 1,Arsenal,Liverpool,3,4,1,1,5,9,13,5,4,50,3,0,3,485,386,7,16,17,4,3,50,3,0,2,479,380 374 | 17689,2016,2016-08-14T12:30:00+00:00,Vitality Stadium,Regular Season - 1,Bournemouth,Manchester United,1,3,0,1,3,9,7,4,3,47,0,0,4,483,412,7,11,10,2,4,53,1,0,2,561,488 375 | 17690,2016,2016-08-13T16:30:00+00:00,Etihad Stadium,Regular Season - 1,Manchester City,Sunderland,2,1,1,0,4,16,11,9,1,76,1,0,2,681,585,3,7,14,6,2,24,2,0,3,189,104 376 | 17691,2016,2016-08-13T14:00:00+00:00,Turf Moor,Regular Season - 1,Burnley,Swansea,0,1,0,0,3,10,10,7,3,47,3,0,7,353,249,9,17,14,4,2,53,2,0,3,383,297 377 | 17692,2016,2016-08-13T14:00:00+00:00,Selhurst Park,Regular Season - 1,Crystal Palace,West Brom,0,1,0,0,4,14,12,3,0,62,2,0,2,414,298,3,13,15,6,2,38,2,0,4,245,143 378 | 17693,2016,2016-08-13T14:00:00+00:00,Goodison Park,Regular Season - 1,Everton,Tottenham,1,1,1,0,6,12,10,5,5,42,0,0,3,361,262,4,13,14,6,0,58,0,0,5,483,384 379 | 17694,2016,2016-08-13T14:00:00+00:00,Riverside,Regular Season - 1,Middlesbrough,Stoke City,1,1,1,0,2,12,18,9,1,45,3,0,0,349,262,1,12,14,6,2,55,5,0,1,420,330 380 | 17695,2016,2016-08-13T14:00:00+00:00,St. Mary's Stadium,Regular Season - 1,Southampton,Watford,1,1,0,1,6,24,8,6,1,64,1,0,0,583,495,1,5,12,2,0,36,2,1,6,325,224 381 | 17696,2016,2016-08-13T11:30:00+00:00,KCOM Stadium,Regular Season - 1,Hull City,Leicester,2,1,1,0,5,14,8,5,1,49,2,0,4,449,343,5,18,17,3,0,51,2,0,3,453,352 382 | -------------------------------------------------------------------------------- /data/csv_datasets/epl/2018_season.csv: -------------------------------------------------------------------------------- 1 | fixture_id,season,date,stadium,game_week,home_team,away_team,home_goals,away_goals,ht_home_goals,ht_away_goals,home_shots_on_target,home_shots,home_fouls,home_corners,home_offsides,home_possession,home_yellow_cards,home_red_cards,home_goalkeeper_saves,home_attempted_passes,home_successful_passes,away_shots_on_target,away_shots,away_fouls,away_corners,away_offsides,away_possession,away_yellow_cards,away_red_cards,away_goalkeeper_saves,away_attempted_passes,away_successful_passes 2 | 65,2018,2018-08-10T19:00:00+00:00,Old Trafford,Regular Season - 1,Manchester United,Leicester,2,1,1,0,6,8,11,2,4,46,2,0,3,485,399,4,13,8,5,2,54,1,0,4,543,450 3 | 66,2018,2018-08-11T11:30:00+00:00,St James' Park,Regular Season - 1,Newcastle,Tottenham,1,2,1,2,2,15,11,3,1,40,2,0,3,387,268,5,15,12,5,0,60,2,0,1,573,467 4 | 67,2018,2018-08-11T14:00:00+00:00,Vitality Stadium,Regular Season - 1,Bournemouth,Cardiff,2,0,1,0,4,12,11,7,0,62,1,0,1,502,397,1,10,9,4,2,38,1,0,2,287,175 5 | 68,2018,2018-08-11T14:00:00+00:00,Craven Cottage,Regular Season - 1,Fulham,Crystal Palace,0,2,0,1,6,15,9,5,2,66,1,0,8,672,591,10,12,11,5,3,34,2,0,6,347,258 6 | 69,2018,2018-08-11T14:00:00+00:00,John Smith's Stadium,Regular Season - 1,Huddersfield,Chelsea,0,3,0,2,1,6,9,2,2,37,2,0,1,372,281,4,13,8,5,1,63,1,0,1,658,582 7 | 70,2018,2018-08-11T14:00:00+00:00,Vicarage Road,Regular Season - 1,Watford,Brighton,2,0,1,0,5,19,10,8,0,53,2,0,0,437,328,0,6,16,2,3,47,2,0,3,385,297 8 | 71,2018,2018-08-11T16:30:00+00:00,Molineux Stadium,Regular Season - 1,Wolves,Everton,2,2,1,1,4,11,8,3,2,57,0,0,3,547,452,5,8,7,6,3,43,1,1,2,409,307 9 | 72,2018,2018-08-12T12:30:00+00:00,Anfield,Regular Season - 1,Liverpool,West Ham,4,0,2,0,8,18,14,5,5,64,1,0,2,673,606,2,5,9,4,3,36,2,0,4,360,297 10 | 73,2018,2018-08-12T12:30:00+00:00,St. Mary's Stadium,Regular Season - 1,Southampton,Burnley,0,0,0,0,3,18,10,8,2,47,0,0,6,369,280,6,16,9,5,5,53,1,0,3,408,311 11 | 74,2018,2018-08-12T15:00:00+00:00,Emirates Stadium,Regular Season - 1,Arsenal,Manchester City,0,2,0,1,3,9,11,2,7,42,2,0,6,401,320,8,17,14,9,2,58,2,0,3,555,467 12 | 75,2018,2018-08-18T11:30:00+00:00,Cardiff City Stadium,Regular Season - 2,Cardiff,Newcastle,0,0,0,0,1,12,14,5,2,51,2,0,6,314,202,6,12,16,5,0,49,2,1,0,305,182 13 | 76,2018,2018-08-19T12:30:00+00:00,Turf Moor,Regular Season - 2,Burnley,Watford,1,3,1,1,3,8,8,5,2,58,1,0,3,461,347,6,9,19,2,4,42,2,0,2,345,233 14 | 77,2018,2018-08-18T14:00:00+00:00,Goodison Park,Regular Season - 2,Everton,Southampton,2,1,2,0,7,13,8,2,2,58,0,0,3,423,313,4,15,20,5,3,42,5,0,5,299,185 15 | 78,2018,2018-08-18T14:00:00+00:00,King Power Stadium,Regular Season - 2,Leicester,Wolves,2,0,2,0,2,6,10,1,0,42,2,1,2,382,316,3,11,8,9,1,58,1,0,1,500,404 16 | 79,2018,2018-08-18T14:00:00+00:00,Wembley Stadium,Regular Season - 2,Tottenham,Fulham,3,1,1,0,11,25,9,5,1,59,0,0,2,629,557,3,10,5,2,3,41,0,0,8,435,356 17 | 80,2018,2018-08-18T14:00:00+00:00,London Stadium,Regular Season - 2,West Ham,Bournemouth,1,2,1,0,5,11,14,6,0,61,6,0,3,494,399,5,12,10,4,0,39,2,0,4,321,246 18 | 81,2018,2018-08-18T16:30:00+00:00,Stamford Bridge,Regular Season - 2,Chelsea,Arsenal,3,2,2,2,11,24,12,5,3,62,0,0,4,720,641,6,15,9,1,3,38,2,0,8,429,353 19 | 82,2018,2018-08-19T12:30:00+00:00,Etihad Stadium,Regular Season - 2,Manchester City,Huddersfield,6,1,3,1,14,32,9,10,1,76,0,0,0,760,706,1,5,4,3,1,24,2,0,9,224,146 20 | 83,2018,2018-08-19T15:00:00+00:00,American Express Community Stadium,Regular Season - 2,Brighton,Manchester United,3,2,3,1,3,6,16,3,2,33,1,0,1,283,183,3,9,13,5,2,67,1,0,0,572,485 21 | 84,2018,2018-08-20T19:00:00+00:00,Selhurst Park,Regular Season - 2,Crystal Palace,Liverpool,0,2,0,1,2,8,6,6,2,36,1,1,4,359,280,6,16,13,7,2,64,1,0,2,625,559 22 | 85,2018,2018-08-25T11:30:00+00:00,Molineux Stadium,Regular Season - 3,Wolves,Manchester City,1,1,0,0,2,11,13,5,4,28,1,0,5,260,177,6,18,8,9,3,72,2,0,1,644,577 23 | 86,2018,2018-08-25T14:00:00+00:00,Emirates Stadium,Regular Season - 3,Arsenal,West Ham,3,1,1,1,10,17,16,7,3,61,1,0,4,544,461,5,13,13,2,3,39,3,0,9,341,257 24 | 87,2018,2018-08-25T14:00:00+00:00,Vitality Stadium,Regular Season - 3,Bournemouth,Everton,2,2,0,0,5,17,12,6,5,49,0,1,1,382,301,3,11,10,2,0,51,3,1,3,389,303 25 | 88,2018,2018-08-26T15:00:00+00:00,Craven Cottage,Regular Season - 3,Fulham,Burnley,4,2,3,2,12,25,11,6,1,63,2,0,0,572,488,2,12,8,4,5,37,1,0,8,301,223 26 | 89,2018,2018-08-25T14:00:00+00:00,John Smith's Stadium,Regular Season - 3,Huddersfield,Cardiff,0,0,0,0,1,5,8,7,1,58,0,1,4,396,301,4,14,10,7,1,42,1,0,1,289,194 27 | 90,2018,2018-08-25T14:00:00+00:00,St. Mary's Stadium,Regular Season - 3,Southampton,Leicester,1,2,0,0,5,11,13,10,1,51,3,1,3,447,373,5,8,11,3,0,49,1,0,4,425,352 28 | 91,2018,2018-08-25T16:30:00+00:00,Anfield,Regular Season - 3,Liverpool,Brighton,1,0,1,0,8,22,8,8,1,70,1,0,2,765,669,2,6,14,5,3,30,1,0,6,327,238 29 | 92,2018,2018-08-26T12:30:00+00:00,Vicarage Road,Regular Season - 3,Watford,Crystal Palace,2,1,0,0,5,13,14,6,1,43,4,0,2,331,227,3,9,11,3,3,57,2,0,3,436,326 30 | 93,2018,2018-08-26T15:00:00+00:00,St James' Park,Regular Season - 3,Newcastle,Chelsea,1,2,0,0,2,6,16,4,2,18,3,0,2,200,131,3,15,8,5,2,82,1,0,1,913,839 31 | 94,2018,2018-08-27T19:00:00+00:00,Old Trafford,Regular Season - 3,Manchester United,Tottenham,0,3,0,0,5,23,11,5,2,57,2,0,2,488,375,5,9,16,2,1,43,3,0,5,382,259 32 | 95,2018,2018-09-01T11:30:00+00:00,King Power Stadium,Regular Season - 4,Leicester,Liverpool,1,2,0,2,5,12,9,4,3,51,3,0,2,496,401,4,10,12,4,2,49,2,0,4,473,374 33 | 96,2018,2018-09-01T14:00:00+00:00,American Express Community Stadium,Regular Season - 4,Brighton,Fulham,2,2,0,1,5,15,12,7,2,41,3,0,3,370,284,5,10,14,1,4,59,3,0,3,551,466 34 | 97,2018,2018-09-02T15:00:00+00:00,Turf Moor,Regular Season - 4,Burnley,Manchester United,0,2,0,2,2,9,7,2,1,46,2,0,7,437,350,9,21,13,5,1,54,3,1,2,513,438 35 | 98,2018,2018-09-01T14:00:00+00:00,Stamford Bridge,Regular Season - 4,Chelsea,Bournemouth,2,0,0,0,6,24,10,7,2,72,2,0,1,704,616,1,8,7,6,1,28,2,0,4,252,175 36 | 99,2018,2018-09-01T14:00:00+00:00,Selhurst Park,Regular Season - 4,Crystal Palace,Southampton,0,2,0,0,6,20,11,7,0,50,1,0,5,432,338,6,19,12,4,1,50,1,0,6,423,326 37 | 100,2018,2018-09-01T14:00:00+00:00,Goodison Park,Regular Season - 4,Everton,Huddersfield,1,1,1,1,1,11,13,4,1,57,3,0,5,464,385,6,9,14,3,0,43,3,0,0,335,252 38 | 101,2018,2018-09-01T14:00:00+00:00,London Stadium,Regular Season - 4,West Ham,Wolves,0,1,0,0,3,13,10,4,1,47,2,0,5,444,356,6,15,11,4,0,53,1,0,3,495,414 39 | 102,2018,2018-09-01T16:30:00+00:00,Etihad Stadium,Regular Season - 4,Manchester City,Newcastle,2,1,1,1,8,24,5,4,2,78,0,0,1,767,688,2,3,13,0,1,22,0,0,6,217,137 40 | 103,2018,2018-09-02T12:30:00+00:00,Cardiff City Stadium,Regular Season - 4,Cardiff,Arsenal,2,3,1,1,3,14,12,3,3,27,3,0,8,234,155,11,17,14,9,1,73,4,0,1,635,535 41 | 104,2018,2018-09-02T15:00:00+00:00,Vicarage Road,Regular Season - 4,Watford,Tottenham,2,1,0,0,3,7,9,3,2,34,2,0,2,289,187,2,11,8,10,2,66,1,0,1,532,420 42 | 105,2018,2018-09-15T11:30:00+00:00,Wembley Stadium,Regular Season - 5,Tottenham,Liverpool,1,2,0,1,3,11,17,5,3,60,0,0,8,549,443,10,17,16,4,2,40,0,0,2,356,267 43 | 106,2018,2018-09-15T14:00:00+00:00,Vitality Stadium,Regular Season - 5,Bournemouth,Leicester,4,2,3,0,5,10,13,4,1,46,3,0,5,360,257,8,14,15,6,3,54,4,1,1,398,303 44 | 107,2018,2018-09-15T14:00:00+00:00,Stamford Bridge,Regular Season - 5,Chelsea,Cardiff,4,1,2,1,7,18,8,5,0,76,0,0,1,766,669,2,6,10,4,0,24,0,0,3,227,133 45 | 108,2018,2018-09-15T14:00:00+00:00,John Smith's Stadium,Regular Season - 5,Huddersfield,Crystal Palace,0,1,0,1,2,15,11,5,5,58,1,0,1,494,411,2,7,17,3,2,42,2,0,2,363,287 46 | 109,2018,2018-09-15T14:00:00+00:00,Etihad Stadium,Regular Season - 5,Manchester City,Fulham,3,0,2,0,9,28,7,10,5,64,0,0,3,736,670,3,9,7,4,2,36,0,0,6,400,322 47 | 110,2018,2018-09-15T14:00:00+00:00,St James' Park,Regular Season - 5,Newcastle,Arsenal,1,2,0,0,2,4,13,10,3,36,0,0,0,327,216,2,12,11,4,1,64,0,0,1,598,503 48 | 111,2018,2018-09-15T16:30:00+00:00,Vicarage Road,Regular Season - 5,Watford,Manchester United,1,2,0,2,5,14,9,6,2,42,2,0,4,387,291,6,9,11,8,4,58,3,1,4,520,419 49 | 112,2018,2018-09-16T12:30:00+00:00,Molineux Stadium,Regular Season - 5,Wolves,Burnley,1,0,0,0,7,30,10,8,1,58,2,0,2,567,469,2,7,9,2,1,42,4,0,5,395,297 50 | 113,2018,2018-09-16T15:00:00+00:00,Goodison Park,Regular Season - 5,Everton,West Ham,1,3,1,2,4,16,15,4,3,55,2,0,1,458,352,4,9,12,2,0,45,5,0,3,380,283 51 | 114,2018,2018-09-17T19:00:00+00:00,St. Mary's Stadium,Regular Season - 5,Southampton,Brighton,2,2,1,0,5,14,10,1,2,51,2,0,2,468,369,4,12,13,4,2,49,3,0,2,442,337 52 | 115,2018,2018-09-22T11:30:00+00:00,Craven Cottage,Regular Season - 6,Fulham,Watford,1,1,0,1,3,15,11,8,5,60,2,0,5,524,399,6,11,9,8,6,40,1,0,2,335,218 53 | 116,2018,2018-09-22T14:00:00+00:00,Turf Moor,Regular Season - 6,Burnley,Bournemouth,4,0,2,0,5,12,17,3,1,37,2,0,5,360,243,5,19,6,8,2,63,0,0,1,604,498 54 | 117,2018,2018-09-22T14:00:00+00:00,Cardiff City Stadium,Regular Season - 6,Cardiff,Manchester City,0,5,0,3,2,2,6,1,2,21,1,0,5,218,146,10,21,4,9,1,79,1,0,2,799,725 55 | 118,2018,2018-09-22T14:00:00+00:00,Selhurst Park,Regular Season - 6,Crystal Palace,Newcastle,0,0,0,0,4,16,8,9,2,61,1,0,3,481,378,3,6,11,5,1,39,1,0,4,299,205 56 | 119,2018,2018-09-22T14:00:00+00:00,King Power Stadium,Regular Season - 6,Leicester,Huddersfield,3,1,1,1,8,18,10,3,1,62,2,0,1,589,505,2,9,16,1,0,38,1,0,5,357,261 57 | 120,2018,2018-09-22T14:00:00+00:00,Anfield,Regular Season - 6,Liverpool,Southampton,3,0,3,0,4,12,7,5,4,60,0,0,1,750,648,1,7,10,4,1,40,2,0,1,479,388 58 | 121,2018,2018-09-22T14:00:00+00:00,Old Trafford,Regular Season - 6,Manchester United,Wolves,1,1,1,0,6,15,5,5,3,64,1,0,7,684,583,8,11,17,4,2,36,1,0,5,379,282 59 | 122,2018,2018-09-22T16:30:00+00:00,American Express Community Stadium,Regular Season - 6,Brighton,Tottenham,1,2,0,1,4,8,15,5,2,28,2,0,5,255,189,7,16,9,7,0,72,1,0,3,658,583 60 | 123,2018,2018-09-23T12:30:00+00:00,London Stadium,Regular Season - 6,West Ham,Chelsea,0,0,0,0,1,6,11,1,2,28,2,0,6,297,221,6,17,9,8,3,72,1,0,1,758,664 61 | 124,2018,2018-09-23T15:00:00+00:00,Emirates Stadium,Regular Season - 6,Arsenal,Everton,2,0,0,0,5,9,17,5,1,62,2,0,6,555,460,6,10,12,9,2,38,1,0,3,315,238 62 | 125,2018,2018-09-29T11:30:00+00:00,London Stadium,Regular Season - 7,West Ham,Manchester United,3,1,2,0,3,8,12,4,2,49,0,0,3,455,374,4,9,12,9,4,51,1,0,1,457,392 63 | 126,2018,2018-09-29T14:00:00+00:00,Emirates Stadium,Regular Season - 7,Arsenal,Watford,2,0,0,0,2,9,11,6,1,63,2,0,5,542,447,5,14,17,6,3,37,2,0,1,298,207 64 | 127,2018,2018-09-29T14:00:00+00:00,Goodison Park,Regular Season - 7,Everton,Fulham,3,0,0,0,6,19,13,12,6,51,0,0,0,388,314,0,6,13,1,0,49,3,0,3,391,313 65 | 128,2018,2018-09-29T14:00:00+00:00,John Smith's Stadium,Regular Season - 7,Huddersfield,Tottenham,0,2,0,2,5,9,17,3,1,52,2,0,4,420,308,6,10,16,0,1,48,2,0,5,388,282 66 | 129,2018,2018-09-29T14:00:00+00:00,Etihad Stadium,Regular Season - 7,Manchester City,Brighton,2,0,1,0,8,28,4,10,0,80,0,0,1,850,789,1,4,10,3,2,20,3,0,6,210,137 67 | 130,2018,2018-09-29T14:00:00+00:00,St James' Park,Regular Season - 7,Newcastle,Leicester,0,2,0,1,1,6,11,5,1,41,0,0,3,376,271,5,12,5,9,0,59,0,0,1,525,416 68 | 131,2018,2018-09-29T14:00:00+00:00,Molineux Stadium,Regular Season - 7,Wolves,Southampton,2,0,0,0,6,14,11,8,0,48,3,0,6,425,352,6,17,7,6,2,52,1,0,4,444,365 69 | 132,2018,2018-09-29T16:30:00+00:00,Stamford Bridge,Regular Season - 7,Chelsea,Liverpool,1,1,1,0,4,10,7,4,2,47,0,0,3,558,465,6,13,9,4,2,53,2,0,3,616,516 70 | 133,2018,2018-09-30T15:00:00+00:00,Cardiff City Stadium,Regular Season - 7,Cardiff,Burnley,1,2,0,0,5,20,11,10,2,54,1,0,0,318,197,2,3,15,2,1,46,3,0,3,287,159 71 | 134,2018,2018-10-01T19:00:00+00:00,Vitality Stadium,Regular Season - 7,Bournemouth,Crystal Palace,2,1,1,0,5,11,9,3,2,44,3,0,1,425,335,2,10,12,3,2,56,4,0,3,532,449 72 | 135,2018,2018-10-05T19:00:00+00:00,American Express Community Stadium,Regular Season - 8,Brighton,West Ham,1,0,1,0,4,9,12,2,5,35,3,0,4,282,192,4,17,8,9,1,65,2,0,3,514,431 73 | 136,2018,2018-10-06T14:00:00+00:00,Turf Moor,Regular Season - 8,Burnley,Huddersfield,1,1,1,0,3,6,9,1,3,31,2,0,1,275,169,2,18,11,10,0,69,2,0,2,580,463 74 | 137,2018,2018-10-06T14:00:00+00:00,Selhurst Park,Regular Season - 8,Crystal Palace,Wolves,0,1,0,0,4,11,11,6,1,67,3,0,1,641,530,2,7,13,3,1,33,4,0,4,314,213 75 | 138,2018,2018-10-07T11:00:00+00:00,Craven Cottage,Regular Season - 8,Fulham,Arsenal,1,5,1,1,4,21,11,4,4,48,2,0,2,473,383,7,9,12,2,1,52,0,0,3,504,398 76 | 139,2018,2018-10-06T14:00:00+00:00,King Power Stadium,Regular Season - 8,Leicester,Everton,1,2,1,1,2,8,10,2,5,51,4,1,6,461,347,8,17,11,10,0,49,1,0,1,423,313 77 | 140,2018,2018-10-07T15:30:00+00:00,Anfield,Regular Season - 8,Liverpool,Manchester City,0,0,0,0,2,7,10,2,2,49,1,0,2,515,430,2,6,10,6,5,51,3,0,2,528,439 78 | 141,2018,2018-10-06T16:30:00+00:00,Old Trafford,Regular Season - 8,Manchester United,Newcastle,3,2,0,2,10,18,16,10,1,73,2,0,6,610,509,8,13,8,6,0,27,2,0,7,222,129 79 | 142,2018,2018-10-07T13:15:00+00:00,St. Mary's Stadium,Regular Season - 8,Southampton,Chelsea,0,3,0,1,6,15,13,4,0,34,6,0,3,346,273,6,21,11,12,0,66,0,0,6,651,575 80 | 143,2018,2018-10-06T14:00:00+00:00,Wembley Stadium,Regular Season - 8,Tottenham,Cardiff,1,0,1,0,7,19,7,6,0,75,3,0,5,685,590,6,8,11,2,3,25,1,1,5,222,138 81 | 144,2018,2018-10-06T14:00:00+00:00,Vicarage Road,Regular Season - 8,Watford,Bournemouth,0,4,0,3,2,14,11,10,1,47,5,1,3,374,291,7,10,9,7,2,53,1,0,2,426,355 82 | 145,2018,2018-10-22T19:00:00+00:00,Emirates Stadium,Regular Season - 9,Arsenal,Leicester,3,1,1,1,6,19,10,6,2,69,2,0,2,703,602,2,8,10,4,1,31,2,0,3,309,228 83 | 146,2018,2018-10-20T14:00:00+00:00,Vitality Stadium,Regular Season - 9,Bournemouth,Southampton,0,0,0,0,2,9,11,6,0,57,1,0,4,458,350,4,8,14,4,4,43,2,0,2,346,250 84 | 147,2018,2018-10-20T14:00:00+00:00,Cardiff City Stadium,Regular Season - 9,Cardiff,Fulham,4,2,2,2,5,22,15,4,0,40,3,0,2,313,200,4,9,16,4,0,60,3,0,1,479,368 85 | 148,2018,2018-10-20T11:30:00+00:00,Stamford Bridge,Regular Season - 9,Chelsea,Manchester United,2,2,1,0,6,21,9,5,2,62,2,0,2,611,543,4,7,17,3,1,38,5,0,4,371,282 86 | 149,2018,2018-10-21T15:00:00+00:00,Goodison Park,Regular Season - 9,Everton,Crystal Palace,2,0,0,0,4,20,13,10,1,59,2,0,4,510,424,3,7,17,5,0,41,1,0,2,350,254 87 | 150,2018,2018-10-20T16:30:00+00:00,John Smith's Stadium,Regular Season - 9,Huddersfield,Liverpool,0,1,0,1,1,13,9,2,3,47,0,0,1,521,419,2,11,6,4,2,53,2,0,1,585,473 88 | 151,2018,2018-10-20T14:00:00+00:00,Etihad Stadium,Regular Season - 9,Manchester City,Burnley,5,0,1,0,10,24,11,10,0,69,2,0,0,679,597,0,5,5,1,0,31,2,0,5,302,226 89 | 152,2018,2018-10-20T14:00:00+00:00,St James' Park,Regular Season - 9,Newcastle,Brighton,0,1,0,1,6,27,13,10,1,68,0,0,1,504,414,2,8,17,2,1,32,2,0,6,247,151 90 | 153,2018,2018-10-20T14:00:00+00:00,London Stadium,Regular Season - 9,West Ham,Tottenham,0,1,0,1,4,13,8,10,3,44,3,0,1,377,307,2,10,10,6,2,56,0,0,4,506,437 91 | 154,2018,2018-10-20T14:00:00+00:00,Molineux Stadium,Regular Season - 9,Wolves,Watford,0,2,0,2,1,10,23,8,2,44,3,0,1,420,325,3,9,13,2,1,56,1,0,1,550,463 92 | 155,2018,2018-10-27T14:00:00+00:00,American Express Community Stadium,Regular Season - 10,Brighton,Wolves,1,0,0,0,1,7,11,1,0,39,3,0,7,362,262,7,25,8,10,1,61,0,0,0,523,439 93 | 156,2018,2018-10-28T13:30:00+00:00,Turf Moor,Regular Season - 10,Burnley,Chelsea,0,4,0,1,1,7,14,4,5,30,4,0,4,325,266,8,24,10,4,0,70,2,0,1,796,720 94 | 157,2018,2018-10-28T13:30:00+00:00,Selhurst Park,Regular Season - 10,Crystal Palace,Arsenal,2,2,1,0,3,16,10,6,2,42,1,0,0,399,311,2,7,16,4,0,58,2,0,1,555,463 95 | 158,2018,2018-10-27T14:00:00+00:00,Craven Cottage,Regular Season - 10,Fulham,Bournemouth,0,3,0,1,1,11,16,5,1,52,4,1,2,547,453,5,12,3,5,1,48,1,0,1,495,421 96 | 159,2018,2018-10-27T16:30:00+00:00,King Power Stadium,Regular Season - 10,Leicester,West Ham,1,1,0,1,7,21,17,8,7,64,1,0,2,552,457,3,11,5,0,1,36,1,1,7,327,227 97 | 160,2018,2018-10-27T14:00:00+00:00,Anfield,Regular Season - 10,Liverpool,Cardiff,4,1,1,0,7,19,6,8,0,79,0,0,0,818,727,1,2,4,0,4,21,0,0,2,207,122 98 | 161,2018,2018-10-28T16:00:00+00:00,Old Trafford,Regular Season - 10,Manchester United,Everton,2,1,1,0,10,14,15,8,7,53,2,0,5,486,391,6,14,12,4,0,47,1,0,8,413,332 99 | 162,2018,2018-10-27T14:00:00+00:00,St. Mary's Stadium,Regular Season - 10,Southampton,Newcastle,0,0,0,0,4,22,9,7,1,50,0,0,0,405,302,0,6,12,2,3,50,1,0,4,414,297 100 | 163,2018,2018-10-29T20:00:00+00:00,Wembley Stadium,Regular Season - 10,Tottenham,Manchester City,0,1,0,1,1,4,13,3,4,48,2,0,4,476,382,6,13,13,6,4,52,2,0,1,514,429 101 | 164,2018,2018-10-27T14:00:00+00:00,Vicarage Road,Regular Season - 10,Watford,Huddersfield,3,0,2,0,6,12,9,3,3,48,1,0,7,467,366,7,13,13,3,3,52,2,0,3,498,399 102 | 165,2018,2018-11-03T17:30:00+00:00,Emirates Stadium,Regular Season - 11,Arsenal,Liverpool,1,1,0,0,4,12,7,5,7,61,1,0,3,586,501,4,13,7,8,1,39,1,0,3,356,276 103 | 166,2018,2018-11-03T12:30:00+00:00,Vitality Stadium,Regular Season - 11,Bournemouth,Manchester United,1,2,1,1,7,18,12,9,0,48,4,0,4,412,317,8,18,12,5,5,52,3,0,6,447,356 104 | 167,2018,2018-11-03T15:00:00+00:00,Cardiff City Stadium,Regular Season - 11,Cardiff,Leicester,0,1,0,0,2,11,13,6,4,40,2,0,3,271,166,5,13,12,12,3,60,2,0,2,403,305 105 | 168,2018,2018-11-04T16:00:00+00:00,Stamford Bridge,Regular Season - 11,Chelsea,Crystal Palace,3,1,1,0,6,15,6,4,6,73,0,0,1,883,799,2,7,13,2,1,27,1,0,3,313,242 106 | 169,2018,2018-11-03T15:00:00+00:00,Goodison Park,Regular Season - 11,Everton,Brighton,3,1,1,1,3,14,9,6,2,61,0,0,2,491,408,3,5,17,4,2,39,1,0,0,315,215 107 | 170,2018,2018-11-05T20:00:00+00:00,John Smith's Stadium,Regular Season - 11,Huddersfield,Fulham,1,0,1,0,2,10,11,5,3,45,1,0,1,387,261,1,8,8,4,6,55,2,0,2,490,350 108 | 171,2018,2018-11-04T15:00:00+00:00,Etihad Stadium,Regular Season - 11,Manchester City,Southampton,6,1,4,1,8,18,14,4,1,67,1,0,5,729,664,6,13,9,4,1,33,1,0,3,341,269 109 | 172,2018,2018-11-03T15:00:00+00:00,St James' Park,Regular Season - 11,Newcastle,Watford,1,0,0,0,2,10,12,8,4,41,1,0,1,326,221,1,16,11,9,2,59,5,0,1,452,359 110 | 173,2018,2018-11-03T15:00:00+00:00,London Stadium,Regular Season - 11,West Ham,Burnley,4,2,1,1,10,22,7,10,2,62,1,0,1,525,425,3,6,9,4,2,38,4,0,5,311,197 111 | 174,2018,2018-11-03T19:45:00+00:00,Molineux Stadium,Regular Season - 11,Wolves,Tottenham,2,3,0,2,7,16,11,5,5,48,1,0,5,458,374,8,10,8,1,3,52,2,0,5,505,417 112 | 175,2018,2018-11-11T16:30:00+00:00,Emirates Stadium,Regular Season - 12,Arsenal,Wolves,1,1,0,1,3,10,9,11,1,71,2,0,4,734,635,5,13,16,2,2,29,2,0,2,292,208 113 | 176,2018,2018-11-10T12:30:00+00:00,Cardiff City Stadium,Regular Season - 12,Cardiff,Brighton,2,1,1,1,6,20,7,4,0,60,2,0,2,472,362,3,7,21,1,0,40,1,1,3,315,202 114 | 177,2018,2018-11-11T14:15:00+00:00,Stamford Bridge,Regular Season - 12,Chelsea,Everton,0,0,0,0,4,15,7,5,5,68,4,0,1,688,615,1,6,11,5,7,32,3,0,4,309,233 115 | 178,2018,2018-11-10T17:30:00+00:00,"Selhurst Park, London",Regular Season - 12,Crystal Palace,Tottenham,0,1,0,0,5,11,12,10,4,35,1,0,1,306,203,2,11,9,6,1,65,1,0,5,581,484 116 | 179,2018,2018-11-10T15:00:00+00:00,"John Smith's Stadium, Huddersfield",Regular Season - 12,Huddersfield,West Ham,1,1,1,0,7,15,9,5,7,43,1,0,2,354,257,5,12,8,6,3,57,1,0,6,448,345 117 | 180,2018,2018-11-10T15:00:00+00:00,"King Power Stadium, Leicester",Regular Season - 12,Leicester,Burnley,0,0,0,0,5,22,13,12,1,63,2,0,1,479,377,1,6,10,1,2,37,0,0,4,298,189 118 | 181,2018,2018-11-11T12:00:00+00:00,Anfield,Regular Season - 12,Liverpool,Fulham,2,0,1,0,7,21,11,6,2,73,1,0,3,725,631,3,8,9,3,5,27,1,0,5,263,186 119 | 182,2018,2018-11-11T16:30:00+00:00,Etihad Stadium,Regular Season - 12,Manchester City,Manchester United,3,1,1,0,5,17,12,5,0,64,1,0,0,700,642,1,6,12,1,0,36,1,0,2,380,319 120 | 183,2018,2018-11-10T15:00:00+00:00,"St James' Park, Newcastle upon Tyne",Regular Season - 12,Newcastle,Bournemouth,2,1,2,1,6,18,9,7,2,39,2,0,3,323,222,4,14,11,10,2,61,1,0,5,505,401 121 | 184,2018,2018-11-10T15:00:00+00:00,"St. Mary's Stadium, Southampton",Regular Season - 12,Southampton,Watford,1,1,1,0,4,14,13,7,4,42,3,0,5,305,210,6,12,13,6,4,58,2,0,3,420,302 122 | 185,2018,2018-11-25T13:30:00+00:00,Vitality Stadium,Regular Season - 13,Bournemouth,Arsenal,1,2,1,1,5,11,6,5,4,41,2,0,3,394,295,4,20,9,8,2,59,1,0,5,574,464 123 | 186,2018,2018-11-24T15:00:00+00:00,American Express Community Stadium,Regular Season - 13,Brighton,Leicester,1,1,1,0,3,14,10,6,5,54,3,0,2,431,336,3,8,7,1,1,46,3,1,2,369,274 124 | 187,2018,2018-11-26T20:30:00+00:00,Turf Moor,Regular Season - 13,Burnley,Newcastle,1,2,1,2,4,14,6,5,1,56,0,0,1,585,487,3,17,11,5,1,44,1,0,3,450,365 125 | 188,2018,2018-11-24T15:00:00+00:00,Goodison Park,Regular Season - 13,Everton,Cardiff,1,0,0,0,8,16,12,7,0,70,0,0,1,517,412,1,7,13,3,1,30,3,0,6,220,115 126 | 189,2018,2018-11-24T15:00:00+00:00,Craven Cottage,Regular Season - 13,Fulham,Southampton,3,2,2,1,5,10,10,2,4,37,2,0,6,370,264,8,19,6,5,1,63,3,0,2,600,480 127 | 190,2018,2018-11-24T15:00:00+00:00,Old Trafford,Regular Season - 13,Manchester United,Crystal Palace,0,0,0,0,5,12,13,10,2,59,1,0,2,509,421,2,13,12,3,3,41,2,0,5,351,264 128 | 191,2018,2018-11-24T17:30:00+00:00,Wembley Stadium,Regular Season - 13,Tottenham,Chelsea,3,1,2,0,9,18,19,4,3,39,0,0,1,369,279,2,13,12,4,5,61,3,0,6,549,467 129 | 192,2018,2018-11-24T15:00:00+00:00,Vicarage Road,Regular Season - 13,Watford,Liverpool,0,3,0,0,1,5,12,5,4,36,0,0,4,360,250,7,10,13,5,4,64,2,1,1,637,526 130 | 193,2018,2018-11-24T15:00:00+00:00,London Stadium,Regular Season - 13,West Ham,Manchester City,0,4,0,3,1,9,6,8,2,30,0,0,2,359,269,6,9,3,1,3,70,0,0,1,839,747 131 | 194,2018,2018-11-25T16:00:00+00:00,Molineux Stadium,Regular Season - 13,Wolves,Huddersfield,0,2,0,1,3,12,9,3,1,44,1,0,4,443,332,6,14,8,5,1,56,2,0,2,547,434 132 | 195,2018,2018-12-02T14:05:00+00:00,Emirates Stadium,Regular Season - 14,Arsenal,Tottenham,4,2,1,2,7,22,15,8,5,59,3,0,4,477,404,6,11,17,5,2,41,5,1,2,331,237 133 | 196,2018,2018-11-30T20:00:00+00:00,Cardiff City Stadium,Regular Season - 14,Cardiff,Wolves,2,1,0,1,3,17,3,7,2,47,1,0,3,312,190,4,15,12,6,0,53,2,0,0,345,236 134 | 197,2018,2018-12-02T12:00:00+00:00,Stamford Bridge,Regular Season - 14,Chelsea,Fulham,2,0,1,0,9,16,8,4,0,66,2,0,4,725,647,4,9,17,6,1,34,1,0,7,360,262 135 | 198,2018,2018-12-01T15:00:00+00:00,Selhurst Park,Regular Season - 14,Crystal Palace,Burnley,2,0,1,0,9,29,9,10,1,58,1,0,0,518,415,0,4,10,2,2,42,1,0,7,357,268 136 | 199,2018,2018-12-01T15:00:00+00:00,John Smith's Stadium,Regular Season - 14,Huddersfield,Brighton,1,2,1,1,2,7,10,2,1,32,0,1,4,265,182,6,14,12,6,4,68,2,0,1,568,478 137 | 200,2018,2018-12-01T15:00:00+00:00,King Power Stadium,Regular Season - 14,Leicester,Watford,2,0,2,0,3,7,7,4,1,37,2,0,0,303,208,0,8,6,8,1,63,1,1,1,496,406 138 | 201,2018,2018-12-02T16:15:00+00:00,Anfield,Regular Season - 14,Liverpool,Everton,1,0,0,0,3,16,12,8,1,57,3,0,3,521,415,3,9,7,1,3,43,2,0,2,388,282 139 | 202,2018,2018-12-01T15:00:00+00:00,Etihad Stadium,Regular Season - 14,Manchester City,Bournemouth,3,1,1,1,6,16,9,8,2,73,0,0,0,786,712,1,4,3,4,3,27,0,0,3,286,210 140 | 203,2018,2018-12-01T15:00:00+00:00,St James' Park,Regular Season - 14,Newcastle,West Ham,0,3,0,1,4,16,10,7,3,58,3,0,1,492,405,4,7,10,3,3,42,3,0,4,358,250 141 | 204,2018,2018-12-01T17:30:00+00:00,St. Mary's Stadium,Regular Season - 14,Southampton,Manchester United,2,2,2,2,6,16,12,3,0,40,4,0,3,358,278,5,11,13,5,2,60,4,0,4,520,436 142 | 205,2018,2018-12-04T19:45:00+00:00,Vitality Stadium,Regular Season - 15,Bournemouth,Huddersfield,2,1,2,1,2,6,14,4,3,32,4,0,5,304,218,6,23,11,8,0,68,2,0,0,608,501 143 | 206,2018,2018-12-04T19:45:00+00:00,American Express Community Stadium,Regular Season - 15,Brighton,Crystal Palace,3,1,3,0,3,9,14,4,0,31,2,1,3,269,189,5,18,12,5,0,69,3,0,0,591,502 144 | 207,2018,2018-12-05T19:45:00+00:00,Turf Moor,Regular Season - 15,Burnley,Liverpool,1,3,0,0,6,10,10,5,6,25,1,0,8,228,136,12,18,3,9,3,75,0,0,5,681,582 145 | 208,2018,2018-12-05T19:45:00+00:00,Craven Cottage,Regular Season - 15,Fulham,Leicester,1,1,1,0,7,25,12,10,2,45,0,0,4,315,209,5,13,7,8,2,55,0,0,6,385,258 146 | 209,2018,2018-12-04T20:00:00+00:00,Vicarage Road,Regular Season - 15,Watford,Manchester City,1,2,0,1,7,11,4,3,4,29,0,0,5,308,204,7,15,8,11,6,71,1,0,5,714,627 147 | 210,2018,2018-12-04T19:45:00+00:00,London Stadium,Regular Season - 15,West Ham,Cardiff,3,1,0,0,11,17,10,10,2,61,1,0,3,461,354,5,9,10,4,5,39,2,0,8,295,203 148 | 211,2018,2018-12-05T19:45:00+00:00,Molineux Stadium,Regular Season - 15,Wolves,Chelsea,2,1,0,1,2,6,18,1,2,29,4,0,2,284,209,3,17,10,5,0,71,4,0,0,678,597 149 | 212,2018,2018-12-05T20:00:00+00:00,Old Trafford,Regular Season - 15,Manchester United,Arsenal,2,2,1,1,7,10,13,4,2,44,3,0,3,447,354,4,9,10,4,3,56,3,0,5,545,446 150 | 213,2018,2018-12-05T19:45:00+00:00,Goodison Park,Regular Season - 15,Everton,Newcastle,1,1,1,1,3,19,7,14,0,76,0,0,4,646,543,5,8,18,2,2,24,5,0,2,204,129 151 | 214,2018,2018-12-05T20:00:00+00:00,Wembley Stadium,Regular Season - 15,Tottenham,Southampton,3,1,1,0,8,13,7,8,4,52,0,0,4,527,435,5,18,5,6,2,48,0,0,5,473,381 152 | 215,2018,2018-12-08T15:00:00+00:00,Emirates Stadium,Regular Season - 16,Arsenal,Huddersfield,1,0,0,0,2,14,13,7,2,61,5,0,0,525,424,0,6,20,1,0,39,4,0,2,323,218 153 | 216,2018,2018-12-08T12:30:00+00:00,Vitality Stadium,Regular Season - 16,Bournemouth,Liverpool,0,4,0,1,2,8,9,6,3,40,2,0,1,424,328,4,10,11,6,2,60,1,0,2,634,531 154 | 217,2018,2018-12-08T15:00:00+00:00,Turf Moor,Regular Season - 16,Burnley,Brighton,1,0,1,0,4,14,11,2,2,37,2,0,1,307,200,1,14,11,7,1,63,0,0,3,515,387 155 | 218,2018,2018-12-08T15:00:00+00:00,Cardiff City Stadium,Regular Season - 16,Cardiff,Southampton,1,0,0,0,4,13,9,7,4,36,2,0,1,248,149,1,12,10,7,0,64,2,0,3,448,332 156 | 219,2018,2018-12-08T17:30:00+00:00,Stamford Bridge,Regular Season - 16,Chelsea,Manchester City,2,0,1,0,5,8,12,1,1,38,2,0,4,410,334,4,14,11,13,2,62,0,0,3,640,563 157 | 220,2018,2018-12-10T20:00:00+00:00,Goodison Park,Regular Season - 16,Everton,Watford,2,2,1,0,5,12,13,6,4,56,1,0,2,414,322,3,15,13,6,4,44,1,0,3,324,223 158 | 221,2018,2018-12-08T19:45:00+00:00,King Power Stadium,Regular Season - 16,Leicester,Tottenham,0,2,0,1,3,11,12,6,3,42,3,0,0,410,327,2,7,7,5,1,58,1,0,3,578,466 159 | 222,2018,2018-12-08T15:00:00+00:00,Old Trafford,Regular Season - 16,Manchester United,Fulham,4,1,3,0,11,20,11,10,4,62,1,0,3,625,540,4,10,15,3,3,38,3,1,7,376,285 160 | 223,2018,2018-12-09T16:00:00+00:00,St James' Park,Regular Season - 16,Newcastle,Wolves,1,2,1,1,4,12,10,4,0,50,2,1,4,425,337,6,13,17,6,2,50,5,0,3,425,340 161 | 224,2018,2018-12-08T15:00:00+00:00,London Stadium,Regular Season - 16,West Ham,Crystal Palace,3,2,0,1,6,13,10,5,2,48,1,0,2,430,348,4,8,8,3,0,52,2,0,3,474,376 162 | 225,2018,2018-12-16T13:30:00+00:00,American Express Community Stadium,Regular Season - 17,Brighton,Chelsea,1,2,0,2,2,6,14,4,5,41,2,0,1,455,363,3,10,6,1,4,59,2,0,1,654,573 163 | 226,2018,2018-12-15T15:00:00+00:00,Selhurst Park,Regular Season - 17,Crystal Palace,Leicester,1,0,1,0,1,8,10,4,6,43,2,0,2,384,283,2,12,8,4,3,57,1,0,0,495,388 164 | 227,2018,2018-12-15T17:30:00+00:00,Craven Cottage,Regular Season - 17,Fulham,West Ham,0,2,0,2,4,16,14,6,6,56,2,0,1,498,399,3,6,10,4,2,44,1,0,4,391,293 165 | 228,2018,2018-12-15T15:00:00+00:00,John Smith's Stadium,Regular Season - 17,Huddersfield,Newcastle,0,1,0,0,5,15,5,10,2,73,1,0,4,624,503,5,8,13,1,1,27,1,0,5,233,129 166 | 229,2018,2018-12-16T16:00:00+00:00,Anfield,Regular Season - 17,Liverpool,Manchester United,3,1,1,1,11,36,6,13,2,64,0,0,2,562,458,2,6,14,2,3,36,2,0,7,321,211 167 | 230,2018,2018-12-15T12:30:00+00:00,Etihad Stadium,Regular Season - 17,Manchester City,Everton,3,1,1,0,5,13,7,6,3,67,1,0,1,705,613,2,9,9,2,2,33,2,0,3,335,260 168 | 231,2018,2018-12-16T13:30:00+00:00,St. Mary's Stadium,Regular Season - 17,Southampton,Arsenal,3,2,2,1,7,12,12,4,2,33,3,0,2,317,234,4,13,10,5,2,67,1,0,4,629,544 169 | 232,2018,2018-12-15T15:00:00+00:00,Wembley Stadium,Regular Season - 17,Tottenham,Burnley,1,0,0,0,3,15,7,8,2,70,0,0,0,623,530,0,4,8,3,1,30,2,0,2,264,162 170 | 233,2018,2018-12-15T15:00:00+00:00,Vicarage Road,Regular Season - 17,Watford,Cardiff,3,2,1,0,8,17,7,5,2,71,0,0,1,663,548,3,10,5,0,1,29,0,0,5,255,158 171 | 234,2018,2018-12-15T15:00:00+00:00,Molineux Stadium,Regular Season - 17,Wolves,Bournemouth,2,0,1,0,4,10,15,5,4,37,1,0,3,389,281,3,13,7,3,0,63,2,0,2,633,535 172 | 235,2018,2018-12-22T12:30:00+00:00,Emirates Stadium,Regular Season - 18,Arsenal,Burnley,3,1,1,0,6,11,10,1,2,60,2,0,1,553,476,2,7,14,3,4,40,5,0,3,357,271 173 | 236,2018,2018-12-22T15:00:00+00:00,Vitality Stadium,Regular Season - 18,Bournemouth,Brighton,2,0,1,0,3,14,8,6,3,57,2,0,5,541,439,5,10,18,5,2,43,2,1,1,392,291 174 | 237,2018,2018-12-22T17:30:00+00:00,Cardiff City Stadium,Regular Season - 18,Cardiff,Manchester United,1,5,1,3,3,9,13,4,3,25,2,0,4,209,137,9,17,13,7,0,75,1,0,2,640,554 175 | 238,2018,2018-12-22T15:00:00+00:00,Stamford Bridge,Regular Season - 18,Chelsea,Leicester,0,1,0,0,5,17,10,9,3,72,0,0,2,693,609,3,8,9,5,2,28,2,0,5,262,179 176 | 239,2018,2018-12-23T16:00:00+00:00,Goodison Park,Regular Season - 18,Everton,Tottenham,2,6,1,3,3,10,13,2,4,41,0,0,2,412,313,8,17,9,1,2,59,2,0,1,605,503 177 | 240,2018,2018-12-22T15:00:00+00:00,John Smith's Stadium,Regular Season - 18,Huddersfield,Southampton,1,3,0,2,5,16,12,8,3,62,2,0,3,523,395,6,13,9,2,1,38,3,0,4,329,215 178 | 241,2018,2018-12-22T15:00:00+00:00,Etihad Stadium,Regular Season - 18,Manchester City,Crystal Palace,2,3,1,2,5,19,7,13,2,78,0,0,0,733,649,3,5,6,0,1,22,4,0,3,213,119 179 | 242,2018,2018-12-22T15:00:00+00:00,St James' Park,Regular Season - 18,Newcastle,Fulham,0,0,0,0,0,9,9,6,2,53,1,0,2,499,405,2,4,12,0,4,47,2,0,0,463,362 180 | 243,2018,2018-12-22T15:00:00+00:00,London Stadium,Regular Season - 18,West Ham,Watford,0,2,0,1,7,18,9,10,4,51,3,0,3,381,291,5,11,11,4,2,49,2,0,7,380,278 181 | 244,2018,2018-12-21T20:00:00+00:00,Molineux Stadium,Regular Season - 18,Wolves,Liverpool,0,2,0,1,5,11,7,1,4,38,0,0,5,420,316,6,15,3,10,2,62,0,0,5,675,574 182 | 245,2018,2018-12-26T17:15:00+00:00,American Express Community Stadium,Regular Season - 19,Brighton,Arsenal,1,1,1,1,3,12,10,4,1,32,2,0,3,324,240,4,7,4,9,1,68,1,0,2,711,636 183 | 246,2018,2018-12-26T15:00:00+00:00,Turf Moor,Regular Season - 19,Burnley,Everton,1,5,1,3,4,11,11,5,2,49,2,0,2,401,273,6,13,19,7,2,51,4,0,2,417,301 184 | 247,2018,2018-12-26T15:00:00+00:00,Selhurst Park,Regular Season - 19,Crystal Palace,Cardiff,0,0,0,0,5,31,9,12,0,62,0,0,4,487,398,4,9,11,1,3,38,3,0,5,303,203 185 | 248,2018,2018-12-26T12:30:00+00:00,Craven Cottage,Regular Season - 19,Fulham,Wolves,1,1,0,0,5,11,9,2,0,29,2,0,4,286,202,5,14,6,0,2,71,1,0,3,685,586 186 | 249,2018,2018-12-26T15:00:00+00:00,King Power Stadium,Regular Season - 19,Leicester,Manchester City,2,1,1,1,5,10,5,3,1,33,2,0,3,320,228,4,11,8,7,3,67,2,1,3,613,532 187 | 250,2018,2018-12-26T15:00:00+00:00,Anfield,Regular Season - 19,Liverpool,Newcastle,4,0,1,0,8,16,7,10,1,75,0,0,2,723,629,2,6,10,2,1,25,0,0,4,233,146 188 | 251,2018,2018-12-26T15:00:00+00:00,Old Trafford,Regular Season - 19,Manchester United,Huddersfield,3,1,1,0,10,16,9,5,1,64,1,0,1,634,529,2,10,13,3,4,36,1,0,7,335,245 189 | 252,2018,2018-12-27T19:45:00+00:00,St. Mary's Stadium,Regular Season - 19,Southampton,West Ham,1,2,0,0,5,11,10,4,4,45,2,0,3,409,314,5,16,3,6,2,55,0,0,4,487,376 190 | 253,2018,2018-12-26T15:00:00+00:00,Wembley Stadium,Regular Season - 19,Tottenham,Bournemouth,5,0,3,0,7,10,5,3,1,56,2,0,4,599,521,4,14,8,4,3,44,1,0,2,449,365 191 | 254,2018,2018-12-26T19:30:00+00:00,Vicarage Road,Regular Season - 19,Watford,Chelsea,1,2,1,1,2,11,15,3,0,35,1,0,2,392,305,4,10,5,4,2,65,0,0,1,729,646 192 | 255,2018,2018-12-29T15:00:00+00:00,American Express Community Stadium,Regular Season - 20,Brighton,Everton,1,0,0,0,3,11,10,6,2,44,0,0,4,349,246,4,13,11,6,1,56,2,0,2,427,313 193 | 256,2018,2018-12-30T14:15:00+00:00,"Turf Moor, Burnley",Regular Season - 20,Burnley,West Ham,2,0,2,0,5,17,15,5,4,43,1,0,4,338,248,4,11,11,5,1,57,4,0,3,453,340 194 | 257,2018,2018-12-30T12:00:00+00:00,"Selhurst Park, London",Regular Season - 20,Crystal Palace,Chelsea,0,1,0,0,0,4,11,3,3,34,0,0,3,394,305,4,12,8,4,3,66,1,0,0,781,690 195 | 258,2018,2018-12-29T15:00:00+00:00,Craven Cottage,Regular Season - 20,Fulham,Huddersfield,1,0,0,0,5,14,12,4,3,43,3,0,5,395,295,5,9,10,3,2,57,1,0,4,529,418 196 | 259,2018,2018-12-29T15:00:00+00:00,King Power Stadium,Regular Season - 20,Leicester,Cardiff,0,1,0,0,7,16,14,10,0,62,0,0,2,448,341,3,12,16,4,1,38,2,0,7,273,188 197 | 260,2018,2018-12-29T17:30:00+00:00,Anfield,Regular Season - 20,Liverpool,Arsenal,5,1,4,1,10,15,8,5,2,47,1,0,1,511,424,2,8,13,3,5,53,2,0,5,551,464 198 | 261,2018,2018-12-30T16:30:00+00:00,"Old Trafford, Manchester",Regular Season - 20,Manchester United,Bournemouth,4,1,3,1,8,11,10,4,6,64,2,1,2,681,618,3,7,7,5,0,36,0,0,4,355,284 199 | 262,2018,2018-12-30T14:15:00+00:00,"St. Mary's Stadium, Southampton",Regular Season - 20,Southampton,Manchester City,1,3,1,3,4,5,11,3,0,23,2,1,4,235,157,6,14,10,8,2,77,3,0,3,783,698 200 | 263,2018,2018-12-29T15:00:00+00:00,Wembley Stadium,Regular Season - 20,Tottenham,Wolves,1,3,1,0,3,10,7,6,0,60,3,0,1,664,587,4,11,7,7,4,40,2,0,2,413,330 201 | 264,2018,2018-12-29T15:00:00+00:00,Vicarage Road,Regular Season - 20,Watford,Newcastle,1,1,0,1,5,12,17,3,1,62,1,0,1,566,484,2,8,16,6,4,38,2,0,4,326,233 202 | 265,2018,2019-01-01T15:00:00+00:00,Emirates Stadium,Regular Season - 21,Arsenal,Fulham,4,1,1,0,9,16,7,8,4,59,0,0,3,542,427,4,9,12,3,4,41,1,0,4,365,271 203 | 266,2018,2019-01-02T20:00:00+00:00,Vitality Stadium,Regular Season - 21,Bournemouth,Watford,3,3,3,3,12,25,9,4,2,57,1,0,0,491,372,3,11,15,2,2,43,4,0,9,379,266 204 | 267,2018,2019-01-01T17:30:00+00:00,Cardiff City Stadium,Regular Season - 21,Cardiff,Tottenham,0,3,0,3,3,5,6,5,6,26,1,0,1,290,216,4,13,6,3,2,74,0,0,3,823,747 205 | 268,2018,2019-01-02T19:45:00+00:00,Stamford Bridge,Regular Season - 21,Chelsea,Southampton,0,0,0,0,6,17,8,7,5,71,1,0,2,748,634,2,6,11,2,3,29,2,0,6,296,195 206 | 269,2018,2019-01-01T12:30:00+00:00,Goodison Park,Regular Season - 21,Everton,Leicester,0,1,0,0,2,17,5,6,1,59,3,0,3,525,389,4,8,8,5,2,41,1,0,2,366,241 207 | 270,2018,2019-01-02T19:45:00+00:00,John Smith's Stadium,Regular Season - 21,Huddersfield,Burnley,1,2,1,1,2,9,11,5,0,42,2,1,6,361,234,8,16,9,2,2,58,4,1,2,483,375 208 | 271,2018,2019-01-03T20:00:00+00:00,Etihad Stadium,Regular Season - 21,Manchester City,Liverpool,2,1,1,0,4,9,12,2,2,49,4,0,3,578,468,5,7,7,1,1,51,2,0,2,583,461 209 | 272,2018,2019-01-02T20:00:00+00:00,St James' Park,Regular Season - 21,Newcastle,Manchester United,0,2,0,0,3,14,10,1,0,34,1,0,5,350,251,7,16,9,2,0,66,2,0,3,687,593 210 | 273,2018,2019-01-02T19:45:00+00:00,London Stadium,Regular Season - 21,West Ham,Brighton,2,2,0,0,6,13,9,1,0,54,0,0,4,494,388,6,13,11,5,4,46,1,0,4,410,310 211 | 274,2018,2019-01-02T19:45:00+00:00,Molineux Stadium,Regular Season - 21,Wolves,Crystal Palace,0,2,0,0,1,9,9,3,1,51,4,0,2,527,431,4,17,7,10,0,49,1,0,1,480,385 212 | 275,2018,2019-01-12T15:00:00+00:00,American Express Community Stadium,Regular Season - 22,Brighton,Liverpool,0,1,0,0,0,7,15,2,5,29,0,0,2,301,205,3,10,5,7,0,71,0,0,0,755,642 213 | 276,2018,2019-01-12T15:00:00+00:00,Turf Moor,Regular Season - 22,Burnley,Fulham,2,1,2,1,1,11,5,2,2,41,1,0,2,419,282,4,12,9,6,0,59,2,0,0,564,454 214 | 277,2018,2019-01-12T15:00:00+00:00,Cardiff City Stadium,Regular Season - 22,Cardiff,Huddersfield,0,0,0,0,0,3,12,3,3,38,3,0,3,270,155,2,14,14,10,3,62,1,0,0,425,297 215 | 278,2018,2019-01-12T17:30:00+00:00,Stamford Bridge,Regular Season - 22,Chelsea,Newcastle,2,1,1,1,6,10,6,8,5,65,1,0,1,698,596,2,9,13,5,1,35,1,0,4,351,261 216 | 279,2018,2019-01-12T15:00:00+00:00,Selhurst Park,Regular Season - 22,Crystal Palace,Watford,1,2,1,0,6,15,11,7,3,55,1,0,0,409,310,2,16,11,7,2,45,4,0,6,334,260 217 | 280,2018,2019-01-13T14:15:00+00:00,Goodison Park,Regular Season - 22,Everton,Bournemouth,2,0,0,0,3,15,17,5,1,50,5,0,7,396,296,7,16,8,9,1,50,0,0,0,378,261 218 | 281,2018,2019-01-12T15:00:00+00:00,King Power Stadium,Regular Season - 22,Leicester,Southampton,1,2,0,2,6,23,7,10,4,71,2,0,1,552,438,3,8,9,3,4,29,3,1,4,227,127 219 | 282,2018,2019-01-14T20:00:00+00:00,Etihad Stadium,Regular Season - 22,Manchester City,Wolves,3,0,2,0,9,24,6,12,3,76,1,0,0,872,803,0,3,3,1,1,24,0,1,7,283,190 220 | 283,2018,2019-01-13T16:30:00+00:00,Wembley Stadium,Regular Season - 22,Tottenham,Manchester United,0,1,0,1,11,21,8,7,4,61,1,0,7,567,475,8,13,8,4,1,39,2,0,11,363,268 221 | 284,2018,2019-01-12T12:30:00+00:00,London Stadium,Regular Season - 22,West Ham,Arsenal,1,0,0,0,3,11,7,7,5,41,0,0,3,380,307,2,11,10,3,3,59,2,0,2,555,479 222 | 285,2018,2019-01-19T17:30:00+00:00,Emirates Stadium,Regular Season - 23,Arsenal,Chelsea,2,0,2,0,5,13,13,5,1,35,0,0,1,355,267,1,13,15,6,0,65,2,0,3,647,565 223 | 286,2018,2019-01-19T15:00:00+00:00,Vitality Stadium,Regular Season - 23,Bournemouth,West Ham,2,0,0,0,4,10,6,2,4,38,0,0,1,359,274,1,9,10,3,3,62,1,0,3,582,485 224 | 287,2018,2019-01-20T16:00:00+00:00,Craven Cottage,Regular Season - 23,Fulham,Tottenham,1,2,1,0,4,12,10,7,7,26,2,0,3,245,169,5,14,8,10,1,74,3,0,4,682,575 225 | 288,2018,2019-01-20T13:30:00+00:00,John Smith's Stadium,Regular Season - 23,Huddersfield,Manchester City,0,3,0,1,2,5,10,1,2,32,2,0,1,345,249,4,12,9,4,2,68,2,0,2,734,641 226 | 289,2018,2019-01-19T15:00:00+00:00,Anfield,Regular Season - 23,Liverpool,Crystal Palace,4,3,0,1,9,19,6,8,1,70,2,1,0,734,633,3,9,8,3,3,30,1,0,5,304,212 227 | 290,2018,2019-01-19T15:00:00+00:00,Old Trafford,Regular Season - 23,Manchester United,Brighton,2,1,2,0,5,20,11,6,1,56,1,0,2,507,431,3,7,11,5,2,44,0,0,4,391,310 228 | 291,2018,2019-01-19T15:00:00+00:00,St James' Park,Regular Season - 23,Newcastle,Cardiff,3,0,1,0,6,16,11,7,1,53,0,0,1,375,284,1,9,6,10,0,47,1,0,3,325,213 229 | 292,2018,2019-01-19T15:00:00+00:00,St. Mary's Stadium,Regular Season - 23,Southampton,Everton,2,1,0,0,4,11,12,7,3,39,2,0,1,302,206,2,7,11,6,2,61,1,0,3,473,348 230 | 293,2018,2019-01-19T15:00:00+00:00,Vicarage Road,Regular Season - 23,Watford,Burnley,0,0,0,0,4,9,14,1,2,54,1,0,3,412,309,3,12,9,7,8,46,2,0,4,330,210 231 | 294,2018,2019-01-19T12:30:00+00:00,Molineux Stadium,Regular Season - 23,Wolves,Leicester,4,3,2,0,7,12,11,5,1,45,3,0,4,381,269,6,16,10,9,0,55,3,0,3,447,327 232 | 295,2018,2019-01-29T19:45:00+00:00,Emirates Stadium,Regular Season - 24,Arsenal,Cardiff,2,1,0,0,4,15,14,4,0,70,3,0,1,590,507,2,19,12,7,1,30,3,0,2,232,160 233 | 296,2018,2019-01-30T19:45:00+00:00,Vitality Stadium,Regular Season - 24,Bournemouth,Chelsea,4,0,0,0,7,12,8,3,1,32,1,0,7,338,258,7,11,6,7,6,68,0,0,3,716,644 234 | 297,2018,2019-01-29T19:45:00+00:00,Craven Cottage,Regular Season - 24,Fulham,Brighton,4,2,0,2,8,24,10,10,1,61,2,0,4,623,529,6,15,5,1,1,39,3,0,3,382,287 235 | 298,2018,2019-01-29T19:45:00+00:00,John Smith's Stadium,Regular Season - 24,Huddersfield,Everton,0,1,0,1,2,10,13,3,0,58,1,0,4,548,434,5,10,10,4,0,42,4,1,2,400,284 236 | 299,2018,2019-01-29T19:45:00+00:00,Molineux Stadium,Regular Season - 24,Wolves,West Ham,3,0,0,0,9,20,8,5,2,54,4,0,0,477,381,0,4,10,1,0,46,1,0,6,400,298 237 | 300,2018,2019-01-29T20:00:00+00:00,Old Trafford,Regular Season - 24,Manchester United,Burnley,2,2,0,0,9,28,10,11,2,74,1,0,2,650,568,4,6,9,3,4,26,3,0,7,228,140 238 | 301,2018,2019-01-29T20:00:00+00:00,St James' Park,Regular Season - 24,Newcastle,Manchester City,2,1,0,1,2,7,9,1,2,23,2,0,2,239,151,4,12,7,8,5,77,3,0,0,767,682 239 | 302,2018,2019-01-30T19:45:00+00:00,St. Mary's Stadium,Regular Season - 24,Southampton,Crystal Palace,1,1,0,1,4,13,11,3,2,58,2,0,1,532,436,3,15,8,8,0,42,4,1,3,371,268 240 | 303,2018,2019-01-30T20:00:00+00:00,Anfield,Regular Season - 24,Liverpool,Leicester,1,1,1,1,3,10,13,7,4,72,1,0,2,779,677,2,5,6,1,3,28,3,0,2,301,196 241 | 304,2018,2019-01-30T20:00:00+00:00,Wembley Stadium,Regular Season - 24,Tottenham,Watford,2,1,0,1,3,17,6,9,1,68,0,0,0,588,503,1,9,9,5,5,32,4,0,4,274,183 242 | 305,2018,2019-02-02T15:00:00+00:00,American Express Community Stadium,Regular Season - 25,Brighton,Watford,0,0,0,0,4,21,15,7,4,55,1,0,0,456,350,0,5,10,0,0,45,0,0,4,383,269 243 | 306,2018,2019-02-02T15:00:00+00:00,Turf Moor,Regular Season - 25,Burnley,Southampton,1,1,0,0,6,15,10,4,2,54,3,0,3,457,315,4,10,9,2,0,46,1,0,5,404,268 244 | 307,2018,2019-02-02T17:30:00+00:00,Cardiff City Stadium,Regular Season - 25,Cardiff,Bournemouth,2,0,1,0,5,12,17,6,2,26,1,0,2,218,134,2,9,14,7,0,74,2,0,3,615,511 245 | 308,2018,2019-02-02T15:00:00+00:00,Stamford Bridge,Regular Season - 25,Chelsea,Huddersfield,5,0,2,0,7,23,8,11,2,65,0,0,2,737,651,2,5,5,2,1,35,0,0,2,395,320 246 | 309,2018,2019-02-02T15:00:00+00:00,Selhurst Park,Regular Season - 25,Crystal Palace,Fulham,2,0,1,0,6,17,9,11,1,37,2,0,0,346,263,0,8,12,1,1,63,3,0,4,608,521 247 | 310,2018,2019-02-02T15:00:00+00:00,Goodison Park,Regular Season - 25,Everton,Wolves,1,3,1,2,4,13,12,3,2,64,3,0,1,534,430,4,8,14,1,1,36,1,0,3,306,205 248 | 311,2018,2019-02-03T14:05:00+00:00,King Power Stadium,Regular Season - 25,Leicester,Manchester United,0,1,0,1,6,17,14,7,0,44,4,0,5,418,327,6,10,9,2,1,56,4,0,6,532,432 249 | 312,2018,2019-02-03T16:30:00+00:00,Etihad Stadium,Regular Season - 25,Manchester City,Arsenal,3,1,2,1,12,19,11,4,5,58,1,0,1,613,537,2,4,8,2,0,42,1,0,9,432,339 250 | 313,2018,2019-02-02T12:30:00+00:00,Wembley Stadium,Regular Season - 25,Tottenham,Newcastle,1,0,0,0,4,21,6,6,2,71,0,0,2,744,649,2,8,6,3,2,29,1,0,1,295,198 251 | 314,2018,2019-02-04T20:00:00+00:00,London Stadium,Regular Season - 25,West Ham,Liverpool,1,1,1,1,2,13,9,2,1,26,1,0,5,245,159,6,11,11,5,3,74,1,0,1,690,583 252 | 315,2018,2019-02-09T17:30:00+00:00,American Express Community Stadium,Regular Season - 26,Brighton,Burnley,1,3,0,1,6,16,8,9,1,68,1,0,2,519,410,5,9,7,3,0,32,1,0,5,253,149 253 | 316,2018,2019-02-09T15:00:00+00:00,Selhurst Park,Regular Season - 26,Crystal Palace,West Ham,1,1,0,1,5,25,12,10,4,57,3,0,3,482,396,4,6,9,4,1,43,0,0,4,371,276 254 | 317,2018,2019-02-09T12:30:00+00:00,Craven Cottage,Regular Season - 26,Fulham,Manchester United,0,3,0,2,3,15,14,5,2,51,3,0,4,503,392,7,15,9,4,3,49,2,0,3,483,378 255 | 318,2018,2019-02-09T15:00:00+00:00,John Smith's Stadium,Regular Season - 26,Huddersfield,Arsenal,1,2,0,2,7,16,17,5,2,54,3,0,2,482,382,4,9,12,0,1,46,2,0,5,410,295 256 | 319,2018,2019-02-09T15:00:00+00:00,Anfield,Regular Season - 26,Liverpool,Bournemouth,3,0,2,0,9,20,14,8,1,65,2,0,2,707,627,2,12,6,5,2,35,2,0,6,363,279 257 | 320,2018,2019-02-10T16:00:00+00:00,Etihad Stadium,Regular Season - 26,Manchester City,Chelsea,6,0,4,0,9,15,9,2,2,55,1,0,4,681,631,4,12,13,2,1,45,2,0,3,535,473 258 | 321,2018,2019-02-09T15:00:00+00:00,St. Mary's Stadium,Regular Season - 26,Southampton,Cardiff,1,2,0,0,7,14,15,8,0,66,3,0,1,539,428,3,6,12,2,3,34,3,0,6,267,156 259 | 322,2018,2019-02-10T13:30:00+00:00,Wembley Stadium,Regular Season - 26,Tottenham,Leicester,3,1,1,0,5,12,11,2,7,53,3,0,9,499,420,9,20,4,9,5,47,1,0,2,437,352 260 | 323,2018,2019-02-09T15:00:00+00:00,Vicarage Road,Regular Season - 26,Watford,Everton,1,0,0,0,2,7,21,8,0,44,2,0,4,327,220,4,9,10,2,6,56,2,1,1,425,317 261 | 324,2018,2019-02-11T20:00:00+00:00,Molineux Stadium,Regular Season - 26,Wolves,Newcastle,1,1,0,0,6,22,7,13,1,59,1,0,2,623,502,3,9,9,1,1,41,3,0,5,434,322 262 | 325,2018,2019-02-24T14:05:00+00:00,Emirates Stadium,Regular Season - 27,Arsenal,Southampton,2,0,2,0,4,12,7,6,3,62,0,0,4,582,477,4,10,14,4,1,38,0,0,3,346,244 263 | 326,2018,2019-02-23T15:00:00+00:00,Vitality Stadium,Regular Season - 27,Bournemouth,Wolves,1,1,1,0,3,10,10,9,1,44,4,0,1,370,271,2,10,15,8,3,56,5,0,2,468,352 264 | 327,2018,2019-02-23T12:30:00+00:00,Turf Moor,Regular Season - 27,Burnley,Tottenham,2,1,0,0,4,10,9,7,4,30,1,0,5,214,133,6,17,12,6,0,70,3,0,2,504,400 265 | 328,2018,2019-02-22T19:45:00+00:00,Cardiff City Stadium,Regular Season - 27,Cardiff,Watford,1,5,0,1,6,15,10,3,3,35,1,0,2,313,207,7,12,11,3,1,65,2,0,4,579,474 266 | 329,2018,2019-04-03T18:45:00+00:00,Stamford Bridge,Regular Season - 27,Chelsea,Brighton,3,0,1,0,4,17,5,7,0,68,0,0,1,753,685,1,3,9,1,2,32,0,0,1,350,279 267 | 330,2018,2019-02-06T19:45:00+00:00,Goodison Park,Regular Season - 27,Everton,Manchester City,0,2,0,1,1,4,12,5,0,38,1,0,2,336,251,4,15,6,6,5,62,1,0,1,546,467 268 | 331,2018,2019-02-23T17:30:00+00:00,King Power Stadium,Regular Season - 27,Leicester,Crystal Palace,1,4,0,1,5,27,7,8,0,65,2,0,1,541,459,5,7,14,3,1,35,1,0,4,289,210 269 | 332,2018,2019-02-24T14:05:00+00:00,Old Trafford,Regular Season - 27,Manchester United,Liverpool,0,0,0,0,3,6,15,3,3,35,1,0,1,317,233,1,7,17,7,1,65,3,0,3,565,478 270 | 333,2018,2019-02-23T15:00:00+00:00,St James' Park,Regular Season - 27,Newcastle,Huddersfield,2,0,0,0,12,29,11,12,0,54,2,0,0,549,455,0,3,7,0,0,46,0,1,10,480,378 271 | 334,2018,2019-02-22T19:45:00+00:00,London Stadium,Regular Season - 27,West Ham,Fulham,3,1,2,1,7,21,11,12,3,55,1,0,4,553,455,5,8,11,0,3,45,1,0,4,473,390 272 | 335,2018,2019-02-27T19:45:00+00:00,Emirates Stadium,Regular Season - 28,Arsenal,Bournemouth,5,1,2,1,7,16,11,9,4,64,2,0,4,650,580,5,13,9,4,4,36,2,0,2,346,278 273 | 336,2018,2019-02-26T19:45:00+00:00,Cardiff City Stadium,Regular Season - 28,Cardiff,Everton,0,3,0,1,0,6,12,3,3,32,3,0,1,257,145,4,12,12,4,1,68,1,0,0,534,425 274 | 337,2018,2019-02-26T19:45:00+00:00,John Smith's Stadium,Regular Season - 28,Huddersfield,Wolves,1,0,0,0,3,15,10,3,0,49,2,0,0,445,344,0,7,10,5,4,51,2,0,2,461,355 275 | 338,2018,2019-02-26T19:45:00+00:00,King Power Stadium,Regular Season - 28,Leicester,Brighton,2,1,1,0,3,19,6,4,2,49,1,0,2,446,369,3,15,4,8,4,51,1,0,1,444,361 276 | 339,2018,2019-02-27T20:00:00+00:00,Selhurst Park,Regular Season - 28,Crystal Palace,Manchester United,1,3,0,1,2,17,8,5,2,45,2,0,1,374,299,4,13,9,6,0,55,3,0,2,468,378 277 | 340,2018,2019-02-27T20:00:00+00:00,Stamford Bridge,Regular Season - 28,Chelsea,Tottenham,2,0,0,0,1,11,7,2,1,46,1,0,0,480,391,0,9,14,2,1,54,1,0,0,546,473 278 | 341,2018,2019-02-26T20:00:00+00:00,St James' Park,Regular Season - 28,Newcastle,Burnley,2,0,2,0,3,13,8,4,0,54,1,0,2,445,331,2,12,8,7,2,46,3,0,2,367,244 279 | 342,2018,2019-02-27T19:45:00+00:00,St. Mary's Stadium,Regular Season - 28,Southampton,Fulham,2,0,2,0,4,14,15,7,2,40,0,0,4,380,295,4,14,13,4,2,60,1,0,2,566,450 280 | 343,2018,2019-02-27T20:00:00+00:00,Anfield,Regular Season - 28,Liverpool,Watford,5,0,2,0,10,19,5,6,1,61,0,0,3,627,534,3,5,7,4,2,39,2,0,5,392,300 281 | 344,2018,2019-02-27T20:00:00+00:00,Etihad Stadium,Regular Season - 28,Manchester City,West Ham,1,0,0,0,7,20,2,13,7,75,0,0,1,780,683,1,2,6,2,2,25,2,0,5,255,177 282 | 345,2018,2019-03-02T15:00:00+00:00,Vitality Stadium,Regular Season - 29,Bournemouth,Manchester City,0,1,0,0,0,0,7,0,1,18,1,0,8,176,101,7,23,7,14,2,82,2,0,0,809,733 283 | 346,2018,2019-03-02T15:00:00+00:00,American Express Community Stadium,Regular Season - 29,Brighton,Huddersfield,1,0,0,0,4,14,11,6,3,52,2,0,4,455,368,4,6,6,3,0,48,2,0,2,413,317 284 | 347,2018,2019-03-02T15:00:00+00:00,Turf Moor,Regular Season - 29,Burnley,Crystal Palace,1,3,0,1,4,18,9,8,2,56,1,0,2,422,318,4,10,9,5,0,44,2,0,3,348,230 285 | 348,2018,2019-03-03T16:15:00+00:00,Goodison Park,Regular Season - 29,Everton,Liverpool,0,0,0,0,3,7,12,3,2,42,1,0,3,343,216,3,10,10,7,4,58,2,0,3,474,358 286 | 349,2018,2019-03-03T14:05:00+00:00,Craven Cottage,Regular Season - 29,Fulham,Chelsea,1,2,1,2,5,12,11,5,2,36,2,0,5,384,309,7,20,10,4,0,64,1,0,4,694,628 287 | 350,2018,2019-03-02T15:00:00+00:00,Old Trafford,Regular Season - 29,Manchester United,Southampton,3,2,0,1,6,16,7,9,2,64,2,0,1,511,409,3,9,10,7,0,36,1,0,3,282,184 288 | 351,2018,2019-03-02T12:30:00+00:00,Wembley Stadium,Regular Season - 29,Tottenham,Arsenal,1,1,0,1,3,11,15,3,5,60,3,0,2,508,394,4,9,14,4,1,40,2,1,2,334,212 289 | 352,2018,2019-03-03T12:00:00+00:00,Vicarage Road,Regular Season - 29,Watford,Leicester,2,1,1,0,5,6,15,1,4,39,5,0,1,371,289,2,14,12,5,1,61,1,0,3,576,481 290 | 353,2018,2019-03-02T17:30:00+00:00,London Stadium,Regular Season - 29,West Ham,Newcastle,2,0,2,0,4,10,8,1,1,55,3,0,2,538,447,2,17,14,6,3,45,4,0,2,422,335 291 | 354,2018,2019-03-02T15:00:00+00:00,Molineux Stadium,Regular Season - 29,Wolves,Cardiff,2,0,2,0,6,13,11,7,1,56,1,0,3,473,378,4,12,6,8,0,44,2,0,4,354,242 292 | 355,2018,2019-03-10T16:30:00+00:00,Emirates Stadium,Regular Season - 30,Arsenal,Manchester United,2,0,1,0,3,14,12,5,5,46,2,0,4,395,299,4,14,18,2,1,54,2,0,0,465,377 293 | 356,2018,2019-03-09T15:00:00+00:00,Cardiff City Stadium,Regular Season - 30,Cardiff,West Ham,2,0,1,0,7,16,7,7,2,29,2,0,2,226,146,2,9,12,5,1,71,1,0,5,565,456 294 | 357,2018,2019-03-10T14:05:00+00:00,Stamford Bridge,Regular Season - 30,Chelsea,Wolves,1,1,0,0,6,22,8,13,1,75,1,0,0,820,741,1,2,14,0,2,25,4,0,5,277,196 295 | 358,2018,2019-03-09T12:30:00+00:00,Selhurst Park,Regular Season - 30,Crystal Palace,Brighton,1,2,0,1,3,15,8,8,1,62,1,0,1,579,474,3,4,18,0,1,38,5,0,2,358,258 296 | 359,2018,2019-03-09T15:00:00+00:00,John Smith's Stadium,Regular Season - 30,Huddersfield,Bournemouth,0,2,0,1,1,8,14,6,1,56,3,0,2,462,363,5,8,9,5,0,44,1,0,1,372,259 297 | 360,2018,2019-03-09T15:00:00+00:00,King Power Stadium,Regular Season - 30,Leicester,Fulham,3,1,1,0,8,18,9,6,1,52,0,0,2,521,444,3,6,13,5,1,48,2,0,5,464,378 298 | 361,2018,2019-03-10T12:00:00+00:00,Anfield,Regular Season - 30,Liverpool,Burnley,4,2,2,1,5,23,4,7,2,68,2,0,0,647,524,2,3,7,3,7,32,0,0,1,290,179 299 | 362,2018,2019-03-09T17:30:00+00:00,Etihad Stadium,Regular Season - 30,Manchester City,Watford,3,1,0,0,9,19,11,9,4,71,1,0,0,727,662,1,2,7,1,1,29,1,0,5,298,210 300 | 363,2018,2019-03-09T15:00:00+00:00,St James' Park,Regular Season - 30,Newcastle,Everton,3,2,0,2,7,19,13,8,2,45,3,0,1,361,252,3,7,10,2,0,55,1,0,4,443,332 301 | 364,2018,2019-03-09T15:00:00+00:00,St. Mary's Stadium,Regular Season - 30,Southampton,Tottenham,2,1,0,1,4,12,16,1,2,36,4,0,4,291,204,5,16,9,10,1,64,2,0,2,511,390 302 | 365,2018,2019-03-16T15:00:00+00:00,Vitality Stadium,Regular Season - 31,Bournemouth,Newcastle,2,2,0,1,3,10,9,6,0,48,3,0,3,403,296,4,12,12,6,1,52,2,0,0,423,325 303 | 366,2018,2019-04-16T18:45:00+00:00,American Express Community Stadium,Regular Season - 31,Brighton,Cardiff,0,2,0,1,2,14,11,5,2,63,0,0,1,520,403,3,10,13,4,0,37,1,0,2,302,185 304 | 367,2018,2019-03-16T15:00:00+00:00,Turf Moor,Regular Season - 31,Burnley,Leicester,1,2,1,1,2,13,9,9,4,62,1,0,2,472,379,4,9,10,3,1,38,1,1,1,294,194 305 | 368,2018,2019-03-17T16:30:00+00:00,Goodison Park,Regular Season - 31,Everton,Chelsea,2,0,0,0,8,15,17,3,1,32,1,0,5,314,228,5,17,9,4,3,68,2,0,6,666,558 306 | 369,2018,2019-03-17T14:15:00+00:00,Craven Cottage,Regular Season - 31,Fulham,Liverpool,1,2,0,1,2,7,11,1,4,37,2,0,4,365,274,6,16,7,10,1,63,1,0,1,595,501 307 | 370,2018,2019-04-24T19:00:00+00:00,Old Trafford,Regular Season - 31,Manchester United,Manchester City,0,2,0,0,1,12,10,1,0,36,2,0,3,406,318,5,8,10,1,2,64,2,0,1,702,609 308 | 371,2018,2019-04-03T18:45:00+00:00,Tottenham Hotspur Stadium,Regular Season - 31,Tottenham,Crystal Palace,2,0,0,0,10,26,8,8,0,65,1,0,1,687,595,1,5,5,2,4,35,0,0,8,364,278 309 | 372,2018,2019-04-23T18:45:00+00:00,Vicarage Road,Regular Season - 31,Watford,Southampton,1,1,0,1,4,15,10,3,4,62,5,0,3,599,475,4,8,14,4,5,38,2,0,3,359,243 310 | 373,2018,2019-03-16T15:00:00+00:00,London Stadium,Regular Season - 31,West Ham,Huddersfield,4,3,1,2,5,16,7,5,1,64,0,0,2,605,512,5,15,15,8,1,36,2,0,1,327,233 311 | 374,2018,2019-04-24T18:45:00+00:00,Molineux Stadium,Regular Season - 31,Wolves,Arsenal,3,1,3,0,3,11,12,5,1,29,2,0,0,285,212,1,11,9,5,3,71,3,0,0,690,612 312 | 375,2018,2019-04-01T19:00:00+00:00,Emirates Stadium,Regular Season - 32,Arsenal,Newcastle,2,0,1,0,4,7,11,6,2,70,2,0,1,700,600,1,3,10,2,2,30,0,0,1,285,186 313 | 376,2018,2019-03-30T15:00:00+00:00,American Express Community Stadium,Regular Season - 32,Brighton,Southampton,0,1,0,0,1,14,8,6,6,60,1,0,1,525,388,2,8,10,5,0,40,2,0,1,346,217 314 | 377,2018,2019-03-30T15:00:00+00:00,Turf Moor,Regular Season - 32,Burnley,Wolves,2,0,1,0,1,6,12,1,1,37,1,0,1,322,206,1,8,10,5,2,63,1,0,0,534,413 315 | 378,2018,2019-03-31T13:05:00+00:00,Cardiff City Stadium,Regular Season - 32,Cardiff,Chelsea,1,2,0,0,3,8,8,2,2,28,2,0,1,239,132,3,21,14,7,1,72,3,0,2,592,493 316 | 379,2018,2019-03-30T15:00:00+00:00,Selhurst Park,Regular Season - 32,Crystal Palace,Huddersfield,2,0,0,0,5,19,10,5,6,48,0,0,5,423,325,5,15,7,5,3,52,0,0,4,449,339 317 | 380,2018,2019-03-30T12:30:00+00:00,Craven Cottage,Regular Season - 32,Fulham,Manchester City,0,2,0,2,0,5,4,0,4,34,2,0,5,359,283,7,24,12,11,1,66,0,0,0,679,613 318 | 381,2018,2019-03-30T15:00:00+00:00,King Power Stadium,Regular Season - 32,Leicester,Bournemouth,2,0,1,0,4,18,6,6,3,58,0,0,2,605,510,2,8,12,1,1,42,2,0,2,423,333 319 | 382,2018,2019-03-31T15:30:00+00:00,Anfield,Regular Season - 32,Liverpool,Tottenham,2,1,1,0,3,14,5,10,2,48,0,0,1,445,358,2,11,8,3,2,52,1,0,2,485,392 320 | 383,2018,2019-03-30T15:00:00+00:00,Old Trafford,Regular Season - 32,Manchester United,Watford,2,1,1,0,5,8,14,3,4,51,1,0,7,431,340,8,20,9,5,3,49,2,0,3,399,323 321 | 384,2018,2019-03-30T17:30:00+00:00,London Stadium,Regular Season - 32,West Ham,Everton,0,2,0,2,1,3,7,4,2,49,1,0,7,420,329,9,17,14,9,3,51,1,0,1,431,340 322 | 385,2018,2019-04-06T14:00:00+00:00,Vitality Stadium,Regular Season - 33,Bournemouth,Burnley,1,3,1,2,2,10,12,3,2,59,2,0,0,441,343,3,10,16,6,5,41,3,0,2,284,195 323 | 386,2018,2019-04-08T19:00:00+00:00,Stamford Bridge,Regular Season - 33,Chelsea,West Ham,2,0,1,0,7,16,8,7,3,54,2,0,2,485,411,2,9,7,4,1,46,1,0,5,406,311 324 | 387,2018,2019-04-07T13:05:00+00:00,Goodison Park,Regular Season - 33,Everton,Arsenal,1,0,1,0,6,23,8,9,3,42,1,0,2,381,299,2,7,9,6,2,58,4,0,5,513,411 325 | 388,2018,2019-04-06T14:00:00+00:00,John Smith's Stadium,Regular Season - 33,Huddersfield,Leicester,1,4,0,1,4,10,13,8,2,44,3,0,6,369,279,9,18,11,5,3,56,0,0,3,467,383 326 | 389,2018,2019-04-03T18:45:00+00:00,Etihad Stadium,Regular Season - 33,Manchester City,Cardiff,2,0,2,0,11,27,3,17,1,78,0,0,1,676,618,1,4,7,4,1,22,3,0,9,185,123 327 | 390,2018,2019-04-06T14:00:00+00:00,St James' Park,Regular Season - 33,Newcastle,Crystal Palace,0,1,0,0,5,18,12,9,2,53,1,0,0,436,362,1,3,13,4,4,47,2,0,5,392,297 328 | 391,2018,2019-04-05T19:00:00+00:00,St. Mary's Stadium,Regular Season - 33,Southampton,Liverpool,1,3,1,1,1,11,8,7,3,33,2,0,2,272,175,5,17,7,5,3,67,4,0,0,565,465 329 | 392,2018,2019-04-23T18:45:00+00:00,Tottenham Hotspur Stadium,Regular Season - 33,Tottenham,Brighton,1,0,0,0,5,29,7,6,2,78,1,0,1,713,624,1,6,13,3,1,22,2,0,4,194,101 330 | 393,2018,2019-04-02T18:45:00+00:00,Vicarage Road,Regular Season - 33,Watford,Fulham,4,1,1,1,7,15,12,6,2,46,3,0,6,462,376,7,17,5,4,0,54,2,0,3,531,460 331 | 394,2018,2019-04-02T18:45:00+00:00,Molineux Stadium,Regular Season - 33,Wolves,Manchester United,2,1,1,1,2,9,5,3,4,49,1,0,3,510,417,4,18,11,5,5,51,4,1,2,515,417 332 | 395,2018,2019-04-13T14:00:00+00:00,American Express Community Stadium,Regular Season - 34,Brighton,Bournemouth,0,5,0,1,1,8,10,4,1,50,2,1,2,470,369,7,14,6,1,0,50,4,0,1,480,382 333 | 396,2018,2019-04-13T14:00:00+00:00,Turf Moor,Regular Season - 34,Burnley,Cardiff,2,0,1,0,7,14,7,8,3,46,2,0,2,280,173,2,14,10,4,0,54,4,0,6,349,232 334 | 397,2018,2019-04-14T13:05:00+00:00,Selhurst Park,Regular Season - 34,Crystal Palace,Manchester City,1,3,0,1,3,7,5,2,1,27,0,0,4,274,195,6,20,11,9,2,73,0,0,2,721,650 335 | 398,2018,2019-04-13T14:00:00+00:00,Craven Cottage,Regular Season - 34,Fulham,Everton,2,0,0,0,5,12,8,7,1,40,2,0,1,343,250,1,9,10,3,1,60,1,0,3,496,376 336 | 399,2018,2019-04-12T19:00:00+00:00,King Power Stadium,Regular Season - 34,Leicester,Newcastle,0,1,0,1,5,12,6,2,3,71,2,0,4,773,650,5,11,10,3,4,29,3,0,5,303,193 337 | 400,2018,2019-04-14T15:30:00+00:00,Anfield,Regular Season - 34,Liverpool,Chelsea,2,0,0,0,7,15,5,9,2,61,0,0,3,646,557,3,6,9,2,2,39,1,0,5,401,322 338 | 401,2018,2019-04-13T16:30:00+00:00,Old Trafford,Regular Season - 34,Manchester United,West Ham,2,1,1,0,4,14,14,3,3,42,1,0,3,373,288,4,18,5,11,3,58,1,0,2,519,416 339 | 402,2018,2019-04-13T14:00:00+00:00,St. Mary's Stadium,Regular Season - 34,Southampton,Wolves,3,1,2,1,6,12,13,4,0,30,1,0,1,281,180,2,17,8,9,2,70,3,0,3,625,505 340 | 403,2018,2019-04-13T11:30:00+00:00,Tottenham Hotspur Stadium,Regular Season - 34,Tottenham,Huddersfield,4,0,2,0,5,22,10,4,1,70,2,0,1,738,643,1,7,12,2,0,30,2,0,1,305,222 341 | 404,2018,2019-04-15T19:00:00+00:00,Vicarage Road,Regular Season - 34,Watford,Arsenal,0,1,0,1,3,11,12,6,2,34,2,1,4,327,233,5,19,8,4,4,66,0,0,2,660,573 342 | 405,2018,2019-04-21T15:00:00+00:00,Emirates Stadium,Regular Season - 35,Arsenal,Crystal Palace,2,3,0,1,5,12,15,8,1,72,4,0,4,656,583,7,16,12,3,2,28,1,0,3,249,169 343 | 406,2018,2019-04-20T14:00:00+00:00,Vitality Stadium,Regular Season - 35,Bournemouth,Fulham,0,1,0,0,5,15,11,3,1,49,1,0,4,445,370,5,17,18,7,0,51,3,0,5,457,378 344 | 407,2018,2019-04-21T15:00:00+00:00,Cardiff City Stadium,Regular Season - 35,Cardiff,Liverpool,0,2,0,0,2,7,6,5,4,23,1,0,4,193,106,6,17,5,10,2,77,1,0,2,619,535 345 | 408,2018,2019-04-22T19:00:00+00:00,Stamford Bridge,Regular Season - 35,Chelsea,Burnley,2,2,2,2,9,22,9,10,1,76,2,0,1,681,597,3,6,4,1,2,24,1,0,6,219,131 346 | 409,2018,2019-04-21T12:30:00+00:00,Goodison Park,Regular Season - 35,Everton,Manchester United,4,0,2,0,8,15,11,10,1,48,1,0,1,383,304,1,7,7,2,1,52,1,0,4,417,329 347 | 410,2018,2019-04-20T14:00:00+00:00,John Smith's Stadium,Regular Season - 35,Huddersfield,Watford,1,2,0,1,3,13,15,2,1,45,2,0,4,378,306,6,11,9,2,2,55,2,0,2,459,381 348 | 411,2018,2019-04-20T11:30:00+00:00,Etihad Stadium,Regular Season - 35,Manchester City,Tottenham,1,0,1,0,4,15,11,4,2,60,1,0,4,582,509,4,10,11,4,2,40,2,0,3,379,284 349 | 412,2018,2019-04-20T16:30:00+00:00,St James' Park,Regular Season - 35,Newcastle,Southampton,3,1,2,0,6,15,5,4,0,43,0,0,3,320,200,3,15,11,11,2,57,2,0,2,417,317 350 | 413,2018,2019-04-20T14:00:00+00:00,London Stadium,Regular Season - 35,West Ham,Leicester,2,2,1,0,3,11,8,6,1,49,2,0,3,410,328,5,11,9,8,2,51,0,0,1,425,348 351 | 414,2018,2019-04-20T14:00:00+00:00,Molineux Stadium,Regular Season - 35,Wolves,Brighton,0,0,0,0,5,23,0,14,0,68,0,0,0,615,546,0,5,8,1,1,32,1,0,5,297,216 352 | 415,2018,2019-04-27T16:30:00+00:00,American Express Community Stadium,Regular Season - 36,Brighton,Newcastle,1,1,0,1,2,9,7,7,3,49,2,0,0,461,375,1,9,10,4,0,51,3,0,1,488,396 353 | 416,2018,2019-04-28T13:05:00+00:00,Turf Moor,Regular Season - 36,Burnley,Manchester City,0,1,0,0,0,2,5,0,2,30,1,0,5,263,158,7,25,7,6,3,70,1,0,0,608,524 354 | 417,2018,2019-04-27T14:00:00+00:00,Selhurst Park,Regular Season - 36,Crystal Palace,Everton,0,0,0,0,0,8,9,5,4,36,2,0,3,313,199,3,22,15,10,0,64,0,0,0,543,432 355 | 418,2018,2019-04-27T14:00:00+00:00,Craven Cottage,Regular Season - 36,Fulham,Cardiff,1,0,0,0,2,8,10,10,1,73,0,0,8,623,543,8,13,8,3,3,27,0,0,1,220,144 356 | 419,2018,2019-04-28T11:00:00+00:00,King Power Stadium,Regular Season - 36,Leicester,Arsenal,3,0,0,0,12,24,13,8,2,67,3,0,1,610,515,1,6,13,6,3,33,3,1,9,293,188 357 | 420,2018,2019-04-26T19:00:00+00:00,Anfield,Regular Season - 36,Liverpool,Huddersfield,5,0,3,0,7,21,5,4,2,70,0,0,1,726,638,1,5,14,4,4,30,0,0,2,306,211 358 | 421,2018,2019-04-28T15:30:00+00:00,Old Trafford,Regular Season - 36,Manchester United,Chelsea,1,1,1,1,5,7,9,6,5,51,3,0,2,467,390,3,16,14,6,5,49,2,0,3,422,362 359 | 422,2018,2019-04-27T14:00:00+00:00,St. Mary's Stadium,Regular Season - 36,Southampton,Bournemouth,3,3,1,2,7,22,8,9,0,44,2,0,2,351,258,5,9,9,3,0,56,1,0,4,459,352 360 | 423,2018,2019-04-27T11:30:00+00:00,Tottenham Hotspur Stadium,Regular Season - 36,Tottenham,West Ham,0,1,0,0,4,14,3,2,5,63,0,0,6,614,502,7,16,8,7,3,37,2,0,4,351,254 361 | 424,2018,2019-04-27T14:00:00+00:00,Vicarage Road,Regular Season - 36,Watford,Wolves,1,2,0,1,1,10,10,4,3,56,3,0,1,495,410,4,11,11,5,5,44,2,0,0,386,290 362 | 425,2018,2019-05-05T15:30:00+00:00,Emirates Stadium,Regular Season - 37,Arsenal,Brighton,1,1,1,0,8,20,9,16,2,70,5,0,4,564,488,5,11,14,3,4,30,2,0,6,235,171 363 | 426,2018,2019-05-04T11:30:00+00:00,Vitality Stadium,Regular Season - 37,Bournemouth,Tottenham,1,0,0,0,6,20,11,10,1,53,1,0,5,439,365,5,11,12,6,3,47,5,2,5,404,320 364 | 427,2018,2019-05-04T16:30:00+00:00,Cardiff City Stadium,Regular Season - 37,Cardiff,Crystal Palace,2,3,1,2,8,18,14,10,1,39,0,0,4,276,173,7,21,11,5,2,61,0,0,6,446,336 365 | 428,2018,2019-05-05T13:00:00+00:00,Stamford Bridge,Regular Season - 37,Chelsea,Watford,3,0,0,0,9,19,6,6,1,58,0,0,3,537,454,3,16,12,6,3,42,1,0,6,382,286 366 | 429,2018,2019-05-03T19:00:00+00:00,Goodison Park,Regular Season - 37,Everton,Burnley,2,0,2,0,6,20,8,8,1,60,0,0,1,555,464,1,5,9,1,2,40,2,0,5,369,269 367 | 430,2018,2019-05-05T13:00:00+00:00,John Smith's Stadium,Regular Season - 37,Huddersfield,Manchester United,1,1,0,1,3,7,10,3,2,35,1,0,6,332,234,7,23,10,7,1,65,1,0,2,600,510 368 | 431,2018,2019-05-06T19:00:00+00:00,Etihad Stadium,Regular Season - 37,Manchester City,Leicester,1,0,0,0,5,19,12,11,2,61,3,0,2,636,552,2,7,5,0,0,39,2,0,4,416,336 369 | 432,2018,2019-05-04T18:45:00+00:00,St James' Park,Regular Season - 37,Newcastle,Liverpool,2,3,1,2,7,14,10,2,4,30,1,0,1,294,204,4,11,4,3,2,70,1,0,4,677,567 370 | 433,2018,2019-05-04T14:00:00+00:00,London Stadium,Regular Season - 37,West Ham,Southampton,3,0,1,0,6,17,2,2,3,56,1,0,1,520,421,1,11,11,7,1,44,1,0,3,384,293 371 | 434,2018,2019-05-04T14:00:00+00:00,Molineux Stadium,Regular Season - 37,Wolves,Fulham,1,0,0,0,6,19,10,7,1,39,1,0,2,376,285,2,6,15,1,0,61,3,0,5,601,518 372 | 435,2018,2019-05-12T14:00:00+00:00,American Express Community Stadium,Regular Season - 38,Brighton,Manchester City,1,4,1,2,2,6,12,2,1,23,0,0,5,245,176,9,20,8,6,1,77,0,0,1,796,737 373 | 436,2018,2019-05-12T14:00:00+00:00,Turf Moor,Regular Season - 38,Burnley,Arsenal,1,3,0,0,5,14,11,4,4,39,5,0,3,341,264,6,17,3,5,0,61,1,0,3,533,459 374 | 437,2018,2019-05-12T14:00:00+00:00,Selhurst Park,Regular Season - 38,Crystal Palace,Bournemouth,5,3,3,1,8,17,11,4,4,45,3,0,5,429,344,8,16,8,4,1,55,0,0,4,517,427 375 | 438,2018,2019-05-12T14:00:00+00:00,Craven Cottage,Regular Season - 38,Fulham,Newcastle,0,4,0,2,2,16,6,5,1,68,1,0,2,765,690,6,13,8,5,1,32,0,0,2,358,282 376 | 439,2018,2019-05-12T14:00:00+00:00,King Power Stadium,Regular Season - 38,Leicester,Chelsea,0,0,0,0,3,9,9,4,1,46,0,0,4,470,409,4,14,8,5,2,54,1,0,3,533,461 377 | 440,2018,2019-05-12T14:00:00+00:00,Anfield,Regular Season - 38,Liverpool,Wolves,2,0,1,0,5,13,3,4,3,59,0,0,2,603,509,2,7,11,1,1,41,2,0,3,427,324 378 | 441,2018,2019-05-12T14:00:00+00:00,Old Trafford,Regular Season - 38,Manchester United,Cardiff,0,2,0,1,10,26,9,11,3,73,3,0,2,620,526,4,13,6,2,0,27,3,0,10,223,128 379 | 442,2018,2019-05-12T14:00:00+00:00,St. Mary's Stadium,Regular Season - 38,Southampton,Huddersfield,1,1,1,0,3,10,8,4,1,53,0,0,2,447,325,3,10,6,3,2,47,1,0,2,388,254 380 | 443,2018,2019-05-12T14:00:00+00:00,Tottenham Hotspur Stadium,Regular Season - 38,Tottenham,Everton,2,2,1,0,3,11,10,7,2,55,0,0,7,543,449,9,16,13,4,1,45,2,0,1,436,355 381 | 444,2018,2019-05-12T14:00:00+00:00,Vicarage Road,Regular Season - 38,Watford,West Ham,1,4,0,2,8,17,10,7,4,48,1,1,5,419,338,9,16,10,2,1,52,0,0,7,460,402 382 | -------------------------------------------------------------------------------- /data/csv_datasets/epl/2022_season.csv: -------------------------------------------------------------------------------- 1 | fixture_id,season,date,stadium,game_week,home_team,away_team,home_goals,away_goals,ht_home_goals,ht_away_goals,home_shots_on_target,home_shots,home_fouls,home_corners,home_offsides,home_possession,home_yellow_cards,home_red_cards,home_goalkeeper_saves,home_attempted_passes,home_successful_passes,away_shots_on_target,away_shots,away_fouls,away_corners,away_offsides,away_possession,away_yellow_cards,away_red_cards,away_goalkeeper_saves,away_attempted_passes,away_successful_passes 2 | 867946,2022,2022-08-05T19:00:00+00:00,Selhurst Park,Regular Season - 1,Crystal Palace,Arsenal,0,2,0,1,2,10,16,3,1,56,1,0,1,562,487,2,10,11,5,2,44,2,0,2,438,360 3 | 867947,2022,2022-08-06T11:30:00+00:00,Craven Cottage,Regular Season - 1,Fulham,Liverpool,2,2,1,0,3,9,7,4,4,33,2,0,1,294,181,4,11,9,4,4,67,0,0,1,612,473 4 | 867948,2022,2022-08-06T14:00:00+00:00,Vitality Stadium,Regular Season - 1,Bournemouth,Aston Villa,2,0,1,0,3,7,18,5,1,34,3,0,2,301,211,2,15,16,5,4,66,3,0,1,571,479 5 | 867949,2022,2022-08-06T14:00:00+00:00,Elland Road,Regular Season - 1,Leeds,Wolves,2,1,1,1,4,12,13,6,0,40,2,0,5,355,269,6,15,9,4,1,60,0,0,3,546,463 6 | 867950,2022,2022-08-07T13:00:00+00:00,King Power Stadium,Regular Season - 1,Leicester,Brentford,2,2,1,0,5,14,6,5,2,55,0,0,1,580,510,3,8,5,6,2,45,0,0,3,457,386 7 | 867951,2022,2022-08-06T14:00:00+00:00,St. James' Park,Regular Season - 1,Newcastle,Nottingham Forest,2,0,0,0,10,23,9,11,2,61,0,0,0,469,379,0,5,14,1,0,39,3,0,7,294,207 8 | 867952,2022,2022-08-06T14:00:00+00:00,Tottenham Hotspur Stadium,Regular Season - 1,Tottenham,Southampton,4,1,2,1,8,18,11,10,2,58,3,0,1,554,471,2,10,6,2,0,42,0,0,5,410,337 9 | 867953,2022,2022-08-06T16:30:00+00:00,Goodison Park,Regular Season - 1,Everton,Chelsea,0,1,0,1,4,8,14,4,0,37,3,0,5,335,246,6,15,11,16,2,63,2,0,3,566,490 10 | 867954,2022,2022-08-07T13:00:00+00:00,Old Trafford,Regular Season - 1,Manchester United,Brighton,1,2,0,2,5,17,7,6,3,63,4,0,2,548,452,4,15,12,2,1,37,1,0,5,326,229 11 | 867955,2022,2022-08-07T15:30:00+00:00,London Stadium,Regular Season - 1,West Ham,Manchester City,0,2,0,1,1,6,8,1,4,25,0,0,0,263,206,2,14,4,4,1,75,1,0,1,833,774 12 | 867956,2022,2022-08-13T14:00:00+00:00,Emirates Stadium,Regular Season - 2,Arsenal,Leicester,4,2,2,0,7,19,15,6,2,50,1,0,1,462,386,2,6,9,2,3,50,1,0,4,472,383 13 | 867957,2022,2022-08-13T11:30:00+00:00,Villa Park,Regular Season - 2,Aston Villa,Everton,2,1,1,0,4,12,9,5,2,58,4,0,4,517,435,4,15,7,8,3,42,1,0,1,378,291 14 | 867958,2022,2022-08-13T16:30:00+00:00,Gtech Community Stadium,Regular Season - 2,Brentford,Manchester United,4,0,4,0,7,13,6,8,1,33,0,0,4,255,167,4,15,15,2,2,67,4,0,3,525,444 15 | 867959,2022,2022-08-13T14:00:00+00:00,The American Express Community Stadium,Regular Season - 2,Brighton,Newcastle,0,0,0,0,7,13,8,7,1,55,2,0,1,374,286,1,4,6,3,4,45,3,0,5,314,230 16 | 867960,2022,2022-08-14T15:30:00+00:00,Stamford Bridge,Regular Season - 2,Chelsea,Tottenham,2,2,1,0,3,16,9,8,2,64,3,0,3,597,512,5,10,9,5,1,36,0,0,1,340,269 17 | 867961,2022,2022-08-15T19:00:00+00:00,Anfield,Regular Season - 2,Liverpool,Crystal Palace,1,1,0,1,4,24,7,4,3,73,2,1,2,741,645,3,7,8,2,2,27,4,0,3,274,189 18 | 867962,2022,2022-08-13T14:00:00+00:00,Etihad Stadium,Regular Season - 2,Manchester City,Bournemouth,4,0,3,0,7,19,9,11,2,67,0,0,1,696,649,1,3,9,1,1,33,3,0,4,353,288 19 | 867963,2022,2022-08-14T13:00:00+00:00,The City Ground,Regular Season - 2,Nottingham Forest,West Ham,1,0,1,0,6,13,10,6,3,43,4,0,4,288,190,5,19,11,7,2,57,1,0,5,381,284 20 | 867964,2022,2022-08-13T14:00:00+00:00,St. Mary's Stadium,Regular Season - 2,Southampton,Leeds,2,2,0,0,4,14,10,2,1,43,1,0,3,332,232,5,13,12,5,1,57,3,0,2,454,336 21 | 867965,2022,2022-08-13T14:00:00+00:00,Molineux Stadium,Regular Season - 2,Wolves,Fulham,0,0,0,0,1,7,7,5,1,60,3,0,3,496,392,3,9,14,3,0,40,3,0,1,328,235 22 | 867966,2022,2022-08-20T16:30:00+00:00,Vitality Stadium,Regular Season - 3,Bournemouth,Arsenal,0,3,0,2,1,6,12,3,1,42,2,0,3,411,324,6,14,10,4,3,58,1,0,1,580,517 23 | 867967,2022,2022-08-20T14:00:00+00:00,Selhurst Park,Regular Season - 3,Crystal Palace,Aston Villa,3,1,1,1,9,17,16,4,1,51,2,0,4,448,378,5,13,14,2,1,49,1,0,6,428,348 24 | 867968,2022,2022-08-20T14:00:00+00:00,Goodison Park,Regular Season - 3,Everton,Nottingham Forest,1,1,0,0,8,19,6,6,4,48,3,0,4,413,320,5,14,9,2,1,52,2,0,7,444,326 25 | 867969,2022,2022-08-20T14:00:00+00:00,Craven Cottage,Regular Season - 3,Fulham,Brentford,3,2,2,1,9,18,13,6,5,44,3,0,3,311,219,5,13,7,3,7,56,2,0,6,417,315 26 | 867970,2022,2022-08-21T13:00:00+00:00,Elland Road,Regular Season - 3,Leeds,Chelsea,3,0,2,0,6,12,16,4,1,39,0,0,3,318,227,3,14,15,6,7,61,3,1,3,494,405 27 | 867971,2022,2022-08-20T14:00:00+00:00,King Power Stadium,Regular Season - 3,Leicester,Southampton,1,2,0,0,1,6,11,2,0,62,2,0,1,556,454,3,9,15,5,1,38,3,0,0,335,240 28 | 867972,2022,2022-08-22T19:00:00+00:00,Old Trafford,Regular Season - 3,Manchester United,Liverpool,2,1,1,0,5,13,11,6,2,30,3,0,5,273,180,5,17,7,8,2,70,1,0,3,645,540 29 | 867973,2022,2022-08-21T15:30:00+00:00,St. James' Park,Regular Season - 3,Newcastle,Manchester City,3,3,2,1,6,12,14,5,2,31,4,0,7,275,185,10,21,7,5,1,69,2,0,2,608,521 30 | 867974,2022,2022-08-20T11:30:00+00:00,Tottenham Hotspur Stadium,Regular Season - 3,Tottenham,Wolves,1,0,0,0,4,11,10,8,2,50,2,0,3,472,411,3,20,8,6,0,50,2,0,3,477,399 31 | 867975,2022,2022-08-21T13:00:00+00:00,London Stadium,Regular Season - 3,West Ham,Brighton,0,2,0,1,3,13,10,5,3,50,2,0,0,467,376,2,11,7,4,1,50,0,0,3,485,395 32 | 867976,2022,2022-08-27T16:30:00+00:00,Emirates Stadium,Regular Season - 4,Arsenal,Fulham,2,1,0,0,8,22,6,9,1,72,2,0,2,595,509,3,11,12,2,0,28,3,0,6,223,138 33 | 867977,2022,2022-08-28T13:00:00+00:00,Villa Park,Regular Season - 4,Aston Villa,West Ham,0,1,0,0,3,9,10,3,2,58,2,0,1,582,489,2,7,10,2,1,42,0,0,3,419,329 34 | 867978,2022,2022-08-27T14:00:00+00:00,Gtech Community Stadium,Regular Season - 4,Brentford,Everton,1,1,0,1,5,20,8,8,0,58,2,0,6,514,429,7,14,8,5,2,42,2,0,4,385,302 35 | 867979,2022,2022-08-27T14:00:00+00:00,The American Express Community Stadium,Regular Season - 4,Brighton,Leeds,1,0,0,0,4,13,10,5,2,43,2,0,2,353,250,2,10,14,3,1,57,3,0,3,475,359 36 | 867980,2022,2022-08-27T14:00:00+00:00,Stamford Bridge,Regular Season - 4,Chelsea,Leicester,2,1,0,0,4,7,10,3,3,45,3,1,4,446,372,5,17,7,11,1,55,2,0,2,524,456 37 | 867981,2022,2022-08-27T14:00:00+00:00,Anfield,Regular Season - 4,Liverpool,Bournemouth,9,0,5,0,12,19,6,8,3,69,0,0,2,681,589,2,5,5,1,0,31,1,0,4,303,211 38 | 867982,2022,2022-08-27T14:00:00+00:00,Etihad Stadium,Regular Season - 4,Manchester City,Crystal Palace,4,2,0,2,5,18,14,6,2,74,1,0,1,770,702,2,2,8,1,1,26,2,0,1,265,196 39 | 867983,2022,2022-08-28T15:30:00+00:00,The City Ground,Regular Season - 4,Nottingham Forest,Tottenham,0,2,0,1,1,17,11,6,1,55,6,0,4,568,481,7,18,13,1,3,45,1,0,1,462,372 40 | 867984,2022,2022-08-27T11:30:00+00:00,St. Mary's Stadium,Regular Season - 4,Southampton,Manchester United,0,1,0,0,5,17,4,5,1,48,0,0,3,364,266,6,11,14,3,1,52,3,0,4,404,299 41 | 867985,2022,2022-08-28T13:00:00+00:00,Molineux Stadium,Regular Season - 4,Wolves,Newcastle,1,1,1,0,4,10,10,4,3,36,2,0,5,265,184,6,21,11,13,1,64,1,0,3,458,376 42 | 867986,2022,2022-08-31T18:30:00+00:00,Vitality Stadium,Regular Season - 5,Bournemouth,Wolves,0,0,0,0,2,5,12,2,0,34,2,0,3,320,238,4,17,12,5,3,66,1,0,2,603,538 43 | 867987,2022,2022-08-31T18:30:00+00:00,Emirates Stadium,Regular Season - 5,Arsenal,Aston Villa,2,1,1,0,9,22,10,10,1,59,2,0,2,504,428,3,4,14,3,1,41,3,0,6,352,271 44 | 867988,2022,2022-08-30T18:30:00+00:00,Craven Cottage,Regular Season - 5,Fulham,Brighton,2,1,0,0,3,10,9,3,0,39,2,0,2,344,257,4,7,11,3,2,61,1,0,2,533,446 45 | 867989,2022,2022-08-30T19:00:00+00:00,Elland Road,Regular Season - 5,Leeds,Everton,1,1,0,1,5,14,10,10,2,69,3,0,1,644,535,2,7,9,2,2,31,3,0,4,292,203 46 | 867990,2022,2022-09-01T19:00:00+00:00,King Power Stadium,Regular Season - 5,Leicester,Manchester United,0,1,0,1,2,10,7,1,0,54,1,0,1,595,487,2,9,15,3,2,46,3,0,2,513,400 47 | 867991,2022,2022-08-31T18:45:00+00:00,London Stadium,Regular Season - 5,West Ham,Tottenham,1,1,0,1,4,14,10,3,1,38,2,0,3,369,307,3,12,10,4,0,62,5,0,3,621,555 48 | 867992,2022,2022-08-30T18:30:00+00:00,Selhurst Park,Regular Season - 5,Crystal Palace,Brentford,1,1,0,0,4,13,11,4,1,49,1,0,2,472,383,3,9,8,6,0,51,2,0,3,482,386 49 | 867993,2022,2022-08-30T18:45:00+00:00,St. Mary's Stadium,Regular Season - 5,Southampton,Chelsea,2,1,2,1,7,9,15,5,0,32,2,0,3,259,158,4,10,10,3,3,68,1,0,3,561,460 50 | 867994,2022,2022-08-31T19:00:00+00:00,Anfield,Regular Season - 5,Liverpool,Newcastle,2,1,0,1,6,23,9,13,2,72,0,0,1,625,523,2,5,10,0,2,28,2,0,4,256,163 51 | 867995,2022,2022-08-31T18:30:00+00:00,Etihad Stadium,Regular Season - 5,Manchester City,Nottingham Forest,6,0,3,0,9,17,9,10,2,75,0,0,1,785,720,1,8,7,1,2,25,1,0,3,261,192 52 | 867996,2022,2022-09-03T16:30:00+00:00,Villa Park,Regular Season - 6,Aston Villa,Manchester City,1,1,0,0,1,3,7,1,5,28,2,0,3,287,203,4,13,6,4,3,72,0,0,0,763,673 53 | 867997,2022,2022-09-03T14:00:00+00:00,Gtech Community Stadium,Regular Season - 6,Brentford,Leeds,5,2,2,1,8,14,8,2,1,31,2,0,4,218,141,6,17,9,6,1,69,2,0,3,488,402 54 | 867998,2022,2022-09-04T13:00:00+00:00,The American Express Community Stadium,Regular Season - 6,Brighton,Leicester,5,2,2,2,11,23,6,10,2,54,1,0,2,493,421,4,6,8,1,3,46,1,0,7,436,360 55 | 867999,2022,2022-09-03T14:00:00+00:00,Stamford Bridge,Regular Season - 6,Chelsea,West Ham,2,1,0,0,3,8,6,10,1,68,4,0,2,661,577,3,6,11,3,1,32,2,0,1,308,232 56 | 868000,2022,2022-09-03T11:30:00+00:00,Goodison Park,Regular Season - 6,Everton,Liverpool,0,0,0,0,3,14,7,7,3,39,2,0,8,302,217,8,23,11,9,2,61,2,0,4,469,380 57 | 868001,2022,2022-09-04T15:30:00+00:00,Old Trafford,Regular Season - 6,Manchester United,Arsenal,3,1,1,0,6,10,13,2,4,40,3,0,2,310,242,3,16,9,5,0,60,3,0,3,465,388 58 | 868002,2022,2022-09-03T14:00:00+00:00,St. James' Park,Regular Season - 6,Newcastle,Crystal Palace,0,0,0,0,6,23,19,13,2,52,2,0,9,359,283,9,19,12,5,1,48,2,0,5,362,282 59 | 868003,2022,2022-09-03T14:00:00+00:00,The City Ground,Regular Season - 6,Nottingham Forest,Bournemouth,2,3,2,0,3,11,13,4,1,53,2,0,0,486,402,3,8,10,6,1,47,1,0,1,442,359 60 | 868004,2022,2022-09-03T14:00:00+00:00,Tottenham Hotspur Stadium,Regular Season - 6,Tottenham,Fulham,2,1,1,0,10,23,9,10,3,52,3,0,2,475,418,3,9,6,3,0,48,4,0,8,433,371 61 | 868005,2022,2022-09-03T14:00:00+00:00,Molineux Stadium,Regular Season - 6,Wolves,Southampton,1,0,1,0,2,7,10,5,1,51,4,0,1,432,349,1,12,14,6,0,49,2,0,1,406,317 62 | 868006,2022,2023-04-04T18:45:00+00:00,Vitality Stadium,Regular Season - 7,Bournemouth,Brighton,0,2,0,1,3,14,11,5,1,37,1,0,4,344,269,6,16,5,5,0,63,1,0,3,626,545 63 | 868007,2022,2023-03-01T19:45:00+00:00,Emirates Stadium,Regular Season - 7,Arsenal,Everton,4,0,2,0,5,15,5,5,4,73,0,0,5,748,655,5,8,12,1,2,27,2,0,1,274,185 64 | 868008,2022,2023-01-18T20:00:00+00:00,Selhurst Park,Regular Season - 7,Crystal Palace,Manchester United,1,1,0,1,5,10,9,3,0,39,1,0,3,399,294,4,15,10,3,0,61,2,0,4,626,509 65 | 868009,2022,2023-01-12T20:00:00+00:00,Craven Cottage,Regular Season - 7,Fulham,Chelsea,2,1,1,0,3,8,12,5,3,48,4,0,9,451,364,10,20,16,7,3,52,3,1,1,496,404 66 | 868010,2022,2023-04-04T18:45:00+00:00,Elland Road,Regular Season - 7,Leeds,Nottingham Forest,2,1,2,1,6,21,11,11,3,62,1,0,0,494,401,1,13,13,4,3,38,4,0,4,296,198 67 | 868011,2022,2023-04-04T18:45:00+00:00,King Power Stadium,Regular Season - 7,Leicester,Aston Villa,1,2,1,1,4,9,10,4,2,36,4,1,3,290,216,5,15,14,8,1,64,0,0,3,534,471 68 | 868012,2022,2023-03-01T20:00:00+00:00,Anfield,Regular Season - 7,Liverpool,Wolves,2,0,0,0,6,15,13,5,1,57,2,0,1,528,439,1,4,14,2,3,43,3,0,4,402,322 69 | 868013,2022,2023-01-19T20:00:00+00:00,Etihad Stadium,Regular Season - 7,Manchester City,Tottenham,4,2,0,2,6,16,10,8,0,58,1,0,1,583,511,3,9,14,3,1,42,2,0,2,424,352 70 | 868014,2022,2023-03-15T19:30:00+00:00,St. Mary's Stadium,Regular Season - 7,Southampton,Brentford,0,2,0,1,1,7,14,3,1,66,1,0,2,563,464,5,11,10,3,1,34,2,0,0,289,186 71 | 868015,2022,2023-04-05T19:00:00+00:00,London Stadium,Regular Season - 7,West Ham,Newcastle,1,5,1,2,2,7,11,7,0,42,2,0,2,348,256,8,15,12,6,0,58,1,0,1,492,397 72 | 868016,2022,2022-09-16T19:00:00+00:00,Villa Park,Regular Season - 8,Aston Villa,Southampton,1,0,1,0,3,11,13,6,1,53,3,0,1,420,312,1,7,13,3,0,47,1,0,2,376,277 73 | 868017,2022,2022-09-18T11:00:00+00:00,Gtech Community Stadium,Regular Season - 8,Brentford,Arsenal,0,3,0,2,2,5,10,3,3,36,0,0,4,321,238,7,13,10,3,1,64,2,0,2,592,509 74 | 868018,2022,2023-03-15T19:30:00+00:00,The American Express Community Stadium,Regular Season - 8,Brighton,Crystal Palace,1,0,1,0,5,11,13,1,2,57,1,0,3,579,488,3,11,20,4,0,43,2,0,4,430,345 75 | 868019,2022,2023-04-04T19:00:00+00:00,Stamford Bridge,Regular Season - 8,Chelsea,Liverpool,0,0,0,0,3,12,6,3,4,50,1,0,3,522,437,4,7,17,5,3,50,4,0,2,537,449 76 | 868020,2022,2022-09-18T13:15:00+00:00,Goodison Park,Regular Season - 8,Everton,West Ham,1,0,0,0,2,7,8,5,1,54,3,0,4,464,385,4,14,11,14,1,46,1,0,1,388,309 77 | 868021,2022,2023-02-08T20:00:00+00:00,Old Trafford,Regular Season - 8,Manchester United,Leeds,2,2,0,1,7,24,7,6,1,66,1,0,1,615,498,2,8,11,5,0,34,3,0,5,326,210 78 | 868022,2022,2022-09-17T14:00:00+00:00,St. James' Park,Regular Season - 8,Newcastle,Bournemouth,1,1,0,0,7,20,10,8,3,72,2,0,2,643,556,3,10,11,1,1,28,2,0,6,245,165 79 | 868023,2022,2022-09-16T19:00:00+00:00,The City Ground,Regular Season - 8,Nottingham Forest,Fulham,2,3,1,0,3,11,11,2,2,41,2,0,4,375,279,7,15,10,10,1,59,4,0,1,555,460 80 | 868024,2022,2022-09-17T16:30:00+00:00,Tottenham Hotspur Stadium,Regular Season - 8,Tottenham,Leicester,6,2,2,2,11,16,9,6,1,44,1,0,5,482,403,7,19,9,1,0,56,2,0,5,632,552 81 | 868025,2022,2022-09-17T11:30:00+00:00,Molineux Stadium,Regular Season - 8,Wolves,Manchester City,0,3,0,2,1,6,7,5,0,41,2,1,4,422,353,7,16,9,7,1,59,1,0,1,622,563 82 | 868026,2022,2022-10-01T14:00:00+00:00,Vitality Stadium,Regular Season - 9,Bournemouth,Brentford,0,0,0,0,1,7,11,7,1,42,1,0,4,375,297,4,13,10,8,2,58,2,0,0,530,440 83 | 868027,2022,2022-10-01T11:30:00+00:00,Emirates Stadium,Regular Season - 9,Arsenal,Tottenham,3,1,1,1,9,22,10,5,1,65,2,0,2,565,511,3,7,10,2,3,35,1,1,6,307,240 84 | 868028,2022,2022-10-01T14:00:00+00:00,Selhurst Park,Regular Season - 9,Crystal Palace,Chelsea,1,2,1,1,3,7,11,5,1,36,1,0,1,348,271,3,13,13,2,0,64,3,0,2,635,559 85 | 868029,2022,2022-10-01T14:00:00+00:00,Craven Cottage,Regular Season - 9,Fulham,Newcastle,1,4,0,3,1,3,9,1,4,32,2,1,6,281,190,10,19,10,8,7,68,0,0,0,605,530 86 | 868030,2022,2022-10-02T15:30:00+00:00,Elland Road,Regular Season - 9,Leeds,Aston Villa,0,0,0,0,1,6,23,2,0,44,5,1,6,375,270,7,19,12,9,2,56,2,0,1,479,370 87 | 868031,2022,2022-10-03T19:00:00+00:00,King Power Stadium,Regular Season - 9,Leicester,Nottingham Forest,4,0,3,0,7,17,13,6,3,52,2,0,3,492,416,3,10,12,6,4,48,4,0,4,464,362 88 | 868032,2022,2022-10-01T14:00:00+00:00,Anfield,Regular Season - 9,Liverpool,Brighton,3,3,1,2,7,15,9,9,1,54,1,0,3,530,432,6,6,13,2,0,46,1,0,5,460,359 89 | 868033,2022,2022-10-02T13:00:00+00:00,Etihad Stadium,Regular Season - 9,Manchester City,Manchester United,6,3,4,0,10,22,3,5,1,54,0,0,5,551,485,8,12,9,1,0,46,3,0,3,476,408 90 | 868034,2022,2022-10-01T14:00:00+00:00,St. Mary's Stadium,Regular Season - 9,Southampton,Everton,1,2,0,0,6,22,11,7,0,54,2,0,3,445,362,5,12,10,6,1,46,2,0,5,380,295 91 | 868035,2022,2022-10-01T16:30:00+00:00,London Stadium,Regular Season - 9,West Ham,Wolves,2,0,1,0,5,18,8,1,2,39,2,0,4,372,301,4,15,6,6,1,61,2,0,3,564,492 92 | 868036,2022,2022-10-08T14:00:00+00:00,Vitality Stadium,Regular Season - 10,Bournemouth,Leicester,2,1,0,1,4,10,8,7,3,44,1,0,4,424,359,5,9,16,2,0,56,2,0,2,551,475 93 | 868037,2022,2022-10-09T15:30:00+00:00,Emirates Stadium,Regular Season - 10,Arsenal,Liverpool,3,2,2,1,7,11,11,4,3,44,1,0,2,386,302,3,8,11,3,6,56,2,0,4,488,395 94 | 868038,2022,2022-10-08T16:30:00+00:00,The American Express Community Stadium,Regular Season - 10,Brighton,Tottenham,0,1,0,1,4,14,9,6,2,59,1,0,2,694,610,3,8,14,2,3,41,2,0,4,489,398 95 | 868039,2022,2022-10-08T14:00:00+00:00,Stamford Bridge,Regular Season - 10,Chelsea,Wolves,3,0,1,0,7,20,8,4,3,57,2,0,2,591,518,2,8,8,2,0,43,0,0,4,431,360 96 | 868040,2022,2022-10-09T13:00:00+00:00,Selhurst Park,Regular Season - 10,Crystal Palace,Leeds,2,1,1,1,5,13,13,5,2,55,3,0,3,418,321,4,10,23,3,2,45,3,0,3,345,222 97 | 868041,2022,2022-10-09T18:00:00+00:00,Goodison Park,Regular Season - 10,Everton,Manchester United,1,2,1,2,2,11,7,5,1,40,2,0,2,375,295,4,12,13,4,4,60,1,0,1,609,510 98 | 868042,2022,2022-10-08T14:00:00+00:00,Etihad Stadium,Regular Season - 10,Manchester City,Southampton,4,0,2,0,8,21,4,9,1,65,0,0,0,744,666,0,5,8,1,1,35,1,0,4,393,317 99 | 868043,2022,2022-10-08T14:00:00+00:00,St. James' Park,Regular Season - 10,Newcastle,Brentford,5,1,2,0,6,16,14,9,1,54,0,0,2,389,309,3,6,9,5,3,46,1,0,2,320,239 100 | 868044,2022,2022-10-10T19:00:00+00:00,The City Ground,Regular Season - 10,Nottingham Forest,Aston Villa,1,1,1,1,3,6,13,1,0,40,3,0,1,333,246,2,12,19,4,3,60,3,0,2,506,436 101 | 868045,2022,2022-10-09T13:00:00+00:00,London Stadium,Regular Season - 10,West Ham,Fulham,3,1,1,1,8,17,9,4,1,50,1,0,1,485,400,2,8,7,2,2,50,3,0,5,486,400 102 | 868046,2022,2022-10-16T13:00:00+00:00,Villa Park,Regular Season - 11,Aston Villa,Chelsea,0,2,0,1,7,18,12,7,3,41,0,0,2,353,283,4,8,11,1,1,59,3,0,7,548,468 103 | 868047,2022,2022-10-14T19:00:00+00:00,Gtech Community Stadium,Regular Season - 11,Brentford,Brighton,2,0,1,0,3,7,12,2,0,28,3,0,7,235,157,7,21,15,11,3,72,1,0,0,611,520 104 | 868048,2022,2022-10-15T14:00:00+00:00,Craven Cottage,Regular Season - 11,Fulham,Bournemouth,2,2,1,2,4,19,9,5,1,69,2,0,4,585,496,6,10,11,6,0,31,0,0,2,268,187 105 | 868049,2022,2022-10-16T13:00:00+00:00,Elland Road,Regular Season - 11,Leeds,Arsenal,0,1,0,1,4,16,10,6,4,47,0,0,3,428,334,4,9,11,3,0,53,2,0,4,500,415 106 | 868050,2022,2022-10-15T11:30:00+00:00,King Power Stadium,Regular Season - 11,Leicester,Crystal Palace,0,0,0,0,5,14,18,9,2,53,2,0,1,579,493,1,8,13,2,1,47,2,0,6,514,426 107 | 868051,2022,2022-10-16T15:30:00+00:00,Anfield,Regular Season - 11,Liverpool,Manchester City,1,0,0,0,2,13,10,5,3,37,3,0,6,407,313,6,16,7,6,0,63,1,0,1,702,616 108 | 868052,2022,2022-10-16T13:00:00+00:00,Old Trafford,Regular Season - 11,Manchester United,Newcastle,0,0,0,0,2,15,13,4,2,63,3,0,2,512,415,2,9,11,4,0,37,1,0,2,301,217 109 | 868053,2022,2022-10-16T13:00:00+00:00,St. Mary's Stadium,Regular Season - 11,Southampton,West Ham,1,1,1,0,8,10,7,4,1,39,1,0,3,323,234,4,25,3,14,0,61,1,0,7,488,391 110 | 868054,2022,2022-10-15T16:30:00+00:00,Tottenham Hotspur Stadium,Regular Season - 11,Tottenham,Everton,2,0,0,0,7,21,12,7,0,62,1,0,0,583,515,0,4,13,1,0,38,4,0,5,367,300 111 | 868055,2022,2022-10-15T14:00:00+00:00,Molineux Stadium,Regular Season - 11,Wolves,Nottingham Forest,1,0,0,0,2,9,17,4,2,58,2,0,2,435,355,2,10,13,5,1,42,2,0,1,313,225 112 | 868056,2022,2022-10-19T18:30:00+00:00,Vitality Stadium,Regular Season - 12,Bournemouth,Southampton,0,1,0,1,3,15,8,7,2,54,1,0,2,529,433,3,9,13,3,0,46,3,0,3,464,376 113 | 868057,2022,2023-02-15T19:30:00+00:00,Emirates Stadium,Regular Season - 12,Arsenal,Manchester City,1,3,1,1,1,10,11,1,0,64,2,0,2,524,435,6,9,15,2,3,36,4,0,0,303,219 114 | 868058,2022,2022-10-19T18:30:00+00:00,Gtech Community Stadium,Regular Season - 12,Brentford,Chelsea,0,0,0,0,5,8,7,6,2,34,0,0,5,317,222,5,14,7,2,0,66,0,0,5,656,559 115 | 868059,2022,2022-10-18T18:30:00+00:00,The American Express Community Stadium,Regular Season - 12,Brighton,Nottingham Forest,0,0,0,0,7,19,10,9,1,70,3,0,0,623,541,0,3,14,1,0,30,1,0,7,260,176 116 | 868060,2022,2022-10-20T18:30:00+00:00,Craven Cottage,Regular Season - 12,Fulham,Aston Villa,3,0,1,0,8,18,11,9,0,60,0,0,6,482,413,6,12,11,7,3,40,2,1,5,311,241 117 | 868061,2022,2022-10-20T19:15:00+00:00,King Power Stadium,Regular Season - 12,Leicester,Leeds,2,0,2,0,1,5,15,2,4,47,2,0,2,461,361,2,14,11,9,2,53,1,0,0,518,406 118 | 868062,2022,2022-10-18T19:15:00+00:00,Selhurst Park,Regular Season - 12,Crystal Palace,Wolves,2,1,0,1,4,14,14,4,0,51,3,0,3,449,370,4,10,18,2,4,49,1,0,2,428,340 119 | 868063,2022,2022-10-19T18:30:00+00:00,St. James' Park,Regular Season - 12,Newcastle,Everton,1,0,1,0,4,16,9,8,0,50,2,0,0,392,301,0,1,12,2,3,50,4,0,3,412,314 120 | 868064,2022,2022-10-19T18:30:00+00:00,Anfield,Regular Season - 12,Liverpool,West Ham,1,0,1,0,7,22,9,8,1,54,0,0,3,600,511,3,8,8,3,0,46,0,0,6,510,412 121 | 868065,2022,2022-10-19T19:15:00+00:00,Old Trafford,Regular Season - 12,Manchester United,Tottenham,2,0,0,0,10,28,7,8,4,52,1,0,2,583,498,2,9,7,3,0,48,0,0,8,528,445 122 | 868066,2022,2022-10-23T13:00:00+00:00,Villa Park,Regular Season - 13,Aston Villa,Brentford,4,0,3,0,11,19,14,7,0,45,1,0,3,329,247,3,12,11,6,1,55,0,0,7,397,302 123 | 868067,2022,2022-10-22T16:30:00+00:00,Stamford Bridge,Regular Season - 13,Chelsea,Manchester United,1,1,0,0,2,6,8,6,2,48,1,0,5,414,323,6,13,10,4,3,52,4,0,1,464,360 124 | 868068,2022,2022-10-22T14:00:00+00:00,Goodison Park,Regular Season - 13,Everton,Crystal Palace,3,0,1,0,6,9,16,3,1,46,3,0,2,382,313,2,9,14,4,2,54,4,0,3,456,387 125 | 868069,2022,2022-10-23T13:00:00+00:00,Elland Road,Regular Season - 13,Leeds,Fulham,2,3,1,1,5,14,12,3,4,57,1,0,1,488,390,5,11,8,6,4,43,1,0,3,355,255 126 | 868070,2022,2022-10-22T14:00:00+00:00,Etihad Stadium,Regular Season - 13,Manchester City,Brighton,3,1,2,0,4,10,11,6,0,48,1,0,1,446,368,2,8,12,3,4,52,3,0,1,471,398 127 | 868071,2022,2022-10-22T11:30:00+00:00,The City Ground,Regular Season - 13,Nottingham Forest,Liverpool,1,0,0,0,7,10,14,2,3,25,2,0,7,227,145,7,15,8,11,0,75,1,0,6,691,595 128 | 868072,2022,2022-10-23T13:00:00+00:00,St. Mary's Stadium,Regular Season - 13,Southampton,Arsenal,1,1,0,1,3,10,11,9,4,41,2,0,2,358,288,3,12,8,4,3,59,1,0,2,541,466 129 | 868073,2022,2022-10-23T15:30:00+00:00,Tottenham Hotspur Stadium,Regular Season - 13,Tottenham,Newcastle,1,2,0,2,5,17,12,6,3,52,4,0,3,457,361,5,13,6,7,4,48,2,0,3,409,332 130 | 868074,2022,2022-10-24T19:00:00+00:00,London Stadium,Regular Season - 13,West Ham,Bournemouth,2,0,1,0,4,20,9,5,1,54,0,0,3,497,421,3,5,11,0,0,46,2,0,2,432,359 131 | 868075,2022,2022-10-23T13:00:00+00:00,Molineux Stadium,Regular Season - 13,Wolves,Leicester,0,4,0,2,6,21,10,9,3,61,2,0,0,537,458,4,5,12,2,3,39,1,0,5,347,252 132 | 868076,2022,2022-10-29T14:00:00+00:00,Vitality Stadium,Regular Season - 14,Bournemouth,Tottenham,2,3,1,0,4,6,10,2,0,31,1,0,4,292,223,7,23,5,19,3,69,2,0,2,631,567 133 | 868077,2022,2022-10-30T14:00:00+00:00,Emirates Stadium,Regular Season - 14,Arsenal,Nottingham Forest,5,0,1,0,10,24,9,9,1,69,0,0,2,618,551,2,5,8,4,2,31,1,0,4,275,207 134 | 868078,2022,2022-10-29T14:00:00+00:00,Gtech Community Stadium,Regular Season - 14,Brentford,Wolves,1,1,0,0,3,12,10,3,0,58,3,0,3,419,337,4,13,17,6,1,42,3,1,2,304,229 135 | 868079,2022,2022-10-29T14:00:00+00:00,The American Express Community Stadium,Regular Season - 14,Brighton,Chelsea,4,1,3,0,9,19,16,8,0,41,1,0,7,349,276,7,15,6,7,0,59,2,0,5,513,441 136 | 868080,2022,2022-10-29T14:00:00+00:00,Selhurst Park,Regular Season - 14,Crystal Palace,Southampton,1,0,1,0,3,12,13,8,5,44,3,0,4,402,290,4,14,12,4,3,56,3,0,2,497,404 137 | 868081,2022,2022-10-29T16:30:00+00:00,Craven Cottage,Regular Season - 14,Fulham,Everton,0,0,0,0,6,24,10,13,0,57,2,0,4,463,386,4,9,8,4,5,43,1,0,6,370,295 138 | 868082,2022,2022-10-29T11:30:00+00:00,King Power Stadium,Regular Season - 14,Leicester,Manchester City,0,1,0,0,5,10,5,3,0,36,0,0,4,385,309,5,15,10,10,2,64,0,0,5,691,622 139 | 868083,2022,2022-10-29T18:45:00+00:00,Anfield,Regular Season - 14,Liverpool,Leeds,1,2,1,1,10,22,9,14,0,69,0,0,4,679,554,6,14,3,4,0,31,1,0,9,304,192 140 | 868084,2022,2022-10-30T16:15:00+00:00,Old Trafford,Regular Season - 14,Manchester United,West Ham,1,0,1,0,3,16,12,5,1,53,1,0,4,490,405,5,13,10,10,2,47,3,0,2,412,341 141 | 868085,2022,2022-10-29T14:00:00+00:00,St. James' Park,Regular Season - 14,Newcastle,Aston Villa,4,0,1,0,7,20,11,3,2,60,1,0,0,520,410,0,3,11,0,3,40,1,0,3,356,263 142 | 868086,2022,2022-11-06T14:00:00+00:00,Villa Park,Regular Season - 15,Aston Villa,Manchester United,3,1,2,1,4,6,6,3,0,42,3,0,3,401,335,3,8,12,5,3,58,3,0,1,543,463 143 | 868087,2022,2022-11-06T12:00:00+00:00,Stamford Bridge,Regular Season - 15,Chelsea,Arsenal,0,1,0,0,1,5,19,4,3,44,5,0,1,360,264,2,14,13,6,0,56,2,0,1,452,371 144 | 868088,2022,2022-11-05T17:30:00+00:00,Goodison Park,Regular Season - 15,Everton,Leicester,0,2,0,1,2,12,9,8,0,48,0,0,6,482,388,8,22,5,3,1,52,0,0,2,527,450 145 | 868089,2022,2022-11-05T15:00:00+00:00,Elland Road,Regular Season - 15,Leeds,Bournemouth,4,3,1,2,4,18,16,13,0,61,2,0,2,443,362,6,9,10,3,0,39,2,0,0,290,212 146 | 868090,2022,2022-11-05T15:00:00+00:00,Etihad Stadium,Regular Season - 15,Manchester City,Fulham,2,1,1,1,5,16,6,9,3,71,2,1,1,717,653,2,4,11,0,0,29,4,0,3,295,234 147 | 868091,2022,2022-11-05T15:00:00+00:00,The City Ground,Regular Season - 15,Nottingham Forest,Brentford,2,2,1,1,7,15,10,3,0,47,2,0,0,419,317,2,6,11,3,2,53,2,0,5,477,367 148 | 868092,2022,2022-11-06T14:00:00+00:00,St. Mary's Stadium,Regular Season - 15,Southampton,Newcastle,1,4,0,1,5,16,7,8,4,55,1,0,0,468,366,4,7,10,2,1,45,0,0,4,380,257 149 | 868093,2022,2022-11-06T16:30:00+00:00,Tottenham Hotspur Stadium,Regular Season - 15,Tottenham,Liverpool,1,2,0,2,5,14,10,5,1,47,0,0,4,518,428,6,13,8,3,2,53,0,0,4,616,515 150 | 868094,2022,2022-11-06T14:00:00+00:00,London Stadium,Regular Season - 15,West Ham,Crystal Palace,1,2,1,1,2,5,10,2,4,42,1,0,5,419,337,6,15,7,5,0,58,1,0,1,591,515 151 | 868095,2022,2022-11-05T15:00:00+00:00,Molineux Stadium,Regular Season - 15,Wolves,Brighton,2,3,2,2,5,8,15,4,1,29,2,1,5,256,193,8,19,11,9,1,71,0,0,3,653,589 152 | 868096,2022,2022-11-12T15:00:00+00:00,Vitality Stadium,Regular Season - 16,Bournemouth,Everton,3,0,2,0,9,16,12,3,1,36,2,0,3,305,223,3,15,8,5,1,64,0,0,5,542,464 153 | 868097,2022,2022-11-13T14:00:00+00:00,The American Express Community Stadium,Regular Season - 16,Brighton,Aston Villa,1,2,1,1,2,7,14,11,3,65,2,0,0,526,454,2,8,11,4,1,35,7,0,1,293,211 154 | 868098,2022,2022-11-13T16:30:00+00:00,Craven Cottage,Regular Season - 16,Fulham,Manchester United,1,2,0,1,7,14,9,10,1,53,1,0,8,461,366,9,14,10,3,2,47,1,0,6,433,344 155 | 868099,2022,2022-11-12T15:00:00+00:00,Anfield,Regular Season - 16,Liverpool,Southampton,3,1,3,1,7,15,8,6,0,60,0,0,4,670,578,5,9,8,0,2,40,2,0,4,445,356 156 | 868100,2022,2022-11-12T12:30:00+00:00,Etihad Stadium,Regular Season - 16,Manchester City,Brentford,1,2,1,1,6,29,9,10,2,75,2,0,5,622,530,8,10,7,2,2,25,2,0,5,216,123 157 | 868101,2022,2022-11-12T17:30:00+00:00,St. James' Park,Regular Season - 16,Newcastle,Chelsea,1,0,0,0,3,10,14,5,3,49,4,0,2,451,373,2,5,11,3,0,51,2,0,2,471,396 158 | 868102,2022,2022-11-12T15:00:00+00:00,The City Ground,Regular Season - 16,Nottingham Forest,Crystal Palace,1,0,0,0,2,9,11,1,3,32,1,0,0,284,203,0,8,13,5,0,68,4,0,1,633,551 159 | 868103,2022,2022-11-12T15:00:00+00:00,Tottenham Hotspur Stadium,Regular Season - 16,Tottenham,Leeds,4,3,1,2,8,14,8,9,0,55,1,0,2,545,450,5,12,7,2,1,45,3,1,3,464,366 160 | 868104,2022,2022-11-12T15:00:00+00:00,London Stadium,Regular Season - 16,West Ham,Leicester,0,2,0,1,6,18,9,7,2,54,3,0,4,483,374,6,9,8,2,0,46,1,0,6,422,330 161 | 868105,2022,2022-11-12T19:45:00+00:00,Molineux Stadium,Regular Season - 16,Wolves,Arsenal,0,2,0,0,2,11,5,6,3,37,3,0,1,348,277,4,14,6,4,1,63,2,0,2,579,517 162 | 868106,2022,2022-12-26T20:00:00+00:00,Emirates Stadium,Regular Season - 17,Arsenal,West Ham,3,1,0,1,5,16,13,7,3,67,0,0,3,657,588,4,8,17,5,0,33,2,0,2,331,250 163 | 868107,2022,2022-12-26T17:30:00+00:00,Villa Park,Regular Season - 17,Aston Villa,Liverpool,1,3,0,2,6,12,7,0,3,48,0,0,6,471,381,9,16,12,6,3,52,0,0,5,514,420 164 | 868108,2022,2022-12-26T12:30:00+00:00,Gtech Community Stadium,Regular Season - 17,Brentford,Tottenham,2,2,1,0,5,9,11,6,1,39,3,0,6,335,213,8,15,10,5,5,61,1,0,3,511,418 165 | 868109,2022,2022-12-27T17:30:00+00:00,Stamford Bridge,Regular Season - 17,Chelsea,Bournemouth,2,0,2,0,5,15,8,6,3,60,0,0,4,563,497,4,9,10,8,0,40,0,0,3,357,290 166 | 868110,2022,2022-12-26T15:00:00+00:00,Selhurst Park,Regular Season - 17,Crystal Palace,Fulham,0,3,0,1,0,4,12,1,1,36,2,2,7,368,274,11,23,15,7,2,64,0,0,0,633,543 167 | 868111,2022,2022-12-26T15:00:00+00:00,Goodison Park,Regular Season - 17,Everton,Wolves,1,2,1,1,6,12,9,2,1,58,1,0,2,505,427,4,7,22,2,2,42,6,0,4,359,273 168 | 868112,2022,2022-12-28T20:00:00+00:00,Elland Road,Regular Season - 17,Leeds,Manchester City,1,3,0,1,1,9,11,3,0,31,3,0,6,307,225,9,26,14,5,1,69,3,0,0,698,611 169 | 868113,2022,2022-12-26T15:00:00+00:00,King Power Stadium,Regular Season - 17,Leicester,Newcastle,0,3,0,3,2,8,9,5,3,60,0,0,2,575,472,5,12,6,5,1,40,0,0,2,380,282 170 | 868114,2022,2022-12-27T20:00:00+00:00,Old Trafford,Regular Season - 17,Manchester United,Nottingham Forest,3,0,2,0,8,17,13,9,1,66,3,0,3,631,549,3,8,4,9,2,34,1,0,5,314,224 171 | 868115,2022,2022-12-26T15:00:00+00:00,St. Mary's Stadium,Regular Season - 17,Southampton,Brighton,1,3,0,2,4,14,9,4,0,34,1,0,2,329,254,4,7,10,2,1,66,2,0,3,680,590 172 | 868116,2022,2022-12-31T15:00:00+00:00,Vitality Stadium,Regular Season - 18,Bournemouth,Crystal Palace,0,2,0,2,2,6,17,2,1,59,4,0,4,455,342,6,15,11,7,1,41,1,0,2,317,218 173 | 868117,2022,2022-12-31T17:30:00+00:00,The American Express Community Stadium,Regular Season - 18,Brighton,Arsenal,2,4,0,2,5,9,7,7,5,68,3,0,3,598,528,7,14,11,4,0,32,3,0,3,288,209 174 | 868118,2022,2022-12-31T15:00:00+00:00,Craven Cottage,Regular Season - 18,Fulham,Southampton,2,1,1,0,2,8,8,4,1,63,0,0,2,579,464,3,9,13,4,0,37,1,0,1,342,224 175 | 868119,2022,2022-12-30T20:00:00+00:00,Anfield,Regular Season - 18,Liverpool,Leicester,2,1,2,1,5,21,8,4,2,57,0,0,1,588,496,2,7,15,5,5,43,1,0,5,448,352 176 | 868120,2022,2022-12-31T15:00:00+00:00,Etihad Stadium,Regular Season - 18,Manchester City,Everton,1,1,1,0,3,16,13,7,3,74,3,0,0,662,597,1,2,14,1,2,26,4,0,2,238,185 177 | 868121,2022,2022-12-31T15:00:00+00:00,St. James' Park,Regular Season - 18,Newcastle,Leeds,0,0,0,0,5,16,13,9,3,59,3,0,1,419,324,1,8,19,3,0,41,5,0,5,297,189 178 | 868122,2022,2023-01-01T16:30:00+00:00,The City Ground,Regular Season - 18,Nottingham Forest,Chelsea,1,1,0,1,5,12,16,1,2,28,2,0,1,256,196,2,7,14,2,2,72,2,0,4,697,623 179 | 868123,2022,2023-01-01T14:00:00+00:00,Tottenham Hotspur Stadium,Regular Season - 18,Tottenham,Aston Villa,0,2,0,0,2,6,15,5,1,59,4,0,2,579,498,4,13,10,3,0,41,3,0,1,403,321 180 | 868124,2022,2022-12-30T19:45:00+00:00,London Stadium,Regular Season - 18,West Ham,Brentford,0,2,0,2,5,20,9,8,0,63,1,0,4,570,493,6,9,5,1,0,37,0,0,5,348,261 181 | 868125,2022,2022-12-31T12:30:00+00:00,Molineux Stadium,Regular Season - 18,Wolves,Manchester United,0,1,0,0,3,10,11,7,1,46,1,0,6,394,301,6,16,11,5,2,54,3,0,3,484,393 182 | 868126,2022,2023-01-03T19:45:00+00:00,Emirates Stadium,Regular Season - 19,Arsenal,Newcastle,0,0,0,0,4,17,10,5,1,67,4,0,1,536,460,1,8,16,5,4,33,5,0,4,253,181 183 | 868127,2022,2023-01-04T20:00:00+00:00,Villa Park,Regular Season - 19,Aston Villa,Wolves,1,1,0,1,4,13,6,7,1,56,1,0,2,491,430,3,10,12,8,4,44,3,0,2,383,321 184 | 868128,2022,2023-01-02T17:30:00+00:00,Gtech Community Stadium,Regular Season - 19,Brentford,Liverpool,3,1,2,0,7,10,5,4,7,27,1,0,4,237,118,6,16,8,9,4,73,3,0,5,652,543 185 | 868129,2022,2023-01-05T20:00:00+00:00,Stamford Bridge,Regular Season - 19,Chelsea,Manchester City,0,1,0,0,2,8,9,3,2,48,2,0,2,553,471,3,12,9,2,1,52,0,0,2,612,548 186 | 868130,2022,2023-01-04T20:00:00+00:00,Selhurst Park,Regular Season - 19,Crystal Palace,Tottenham,0,4,0,0,4,19,11,10,1,47,1,0,2,472,387,6,14,8,4,2,53,2,0,4,545,470 187 | 868131,2022,2023-01-03T19:45:00+00:00,Goodison Park,Regular Season - 19,Everton,Brighton,1,4,0,1,4,10,8,5,1,49,3,0,4,478,419,8,19,10,2,0,51,1,0,3,512,437 188 | 868132,2022,2023-01-04T19:45:00+00:00,Elland Road,Regular Season - 19,Leeds,West Ham,2,2,1,1,6,14,11,8,3,63,3,0,0,476,378,2,15,18,1,3,37,1,0,3,275,172 189 | 868133,2022,2023-01-03T19:45:00+00:00,King Power Stadium,Regular Season - 19,Leicester,Fulham,0,1,0,1,6,15,12,6,0,61,2,0,1,551,449,2,11,11,3,1,39,6,0,6,348,263 190 | 868134,2022,2023-01-03T20:00:00+00:00,Old Trafford,Regular Season - 19,Manchester United,Bournemouth,3,0,1,0,6,18,13,6,0,59,0,0,4,579,495,4,7,7,5,2,41,3,0,3,405,320 191 | 868135,2022,2023-01-04T19:30:00+00:00,St. Mary's Stadium,Regular Season - 19,Southampton,Nottingham Forest,0,1,0,1,0,8,14,6,1,63,2,0,0,468,365,1,11,17,2,0,37,2,0,0,283,180 192 | 868136,2022,2023-01-13T20:00:00+00:00,Villa Park,Regular Season - 20,Aston Villa,Leeds,2,1,1,0,5,11,12,0,2,54,2,0,2,421,307,4,16,18,11,5,46,2,0,3,341,236 193 | 868137,2022,2023-01-14T17:30:00+00:00,Gtech Community Stadium,Regular Season - 20,Brentford,Bournemouth,2,0,1,0,4,12,5,5,2,50,1,0,2,426,317,2,7,9,3,1,50,1,0,2,435,338 194 | 868138,2022,2023-01-14T15:00:00+00:00,The American Express Community Stadium,Regular Season - 20,Brighton,Liverpool,3,0,0,0,9,16,9,7,4,61,1,0,2,650,573,2,6,15,1,2,39,3,0,5,420,350 195 | 868139,2022,2023-01-15T14:00:00+00:00,Stamford Bridge,Regular Season - 20,Chelsea,Crystal Palace,1,0,0,0,5,15,10,11,3,63,2,0,5,579,490,5,10,17,7,1,37,5,0,4,335,249 196 | 868140,2022,2023-01-14T15:00:00+00:00,Goodison Park,Regular Season - 20,Everton,Southampton,1,2,1,0,4,12,7,6,3,52,0,0,3,395,290,5,13,18,4,2,48,3,0,3,369,261 197 | 868141,2022,2023-01-14T12:30:00+00:00,Old Trafford,Regular Season - 20,Manchester United,Manchester City,2,1,0,0,4,8,15,1,6,29,3,0,0,310,230,1,5,5,2,2,71,0,0,1,737,658 198 | 868142,2022,2023-01-15T14:00:00+00:00,St. James' Park,Regular Season - 20,Newcastle,Fulham,1,0,0,0,5,20,6,10,2,62,1,0,0,449,369,0,5,14,5,3,38,3,0,4,270,189 199 | 868143,2022,2023-01-14T15:00:00+00:00,The City Ground,Regular Season - 20,Nottingham Forest,Leicester,2,0,0,0,5,15,11,3,2,39,1,0,1,345,260,1,6,12,5,1,61,2,0,3,547,452 200 | 868144,2022,2023-01-15T16:30:00+00:00,Tottenham Hotspur Stadium,Regular Season - 20,Tottenham,Arsenal,0,2,0,2,7,17,16,4,1,51,4,0,4,461,381,5,14,15,3,2,49,2,0,7,456,384 201 | 868145,2022,2023-01-14T15:00:00+00:00,Molineux Stadium,Regular Season - 20,Wolves,West Ham,1,0,0,0,4,17,10,4,4,59,0,0,3,548,460,4,16,7,3,1,41,2,0,3,369,288 202 | 868146,2022,2023-01-21T15:00:00+00:00,Vitality Stadium,Regular Season - 21,Bournemouth,Nottingham Forest,1,1,1,0,4,16,10,4,2,42,1,0,4,366,265,5,20,7,6,2,58,2,0,2,485,388 203 | 868147,2022,2023-01-22T16:30:00+00:00,Emirates Stadium,Regular Season - 21,Arsenal,Manchester United,3,2,1,1,5,25,8,12,1,57,1,0,2,520,423,4,6,9,4,4,43,2,0,2,396,307 204 | 868148,2022,2023-01-21T17:30:00+00:00,Selhurst Park,Regular Season - 21,Crystal Palace,Newcastle,0,0,0,0,1,6,13,3,0,39,4,0,7,316,212,7,16,7,15,1,61,2,0,1,488,386 205 | 868149,2022,2023-01-23T20:00:00+00:00,Craven Cottage,Regular Season - 21,Fulham,Tottenham,0,1,0,1,5,10,10,3,2,53,1,0,2,485,398,3,10,10,8,0,47,3,0,5,446,349 206 | 868150,2022,2023-01-22T14:00:00+00:00,Elland Road,Regular Season - 21,Leeds,Brentford,0,0,0,0,5,9,10,2,1,59,2,0,0,501,369,0,6,18,3,1,41,2,0,5,346,223 207 | 868151,2022,2023-01-21T15:00:00+00:00,King Power Stadium,Regular Season - 21,Leicester,Brighton,2,2,1,1,2,9,9,5,0,37,0,0,2,369,293,4,13,9,6,2,63,1,0,0,637,563 208 | 868152,2022,2023-01-21T12:30:00+00:00,Anfield,Regular Season - 21,Liverpool,Chelsea,0,0,0,0,3,15,16,5,5,48,3,0,2,477,375,2,11,9,5,1,52,1,0,3,540,437 209 | 868153,2022,2023-01-22T14:00:00+00:00,Etihad Stadium,Regular Season - 21,Manchester City,Wolves,3,0,1,0,7,13,10,5,1,55,1,0,1,587,526,1,10,10,7,0,45,2,0,3,478,409 210 | 868154,2022,2023-01-21T15:00:00+00:00,St. Mary's Stadium,Regular Season - 21,Southampton,Aston Villa,0,1,0,0,5,8,19,2,3,37,1,0,4,322,228,5,16,9,2,0,63,2,0,5,566,456 211 | 868155,2022,2023-01-21T15:00:00+00:00,London Stadium,Regular Season - 21,West Ham,Everton,2,0,2,0,4,11,9,4,1,32,1,0,2,346,275,2,5,6,9,2,68,1,0,2,729,639 212 | 868156,2022,2023-02-04T15:00:00+00:00,Villa Park,Regular Season - 22,Aston Villa,Leicester,2,4,2,3,4,19,10,11,2,63,0,0,1,564,489,5,9,10,3,8,37,3,0,3,333,249 213 | 868157,2022,2023-02-04T15:00:00+00:00,Gtech Community Stadium,Regular Season - 22,Brentford,Southampton,3,0,2,0,4,14,10,4,1,48,1,0,5,396,274,6,14,9,4,2,52,2,0,0,427,323 214 | 868158,2022,2023-02-04T15:00:00+00:00,The American Express Community Stadium,Regular Season - 22,Brighton,Bournemouth,1,0,0,0,6,20,14,7,0,72,3,0,2,682,609,2,12,7,3,1,28,1,0,5,264,191 215 | 868159,2022,2023-02-03T20:00:00+00:00,Stamford Bridge,Regular Season - 22,Chelsea,Fulham,0,0,0,0,3,12,16,6,3,67,1,0,4,662,568,4,10,12,2,0,33,4,0,2,313,226 216 | 868160,2022,2023-02-04T12:30:00+00:00,Goodison Park,Regular Season - 22,Everton,Arsenal,1,0,0,0,4,12,13,7,3,30,4,0,2,252,180,3,15,8,5,0,70,1,0,3,639,553 217 | 868161,2022,2023-02-04T15:00:00+00:00,Old Trafford,Regular Season - 22,Manchester United,Crystal Palace,2,1,1,0,5,14,9,5,1,53,1,1,2,487,416,3,10,9,5,4,47,2,0,3,426,342 218 | 868162,2022,2023-02-04T17:30:00+00:00,St. James' Park,Regular Season - 22,Newcastle,West Ham,1,1,1,1,2,8,11,4,0,63,2,0,0,557,449,1,10,13,2,2,37,1,0,1,329,227 219 | 868163,2022,2023-02-05T14:00:00+00:00,The City Ground,Regular Season - 22,Nottingham Forest,Leeds,1,0,1,0,2,6,15,0,2,30,4,0,4,253,138,4,10,14,2,3,70,2,0,1,585,438 220 | 868164,2022,2023-02-05T16:30:00+00:00,Tottenham Hotspur Stadium,Regular Season - 22,Tottenham,Manchester City,1,0,1,0,3,12,19,4,2,35,4,1,5,303,226,5,15,14,6,1,65,3,0,2,556,487 221 | 868165,2022,2023-02-04T15:00:00+00:00,Molineux Stadium,Regular Season - 22,Wolves,Liverpool,3,0,2,0,6,12,9,2,1,42,1,0,2,407,305,4,22,7,7,2,58,1,0,3,544,465 222 | 868166,2022,2023-02-11T17:30:00+00:00,Vitality Stadium,Regular Season - 23,Bournemouth,Newcastle,1,1,1,1,5,11,8,4,2,33,2,0,6,276,184,7,15,10,6,5,67,3,0,3,566,463 223 | 868167,2022,2023-02-11T15:00:00+00:00,Emirates Stadium,Regular Season - 23,Arsenal,Brentford,1,1,0,0,7,23,9,7,1,69,0,0,1,590,510,2,9,9,4,1,31,2,0,6,267,177 224 | 868168,2022,2023-02-11T15:00:00+00:00,Selhurst Park,Regular Season - 23,Crystal Palace,Brighton,1,1,0,0,1,6,10,1,3,26,4,0,6,240,169,7,17,11,6,2,74,1,0,0,705,634 225 | 868169,2022,2023-02-11T15:00:00+00:00,Craven Cottage,Regular Season - 23,Fulham,Nottingham Forest,2,0,1,0,3,16,9,5,1,50,0,0,1,396,313,1,10,11,4,3,50,1,0,1,408,314 226 | 868170,2022,2023-02-12T14:00:00+00:00,Elland Road,Regular Season - 23,Leeds,Manchester United,0,2,0,0,6,16,10,7,3,33,2,0,3,251,170,5,11,13,3,3,67,1,0,6,544,444 227 | 868171,2022,2023-02-11T15:00:00+00:00,King Power Stadium,Regular Season - 23,Leicester,Tottenham,4,1,3,1,7,15,14,1,2,49,5,0,3,454,356,4,11,9,5,2,51,2,0,2,468,387 228 | 868172,2022,2023-02-13T20:00:00+00:00,Anfield,Regular Season - 23,Liverpool,Everton,2,0,1,0,6,15,8,3,4,59,1,0,1,585,505,1,6,16,3,2,41,3,0,4,403,317 229 | 868173,2022,2023-02-12T16:30:00+00:00,Etihad Stadium,Regular Season - 23,Manchester City,Aston Villa,3,1,3,0,9,17,13,8,1,67,1,0,1,620,558,2,6,14,4,4,33,2,0,5,304,247 230 | 868174,2022,2023-02-11T15:00:00+00:00,St. Mary's Stadium,Regular Season - 23,Southampton,Wolves,1,2,1,0,2,17,12,5,0,41,2,0,0,329,232,2,11,14,2,3,59,4,1,1,492,396 231 | 868175,2022,2023-02-11T12:30:00+00:00,London Stadium,Regular Season - 23,West Ham,Chelsea,1,1,1,1,2,10,9,5,3,28,1,0,3,247,187,4,12,11,6,4,72,1,0,1,660,597 232 | 868176,2022,2023-02-18T12:30:00+00:00,Villa Park,Regular Season - 24,Aston Villa,Arsenal,2,4,2,1,5,7,13,2,0,33,2,0,2,293,225,5,20,4,9,2,67,1,0,3,571,489 233 | 868177,2022,2023-02-18T15:00:00+00:00,Gtech Community Stadium,Regular Season - 24,Brentford,Crystal Palace,1,1,0,0,5,12,10,2,3,59,2,0,3,517,426,4,10,8,6,2,41,2,0,4,360,280 234 | 868178,2022,2023-02-18T15:00:00+00:00,The American Express Community Stadium,Regular Season - 24,Brighton,Fulham,0,1,0,0,7,21,12,10,4,65,0,0,1,593,520,2,5,14,2,0,35,5,0,7,316,231 235 | 868179,2022,2023-02-18T15:00:00+00:00,Stamford Bridge,Regular Season - 24,Chelsea,Southampton,0,1,0,1,5,17,16,8,3,61,3,0,3,504,433,5,8,25,2,1,39,6,0,4,320,241 236 | 868180,2022,2023-02-18T15:00:00+00:00,Goodison Park,Regular Season - 24,Everton,Leeds,1,0,0,0,6,15,8,6,1,50,2,0,0,399,293,0,8,6,4,0,50,3,0,3,400,276 237 | 868181,2022,2023-02-19T14:00:00+00:00,Old Trafford,Regular Season - 24,Manchester United,Leicester,3,0,1,0,8,26,9,6,0,57,0,0,3,572,484,3,19,9,6,1,43,2,0,5,433,351 238 | 868182,2022,2023-02-18T17:30:00+00:00,St. James' Park,Regular Season - 24,Newcastle,Liverpool,0,2,0,2,4,14,3,6,3,37,1,1,5,350,287,7,13,8,7,0,63,1,0,4,605,533 239 | 868183,2022,2023-02-18T15:00:00+00:00,The City Ground,Regular Season - 24,Nottingham Forest,Manchester City,1,1,0,1,1,4,8,0,2,27,1,0,5,252,164,6,23,6,10,0,73,0,0,0,676,595 240 | 868184,2022,2023-02-19T16:30:00+00:00,Tottenham Hotspur Stadium,Regular Season - 24,Tottenham,West Ham,2,0,0,0,6,16,16,4,0,57,2,0,1,544,460,1,6,10,7,0,43,1,0,4,403,302 241 | 868185,2022,2023-02-18T15:00:00+00:00,Molineux Stadium,Regular Season - 24,Wolves,Bournemouth,0,1,0,0,4,15,12,12,2,69,3,0,0,616,520,1,5,10,2,0,31,3,0,4,291,197 242 | 868186,2022,2023-02-25T17:30:00+00:00,Vitality Stadium,Regular Season - 25,Bournemouth,Manchester City,1,4,0,3,2,13,10,4,1,34,2,0,2,377,313,5,20,9,6,2,66,2,0,1,750,676 243 | 868187,2022,2023-02-25T19:45:00+00:00,Selhurst Park,Regular Season - 25,Crystal Palace,Liverpool,0,0,0,0,0,6,11,5,4,36,2,0,4,345,257,4,12,14,3,1,64,5,0,0,644,544 244 | 868188,2022,2023-02-25T15:00:00+00:00,Goodison Park,Regular Season - 25,Everton,Aston Villa,0,2,0,0,5,15,12,5,1,47,2,0,3,353,277,5,9,12,1,0,53,1,0,4,433,343 245 | 868189,2022,2023-02-24T20:00:00+00:00,Craven Cottage,Regular Season - 25,Fulham,Wolves,1,1,0,1,5,10,12,3,1,51,2,0,1,448,364,2,8,17,3,1,49,0,0,4,442,337 246 | 868190,2022,2023-02-25T15:00:00+00:00,Elland Road,Regular Season - 25,Leeds,Southampton,1,0,0,0,4,14,15,9,2,61,2,0,2,520,440,2,8,13,2,3,39,4,0,3,345,268 247 | 868191,2022,2023-02-25T15:00:00+00:00,King Power Stadium,Regular Season - 25,Leicester,Arsenal,0,1,0,0,0,1,14,0,4,34,0,0,1,315,217,2,10,9,8,4,66,1,0,0,613,505 248 | 868192,2022,2023-04-05T19:00:00+00:00,Old Trafford,Regular Season - 25,Manchester United,Brentford,1,0,1,0,3,18,8,12,3,65,3,0,1,615,528,1,6,13,3,1,35,2,0,2,327,249 249 | 868193,2022,2023-05-18T18:30:00+00:00,St. James' Park,Regular Season - 25,Newcastle,Brighton,4,1,2,0,9,22,17,6,1,34,2,0,1,252,180,2,8,16,1,2,66,4,0,5,503,421 250 | 868194,2022,2023-02-26T13:30:00+00:00,Tottenham Hotspur Stadium,Regular Season - 25,Tottenham,Chelsea,2,0,0,0,3,8,10,4,0,41,2,0,2,410,337,2,10,10,4,2,59,3,0,1,596,532 251 | 868195,2022,2023-02-25T15:00:00+00:00,London Stadium,Regular Season - 25,West Ham,Nottingham Forest,4,0,0,0,5,18,8,12,1,49,0,0,3,409,319,3,8,5,3,1,51,0,0,1,435,340 252 | 868196,2022,2023-03-04T15:00:00+00:00,Emirates Stadium,Regular Season - 26,Arsenal,Bournemouth,3,2,0,1,9,31,6,17,0,80,0,0,2,740,656,4,4,8,1,0,20,2,0,6,184,106 253 | 868197,2022,2023-03-04T15:00:00+00:00,Villa Park,Regular Season - 26,Aston Villa,Crystal Palace,1,0,1,0,1,8,14,2,0,58,2,0,0,526,462,0,3,17,4,5,42,5,1,1,364,305 254 | 868198,2022,2023-03-06T20:00:00+00:00,Gtech Community Stadium,Regular Season - 26,Brentford,Fulham,3,2,1,1,6,14,12,2,3,36,0,0,3,274,183,5,9,17,3,1,64,3,0,3,483,400 255 | 868199,2022,2023-03-04T15:00:00+00:00,The American Express Community Stadium,Regular Season - 26,Brighton,West Ham,4,0,1,0,9,20,6,7,0,66,0,0,2,708,641,2,3,8,3,0,34,3,0,5,368,290 256 | 868200,2022,2023-03-04T15:00:00+00:00,Stamford Bridge,Regular Season - 26,Chelsea,Leeds,1,0,0,0,3,13,11,5,2,57,2,0,2,579,507,2,11,7,7,2,43,0,0,2,425,337 257 | 868201,2022,2023-03-05T16:30:00+00:00,Anfield,Regular Season - 26,Liverpool,Manchester United,7,0,1,0,8,18,13,4,0,60,2,0,4,468,365,4,8,14,3,4,40,3,0,1,314,223 258 | 868202,2022,2023-03-04T12:30:00+00:00,Etihad Stadium,Regular Season - 26,Manchester City,Newcastle,2,0,1,0,3,11,8,8,0,56,2,0,2,539,466,2,5,13,4,1,44,4,0,1,410,331 259 | 868203,2022,2023-03-05T14:00:00+00:00,The City Ground,Regular Season - 26,Nottingham Forest,Everton,2,2,1,2,4,10,11,3,0,57,3,0,1,472,362,3,10,17,3,0,43,5,0,2,361,240 260 | 868204,2022,2023-03-04T17:30:00+00:00,St. Mary's Stadium,Regular Season - 26,Southampton,Leicester,1,0,1,0,5,11,12,3,4,35,4,0,0,330,227,0,11,11,4,2,65,2,0,4,615,486 261 | 868205,2022,2023-03-04T15:00:00+00:00,Molineux Stadium,Regular Season - 26,Wolves,Tottenham,1,0,0,0,5,8,11,4,3,47,1,0,6,421,343,6,21,18,8,1,53,1,0,4,473,406 262 | 868206,2022,2023-03-11T12:30:00+00:00,Vitality Stadium,Regular Season - 27,Bournemouth,Liverpool,1,0,1,0,2,5,7,3,2,31,2,0,5,278,182,6,15,9,8,4,69,1,0,1,637,531 263 | 868207,2022,2023-03-11T17:30:00+00:00,Selhurst Park,Regular Season - 27,Crystal Palace,Manchester City,0,1,0,0,0,4,11,2,3,32,2,0,3,290,218,4,14,17,6,2,68,2,0,0,616,538 264 | 868208,2022,2023-03-11T15:00:00+00:00,Goodison Park,Regular Season - 27,Everton,Brentford,1,0,1,0,6,13,11,5,3,33,2,0,3,262,164,4,12,12,8,1,67,1,0,5,523,405 265 | 868209,2022,2023-03-12T14:00:00+00:00,Craven Cottage,Regular Season - 27,Fulham,Arsenal,0,3,0,3,2,12,10,4,2,45,0,0,4,433,358,7,15,9,8,2,55,1,0,2,539,466 266 | 868210,2022,2023-03-11T15:00:00+00:00,Elland Road,Regular Season - 27,Leeds,Brighton,2,2,1,1,4,12,12,4,3,38,1,0,2,378,310,2,14,9,7,3,62,1,0,2,620,534 267 | 868211,2022,2023-03-11T15:00:00+00:00,King Power Stadium,Regular Season - 27,Leicester,Chelsea,1,3,1,2,7,17,10,2,0,48,3,1,3,517,429,6,12,11,5,4,52,2,0,5,550,464 268 | 868212,2022,2023-03-12T14:00:00+00:00,Old Trafford,Regular Season - 27,Manchester United,Southampton,0,0,0,0,4,10,12,7,0,47,2,1,4,389,304,4,17,9,8,2,53,0,0,4,444,373 269 | 868213,2022,2023-03-12T16:30:00+00:00,St. James' Park,Regular Season - 27,Newcastle,Wolves,2,1,1,0,8,19,11,10,0,42,1,0,3,302,238,4,7,10,3,0,58,2,0,6,425,345 270 | 868214,2022,2023-03-11T15:00:00+00:00,Tottenham Hotspur Stadium,Regular Season - 27,Tottenham,Nottingham Forest,3,1,2,0,7,15,13,2,1,55,3,0,4,490,427,5,9,13,10,1,45,1,0,4,391,318 271 | 868215,2022,2023-03-12T14:00:00+00:00,London Stadium,Regular Season - 27,West Ham,Aston Villa,1,1,1,1,6,17,9,12,6,41,1,0,3,352,290,4,12,6,2,1,59,0,0,4,545,474 272 | 868216,2022,2023-03-19T14:00:00+00:00,Emirates Stadium,Regular Season - 28,Arsenal,Crystal Palace,4,1,2,0,5,15,8,5,2,62,0,0,4,587,509,5,9,10,4,2,38,1,0,1,358,279 273 | 868217,2022,2023-03-18T15:00:00+00:00,Villa Park,Regular Season - 28,Aston Villa,Bournemouth,3,0,1,0,9,20,8,9,0,56,1,0,3,447,381,3,10,13,6,2,44,4,0,6,350,294 274 | 868218,2022,2023-03-18T15:00:00+00:00,Gtech Community Stadium,Regular Season - 28,Brentford,Leicester,1,1,1,0,2,11,10,8,1,53,3,1,0,484,374,1,14,11,4,3,47,2,0,1,443,355 275 | 868219,2022,2023-05-04T19:00:00+00:00,The American Express Community Stadium,Regular Season - 28,Brighton,Manchester United,1,0,0,0,6,22,10,8,0,60,4,0,5,563,486,5,16,14,6,2,40,4,0,5,385,291 276 | 868220,2022,2023-03-18T17:30:00+00:00,Stamford Bridge,Regular Season - 28,Chelsea,Everton,2,2,0,0,7,20,8,8,2,69,2,0,1,542,455,3,12,12,2,1,31,2,0,5,246,165 277 | 868221,2022,2023-05-03T19:00:00+00:00,Anfield,Regular Season - 28,Liverpool,Fulham,1,0,1,0,3,15,10,7,3,57,0,0,3,613,522,3,9,8,5,2,43,0,0,2,454,381 278 | 868222,2022,2023-05-03T19:00:00+00:00,Etihad Stadium,Regular Season - 28,Manchester City,West Ham,3,0,0,0,7,16,8,6,1,69,0,0,2,723,656,2,6,8,3,0,31,1,0,4,327,255 279 | 868223,2022,2023-03-17T20:00:00+00:00,The City Ground,Regular Season - 28,Nottingham Forest,Newcastle,1,2,1,1,3,5,17,3,1,38,5,0,2,285,192,4,15,9,7,1,62,1,0,2,449,358 280 | 868224,2022,2023-03-18T15:00:00+00:00,St. Mary's Stadium,Regular Season - 28,Southampton,Tottenham,3,3,0,1,7,19,13,10,2,50,1,0,0,457,388,3,17,8,3,1,50,1,0,4,450,377 281 | 868225,2022,2023-03-18T15:00:00+00:00,Molineux Stadium,Regular Season - 28,Wolves,Leeds,2,4,0,1,8,23,15,5,2,66,3,2,0,580,482,4,11,9,4,0,34,5,0,6,294,199 282 | 868226,2022,2023-04-01T14:00:00+00:00,Vitality Stadium,Regular Season - 29,Bournemouth,Fulham,2,1,0,1,7,12,15,4,1,43,1,0,1,367,281,2,10,13,3,1,57,4,0,4,496,424 283 | 868227,2022,2023-04-01T14:00:00+00:00,Emirates Stadium,Regular Season - 29,Arsenal,Leeds,4,1,1,0,6,13,11,4,5,67,0,0,4,636,544,5,7,13,3,1,33,2,0,1,307,220 284 | 868228,2022,2023-04-01T14:00:00+00:00,The American Express Community Stadium,Regular Season - 29,Brighton,Brentford,3,3,2,2,15,33,16,14,2,72,2,0,2,582,507,5,7,10,0,2,28,1,0,11,227,150 285 | 868229,2022,2023-04-01T16:30:00+00:00,Stamford Bridge,Regular Season - 29,Chelsea,Aston Villa,0,2,0,1,8,27,14,13,2,69,3,0,0,600,543,2,5,16,2,0,31,3,0,7,285,214 286 | 868230,2022,2023-04-01T14:00:00+00:00,Selhurst Park,Regular Season - 29,Crystal Palace,Leicester,2,1,0,0,9,31,12,10,1,51,3,0,1,446,357,2,3,16,1,2,49,4,0,8,445,345 287 | 868231,2022,2023-04-03T19:00:00+00:00,Goodison Park,Regular Season - 29,Everton,Tottenham,1,1,0,0,6,15,10,3,1,39,0,1,0,377,303,2,8,14,3,3,61,3,1,5,596,502 288 | 868232,2022,2023-04-01T11:30:00+00:00,Etihad Stadium,Regular Season - 29,Manchester City,Liverpool,4,1,1,1,8,17,9,7,3,68,1,0,0,754,692,1,4,12,1,5,32,1,0,4,350,288 289 | 868233,2022,2023-04-02T15:30:00+00:00,St. James' Park,Regular Season - 29,Newcastle,Manchester United,2,0,0,0,6,22,8,7,1,46,0,0,1,343,264,1,6,12,4,0,54,0,0,4,417,338 290 | 868234,2022,2023-04-01T14:00:00+00:00,The City Ground,Regular Season - 29,Nottingham Forest,Wolves,1,1,1,0,7,17,14,4,2,28,3,0,0,235,162,1,8,13,3,0,72,5,0,6,636,541 291 | 868235,2022,2023-04-02T13:00:00+00:00,London Stadium,Regular Season - 29,West Ham,Southampton,1,0,1,0,2,12,10,5,1,43,0,0,3,403,296,3,9,11,3,1,57,2,0,2,544,455 292 | 868236,2022,2023-04-08T14:00:00+00:00,Villa Park,Regular Season - 30,Aston Villa,Nottingham Forest,2,0,0,0,3,8,7,1,1,65,3,0,2,448,384,2,6,17,8,7,35,4,0,1,227,149 293 | 868237,2022,2023-04-08T14:00:00+00:00,Gtech Community Stadium,Regular Season - 30,Brentford,Newcastle,1,2,1,0,6,12,10,6,2,41,0,0,3,273,206,4,10,15,5,2,59,2,0,5,413,341 294 | 868238,2022,2023-04-08T14:00:00+00:00,Craven Cottage,Regular Season - 30,Fulham,West Ham,0,1,0,1,3,16,10,11,0,77,1,0,5,659,581,5,9,12,4,2,23,1,0,3,196,122 295 | 868239,2022,2023-04-09T13:00:00+00:00,Elland Road,Regular Season - 30,Leeds,Crystal Palace,1,5,1,1,7,11,11,2,2,48,3,0,2,403,305,8,16,8,4,2,52,1,0,7,436,325 296 | 868240,2022,2023-04-08T14:00:00+00:00,King Power Stadium,Regular Season - 30,Leicester,Bournemouth,0,1,0,1,4,14,10,6,3,51,0,0,6,423,319,7,19,13,6,2,49,3,0,4,417,328 297 | 868241,2022,2023-04-09T15:30:00+00:00,Anfield,Regular Season - 30,Liverpool,Arsenal,2,2,1,2,6,21,11,5,2,59,4,0,3,525,432,5,9,11,4,2,41,4,0,4,372,285 298 | 868242,2022,2023-04-08T11:30:00+00:00,Old Trafford,Regular Season - 30,Manchester United,Everton,2,0,1,0,11,29,10,10,3,64,0,0,1,614,535,1,15,9,4,2,36,0,0,9,331,236 299 | 868243,2022,2023-04-08T16:30:00+00:00,St. Mary's Stadium,Regular Season - 30,Southampton,Manchester City,1,4,0,1,1,4,6,0,0,27,0,0,4,271,204,8,13,10,10,2,73,2,0,0,732,653 300 | 868244,2022,2023-04-08T14:00:00+00:00,Tottenham Hotspur Stadium,Regular Season - 30,Tottenham,Brighton,2,1,1,1,3,9,15,3,2,35,3,0,3,299,231,4,17,15,7,1,65,1,0,1,557,485 301 | 868245,2022,2023-04-08T14:00:00+00:00,Molineux Stadium,Regular Season - 30,Wolves,Chelsea,1,0,1,0,4,9,14,8,2,38,2,0,1,314,234,1,13,10,8,1,62,5,0,3,530,443 302 | 868246,2022,2023-04-15T11:30:00+00:00,Villa Park,Regular Season - 31,Aston Villa,Newcastle,3,0,1,0,6,16,13,7,1,52,1,0,2,395,309,2,8,15,2,4,48,1,0,3,362,283 303 | 868247,2022,2023-04-15T14:00:00+00:00,Stamford Bridge,Regular Season - 31,Chelsea,Brighton,1,2,1,1,2,8,11,2,1,43,2,0,9,405,330,10,26,11,8,1,57,2,0,1,555,475 304 | 868248,2022,2023-04-15T14:00:00+00:00,Goodison Park,Regular Season - 31,Everton,Fulham,1,3,1,1,7,15,10,4,1,47,3,0,4,408,302,7,21,6,7,0,53,2,0,6,467,351 305 | 868249,2022,2023-04-17T19:00:00+00:00,Elland Road,Regular Season - 31,Leeds,Liverpool,1,6,0,2,3,13,6,4,1,26,0,0,1,296,204,7,13,12,2,2,74,1,0,2,869,774 306 | 868250,2022,2023-04-15T16:30:00+00:00,Etihad Stadium,Regular Season - 31,Manchester City,Leicester,3,1,3,0,4,12,8,6,0,71,1,0,3,754,695,4,11,8,2,3,29,1,0,1,317,254 307 | 868251,2022,2023-04-16T15:30:00+00:00,The City Ground,Regular Season - 31,Nottingham Forest,Manchester United,0,2,0,1,0,6,9,4,1,32,2,0,5,281,183,8,22,9,9,3,68,2,0,0,608,504 308 | 868252,2022,2023-04-15T14:00:00+00:00,St. Mary's Stadium,Regular Season - 31,Southampton,Crystal Palace,0,2,0,0,4,11,6,6,3,58,3,0,0,499,420,2,10,13,2,1,42,1,0,4,362,274 309 | 868253,2022,2023-04-15T14:15:00+00:00,Tottenham Hotspur Stadium,Regular Season - 31,Tottenham,Bournemouth,2,3,1,1,8,24,8,8,1,57,1,0,3,485,395,6,9,9,1,1,43,2,0,6,379,289 310 | 868254,2022,2023-04-16T13:00:00+00:00,London Stadium,Regular Season - 31,West Ham,Arsenal,2,2,1,2,3,16,11,7,4,29,1,0,3,226,156,5,11,8,2,1,71,2,0,1,601,523 311 | 868255,2022,2023-04-15T14:00:00+00:00,Molineux Stadium,Regular Season - 31,Wolves,Brentford,2,0,1,0,9,11,12,5,0,51,1,0,3,453,360,3,10,8,2,1,49,1,0,7,436,352 312 | 868256,2022,2023-04-23T13:00:00+00:00,Vitality Stadium,Regular Season - 32,Bournemouth,West Ham,0,4,0,3,5,17,7,8,0,65,1,0,6,643,560,10,18,8,5,3,35,2,0,5,358,278 313 | 868257,2022,2023-04-21T19:00:00+00:00,Emirates Stadium,Regular Season - 32,Arsenal,Southampton,3,3,1,2,6,25,10,7,1,74,1,0,3,670,577,6,8,14,2,2,26,5,0,2,237,153 314 | 868258,2022,2023-04-22T14:00:00+00:00,Gtech Community Stadium,Regular Season - 32,Brentford,Aston Villa,1,1,0,0,5,16,12,8,6,43,3,0,1,308,210,2,14,8,4,3,57,2,0,4,422,333 315 | 868260,2022,2023-04-22T14:00:00+00:00,Selhurst Park,Regular Season - 32,Crystal Palace,Everton,0,0,0,0,2,12,12,8,1,57,1,0,5,414,309,5,10,14,1,3,43,3,1,2,318,214 316 | 868261,2022,2023-04-22T11:30:00+00:00,Craven Cottage,Regular Season - 32,Fulham,Leeds,2,1,0,0,5,12,10,8,5,49,1,0,2,375,281,2,10,15,6,2,51,4,0,3,392,284 317 | 868262,2022,2023-04-22T14:00:00+00:00,King Power Stadium,Regular Season - 32,Leicester,Wolves,2,1,1,1,8,15,17,1,1,42,1,0,2,364,270,3,16,16,7,3,58,3,0,5,497,406 318 | 868263,2022,2023-04-22T14:00:00+00:00,Anfield,Regular Season - 32,Liverpool,Nottingham Forest,3,2,0,0,6,18,9,9,2,81,0,0,3,650,570,5,11,12,3,3,19,1,0,2,148,78 319 | 868265,2022,2023-04-23T13:00:00+00:00,St. James' Park,Regular Season - 32,Newcastle,Tottenham,6,1,5,0,8,25,7,9,2,57,0,0,2,516,446,3,11,13,3,0,43,3,0,2,401,317 320 | 868266,2022,2023-04-27T18:45:00+00:00,Goodison Park,Regular Season - 33,Everton,Newcastle,1,4,0,1,5,13,8,3,3,40,2,0,3,300,196,8,15,6,14,1,60,1,0,4,452,338 321 | 868267,2022,2023-04-25T19:00:00+00:00,Elland Road,Regular Season - 33,Leeds,Leicester,1,1,1,0,3,13,14,3,4,41,4,0,2,307,197,3,15,15,6,6,59,2,0,2,445,325 322 | 868268,2022,2023-04-26T18:30:00+00:00,The City Ground,Regular Season - 33,Nottingham Forest,Brighton,3,1,1,1,5,12,7,2,1,25,2,0,6,232,155,7,17,8,7,2,75,0,0,3,719,622 323 | 868269,2022,2023-04-27T19:15:00+00:00,Tottenham Hotspur Stadium,Regular Season - 33,Tottenham,Manchester United,2,2,0,2,7,18,8,6,2,40,1,0,5,387,315,8,17,7,8,3,60,2,0,5,600,518 324 | 868270,2022,2023-04-26T18:45:00+00:00,London Stadium,Regular Season - 33,West Ham,Liverpool,1,2,1,1,2,7,6,3,1,27,0,0,2,311,217,4,20,8,6,1,73,0,0,1,850,743 325 | 868271,2022,2023-04-25T18:30:00+00:00,Molineux Stadium,Regular Season - 33,Wolves,Crystal Palace,2,0,1,0,3,9,13,6,2,41,5,0,4,320,236,4,14,14,11,1,59,4,0,2,446,364 326 | 868272,2022,2023-04-25T18:45:00+00:00,Villa Park,Regular Season - 33,Aston Villa,Fulham,1,0,1,0,3,14,6,8,0,52,3,0,0,436,365,0,1,18,2,5,48,2,0,2,401,326 327 | 868273,2022,2023-04-26T18:45:00+00:00,Stamford Bridge,Regular Season - 33,Chelsea,Brentford,0,2,0,1,4,15,5,5,0,73,1,0,0,696,614,1,7,13,2,2,27,2,0,4,263,173 328 | 868274,2022,2023-04-27T18:45:00+00:00,St. Mary's Stadium,Regular Season - 33,Southampton,Bournemouth,0,1,0,0,2,11,9,6,4,57,0,0,1,501,411,2,16,11,4,2,43,3,0,2,389,306 329 | 868275,2022,2023-04-26T19:00:00+00:00,Etihad Stadium,Regular Season - 33,Manchester City,Arsenal,4,1,2,0,9,14,13,1,0,52,3,0,1,495,421,2,8,13,3,1,48,1,0,5,457,387 330 | 868276,2022,2023-04-30T13:00:00+00:00,Vitality Stadium,Regular Season - 34,Bournemouth,Leeds,4,1,2,1,7,12,12,2,2,42,1,0,5,371,271,6,15,14,5,1,58,0,0,3,500,402 331 | 868277,2022,2023-05-02T19:00:00+00:00,Emirates Stadium,Regular Season - 34,Arsenal,Chelsea,3,1,3,0,10,16,10,7,1,55,0,0,3,543,470,4,7,10,2,0,45,2,0,6,455,383 332 | 868278,2022,2023-04-29T14:00:00+00:00,Gtech Community Stadium,Regular Season - 34,Brentford,Nottingham Forest,2,1,0,1,8,14,6,6,1,69,1,0,2,550,466,3,5,13,0,1,31,2,0,6,255,174 333 | 868279,2022,2023-04-29T14:00:00+00:00,The American Express Community Stadium,Regular Season - 34,Brighton,Wolves,6,0,4,0,8,22,14,2,2,57,1,0,2,527,465,2,10,11,5,0,43,1,0,2,381,310 334 | 868280,2022,2023-04-29T11:30:00+00:00,Selhurst Park,Regular Season - 34,Crystal Palace,West Ham,4,3,3,2,6,16,9,8,1,60,1,0,1,498,392,4,8,17,5,1,40,2,0,2,334,219 335 | 868281,2022,2023-04-30T13:00:00+00:00,Craven Cottage,Regular Season - 34,Fulham,Manchester City,1,2,1,2,1,4,9,2,3,37,1,0,7,373,303,9,12,10,5,1,63,3,0,0,645,560 336 | 868282,2022,2023-05-01T19:00:00+00:00,King Power Stadium,Regular Season - 34,Leicester,Everton,2,2,2,1,6,15,10,2,6,55,4,0,6,452,335,8,23,12,9,3,45,1,0,3,340,246 337 | 868283,2022,2023-04-30T15:30:00+00:00,Anfield,Regular Season - 34,Liverpool,Tottenham,4,3,3,1,4,12,12,4,0,68,3,0,3,724,639,7,10,6,2,5,32,2,0,0,339,250 338 | 868284,2022,2023-04-30T13:00:00+00:00,Old Trafford,Regular Season - 34,Manchester United,Aston Villa,1,0,1,0,6,14,16,1,7,57,2,0,1,512,436,1,7,7,4,3,43,0,0,5,369,289 339 | 868285,2022,2023-04-30T13:00:00+00:00,St. James' Park,Regular Season - 34,Newcastle,Southampton,3,1,0,1,5,22,7,11,1,63,1,0,2,498,408,3,4,10,2,2,37,4,0,3,298,208 340 | 868286,2022,2023-05-06T14:00:00+00:00,Vitality Stadium,Regular Season - 35,Bournemouth,Chelsea,1,3,1,1,4,10,9,7,1,34,1,0,2,305,230,5,11,11,7,0,66,3,0,3,600,529 341 | 868287,2022,2023-05-08T16:30:00+00:00,The American Express Community Stadium,Regular Season - 35,Brighton,Everton,1,5,0,3,5,23,11,15,1,78,1,0,1,741,657,5,10,13,1,1,22,5,0,4,221,144 342 | 868288,2022,2023-05-08T14:00:00+00:00,Craven Cottage,Regular Season - 35,Fulham,Leicester,5,3,3,0,7,17,13,2,1,57,0,0,6,511,419,9,18,15,7,4,43,3,0,2,380,292 343 | 868289,2022,2023-05-06T16:30:00+00:00,Anfield,Regular Season - 35,Liverpool,Brentford,1,0,1,0,5,15,19,7,1,54,4,0,2,378,308,1,5,10,3,2,46,2,0,4,326,244 344 | 868290,2022,2023-05-06T14:00:00+00:00,Etihad Stadium,Regular Season - 35,Manchester City,Leeds,2,1,2,0,6,18,3,10,4,81,0,0,1,873,795,2,4,16,1,3,19,3,0,4,201,120 345 | 868291,2022,2023-05-07T15:30:00+00:00,St. James' Park,Regular Season - 35,Newcastle,Arsenal,0,2,0,1,5,12,16,9,0,54,2,0,5,395,315,6,10,12,4,1,46,1,0,5,346,274 346 | 868292,2022,2023-05-08T19:00:00+00:00,The City Ground,Regular Season - 35,Nottingham Forest,Southampton,4,3,3,1,4,9,16,2,3,36,1,0,2,306,213,5,19,10,11,1,64,0,0,0,537,448 347 | 868293,2022,2023-05-06T14:00:00+00:00,Tottenham Hotspur Stadium,Regular Season - 35,Tottenham,Crystal Palace,1,0,1,0,3,8,15,8,1,58,3,0,2,514,432,2,7,14,4,0,42,5,0,2,378,285 348 | 868294,2022,2023-05-07T18:00:00+00:00,London Stadium,Regular Season - 35,West Ham,Manchester United,1,0,1,0,4,15,4,6,1,35,0,0,4,345,263,4,19,9,6,1,65,2,0,3,680,588 349 | 868295,2022,2023-05-06T14:00:00+00:00,Molineux Stadium,Regular Season - 35,Wolves,Aston Villa,1,0,1,0,2,6,20,5,3,38,3,0,3,264,194,3,16,9,6,2,62,3,0,1,432,371 350 | 868296,2022,2023-05-14T15:30:00+00:00,Emirates Stadium,Regular Season - 36,Arsenal,Brighton,0,3,0,0,2,14,13,5,1,41,1,0,3,360,276,6,12,17,2,4,59,2,0,2,535,446 351 | 868297,2022,2023-05-13T14:00:00+00:00,Villa Park,Regular Season - 36,Aston Villa,Tottenham,2,1,1,0,4,8,9,8,2,49,3,0,1,412,350,2,5,14,3,9,51,3,0,2,435,371 352 | 868298,2022,2023-05-14T13:00:00+00:00,Gtech Community Stadium,Regular Season - 36,Brentford,West Ham,2,0,2,0,10,24,5,7,3,53,1,0,4,506,411,4,4,5,5,3,47,0,0,7,447,353 353 | 868299,2022,2023-05-13T14:00:00+00:00,Stamford Bridge,Regular Season - 36,Chelsea,Nottingham Forest,2,2,0,1,6,14,13,2,1,76,3,0,0,708,631,2,11,15,5,2,24,1,0,4,217,132 354 | 868300,2022,2023-05-13T14:00:00+00:00,Selhurst Park,Regular Season - 36,Crystal Palace,Bournemouth,2,0,1,0,5,17,5,11,2,60,0,0,0,604,517,0,5,12,2,1,40,2,0,3,410,330 355 | 868301,2022,2023-05-14T13:00:00+00:00,Goodison Park,Regular Season - 36,Everton,Manchester City,0,3,0,2,3,7,12,8,1,37,1,0,1,381,324,4,9,4,6,0,63,0,0,2,670,610 356 | 868302,2022,2023-05-13T11:30:00+00:00,Elland Road,Regular Season - 36,Leeds,Newcastle,2,2,1,1,4,9,16,2,0,36,4,1,3,253,163,5,18,14,6,2,64,2,0,2,452,365 357 | 868303,2022,2023-05-15T19:00:00+00:00,King Power Stadium,Regular Season - 36,Leicester,Liverpool,0,3,0,2,4,4,11,4,3,33,2,0,2,331,230,5,16,17,4,4,67,1,0,4,675,576 358 | 868304,2022,2023-05-13T14:00:00+00:00,Old Trafford,Regular Season - 36,Manchester United,Wolves,2,0,1,0,9,27,9,11,0,48,3,0,0,439,359,0,5,9,7,1,52,2,0,8,469,377 359 | 868305,2022,2023-05-13T14:00:00+00:00,St. Mary's Stadium,Regular Season - 36,Southampton,Fulham,0,2,0,0,1,5,17,1,4,36,2,0,1,349,272,4,9,12,8,1,64,0,0,1,626,548 360 | -------------------------------------------------------------------------------- /data_scraper/api_data_scraper.py: -------------------------------------------------------------------------------- 1 | import requests 2 | import ujson as json 3 | 4 | class Scraper(): 5 | 6 | def __init__(self, year): 7 | self.year = year 8 | self.headers = { 9 | "X-RapidAPI-Key": "", # Enter API Key here 10 | } 11 | self.league = "39" 12 | self.matches = [] 13 | 14 | 15 | def scrape(self): 16 | scraped = self.scrape_from_season() 17 | if scraped: 18 | for i in self.season_data: 19 | self.data_dict = {} 20 | self.data_dict["fixture_id"] = i['fixture']['id'] 21 | self.data_dict["date"] = i['fixture']['date'] 22 | self.data_dict["stadium"] = i['fixture']['venue']['name'] 23 | self.data_dict["game_week"] = i['league']['round'] 24 | self.data_dict["home_team"] = i['teams']['home']['name'] 25 | self.data_dict["away_team"] = i['teams']['away']['name'] 26 | self.data_dict["home_goals"] = i['goals']['home'] 27 | self.data_dict["away_goals"] = i['goals']['away'] 28 | self.data_dict["ht_home_goals"] = i['score']['halftime']['home'] 29 | self.data_dict["ht_away_goals"] = i['score']['halftime']['away'] 30 | self.scrape_season_data() 31 | 32 | self.output_json_dataset() 33 | 34 | def scrape_from_season(self): 35 | try: 36 | response = requests.get(f"https://v3.football.api-sports.io/fixtures?league={self.league}&season={self.year}&status=FT", headers=self.headers) 37 | 38 | if response.status_code != 200: 39 | return False 40 | 41 | json_data = response.json() 42 | 43 | self.season_data = json_data['response'] 44 | 45 | return True 46 | 47 | except Exception: 48 | return False 49 | 50 | def scrape_season_data(self): 51 | 52 | fixture = self.data_dict["fixture_id"] 53 | 54 | try: 55 | response = requests.get(f"https://v3.football.api-sports.io/fixtures/statistics?fixture={fixture}", headers=self.headers) 56 | 57 | if response.status_code != 200: 58 | return False 59 | 60 | except Exception: 61 | return False 62 | 63 | json_data = response.json() 64 | 65 | data = json_data['response'] 66 | 67 | home_data = data[0] 68 | away_data = data[1] 69 | 70 | home_statistics = home_data['statistics'] 71 | away_statistics = away_data['statistics'] 72 | 73 | for i in home_statistics: 74 | type = i['type'] 75 | if type == "Shots on Goal": 76 | self.data_dict["home_shots_on_target"] = i['value'] 77 | if type == "Total Shots": 78 | self.data_dict["home_shots"] = i['value'] 79 | if type == "Fouls": 80 | self.data_dict["home_fouls"] = i['value'] 81 | if type == "Corner Kicks": 82 | self.data_dict["home_corners"] = i['value'] 83 | if type == "Offsides": 84 | self.data_dict["home_offsides"] = i['value'] 85 | if type == "Ball Possession": 86 | self.data_dict["home_possession"] = int(i['value'].replace("%", "")) 87 | if type == "Yellow Cards": 88 | self.data_dict["home_yellow_cards"] = i['value'] 89 | if type == "Red Cards": 90 | self.data_dict["home_red_cards"] = i['value'] 91 | if type == "Goalkeeper Saves": 92 | self.data_dict["home_goalkeeper_saves"] = i['value'] 93 | if type == "Total passes": 94 | self.data_dict["home_attempted_passes"] = i['value'] 95 | if type == "Passes accurate": 96 | self.data_dict["home_successful_passes"] = i['value'] 97 | 98 | for i in away_statistics: 99 | type = i['type'] 100 | if type == "Shots on Goal": 101 | self.data_dict["away_shots_on_target"] = i['value'] 102 | if type == "Total Shots": 103 | self.data_dict["away_shots"] = i['value'] 104 | if type == "Fouls": 105 | self.data_dict["away_fouls"] = i['value'] 106 | if type == "Corner Kicks": 107 | self.data_dict["away_corners"] = i['value'] 108 | if type == "Offsides": 109 | self.data_dict["away_offsides"] = i['value'] 110 | if type == "Ball Possession": 111 | self.data_dict["away_possession"] = int(i['value'].replace("%", "")) 112 | if type == "Yellow Cards": 113 | self.data_dict["away_yellow_cards"] = i['value'] 114 | if type == "Red Cards": 115 | self.data_dict["away_red_cards"] = i['value'] 116 | if type == "Goalkeeper Saves": 117 | self.data_dict["away_goalkeeper_saves"] = i['value'] 118 | if type == "Total passes": 119 | self.data_dict["away_attempted_passes"] = i['value'] 120 | if type == "Passes accurate": 121 | self.data_dict["away_successful_passes"] = i['value'] 122 | 123 | self.matches.append(self.data_dict) 124 | self.matchdict = { 125 | "season": int(self.year), 126 | "matches": self.matches 127 | } 128 | 129 | return True 130 | 131 | def output_json_dataset(self): 132 | 133 | with open(f"./data/raw_datasets/epl/{self.year}_season.json", "w+") as file: 134 | file.write(json.dumps(self.matchdict).replace('null', '0')) 135 | -------------------------------------------------------------------------------- /data_scraper/json_data_processor.py: -------------------------------------------------------------------------------- 1 | import ujson as json 2 | import csv 3 | import os 4 | 5 | columns = [ 6 | 'fixture_id', 7 | 'season', 8 | 'date', 9 | 'stadium', 10 | 'game_week', 11 | 'home_team', 12 | 'away_team', 13 | 'home_goals', 14 | 'away_goals', 15 | 'ht_home_goals', 16 | 'ht_away_goals', 17 | "home_shots_on_target", 18 | "home_shots", 19 | "home_fouls", 20 | "home_corners", 21 | "home_offsides", 22 | "home_possession", 23 | "home_yellow_cards", 24 | "home_red_cards", 25 | "home_goalkeeper_saves", 26 | "home_attempted_passes", 27 | "home_successful_passes", 28 | "away_shots_on_target", 29 | "away_shots", 30 | "away_fouls", 31 | "away_corners", 32 | "away_offsides", 33 | "away_possession", 34 | "away_yellow_cards", 35 | "away_red_cards", 36 | "away_goalkeeper_saves", 37 | "away_attempted_passes", 38 | "away_successful_passes", 39 | ] 40 | 41 | stats = [ 42 | 'fixture_id', 43 | 'date', 44 | 'stadium', 45 | 'game_week', 46 | 'home_team', 47 | 'away_team', 48 | 'home_goals', 49 | 'away_goals', 50 | 'ht_home_goals', 51 | 'ht_away_goals', 52 | "home_shots_on_target", 53 | "home_shots", 54 | "home_fouls", 55 | "home_corners", 56 | "home_offsides", 57 | "home_possession", 58 | "home_yellow_cards", 59 | "home_red_cards", 60 | "home_goalkeeper_saves", 61 | "home_attempted_passes", 62 | "home_successful_passes", 63 | "away_shots_on_target", 64 | "away_shots", 65 | "away_fouls", 66 | "away_corners", 67 | "away_offsides", 68 | "away_possession", 69 | "away_yellow_cards", 70 | "away_red_cards", 71 | "away_goalkeeper_saves", 72 | "away_attempted_passes", 73 | "away_successful_passes", 74 | ] 75 | 76 | def load_raw_dataset(file_name): 77 | 78 | with open(f"./data/raw_datasets/epl/{file_name}.json", "r") as f: 79 | 80 | data = json.load(f) 81 | 82 | return data 83 | 84 | def output_dataset(file_name, file_data): 85 | 86 | with open(f"./data/csv_datasets/epl/{file_name}.csv", "w+", newline="") as f: 87 | writer = csv.writer(f) 88 | 89 | writer.writerow(columns) 90 | 91 | season = file_data["season"] 92 | 93 | matches = file_data["matches"] 94 | 95 | for match in matches: 96 | 97 | row_to_write = [] 98 | 99 | for i in stats: 100 | row_to_write.append(match[i]) 101 | 102 | row_to_write.insert(1, season) 103 | 104 | writer.writerow(row_to_write) 105 | 106 | def output_data(): 107 | 108 | files = os.listdir("./data/raw_datasets/epl") 109 | 110 | for file in files: 111 | 112 | file_name = os.path.join(file).split(".")[0] 113 | 114 | data = load_raw_dataset(file_name) 115 | output_dataset(file_name, data) -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- 1 | import os 2 | import pandas as pd 3 | from string import capwords 4 | from predictor import get_teams_from_season, predictor, output_previous_prediction 5 | from cli import clear, selection, log, log_invalid_selection 6 | from data_scraper.api_data_scraper import Scraper 7 | import data_scraper.json_data_processor as json_data_processor 8 | 9 | os.makedirs(f"./data/csv_datasets/epl", exist_ok=True) 10 | os.makedirs(f"./data/raw_datasets/epl", exist_ok=True) 11 | 12 | def scrape_data(seasons: list): 13 | 14 | log("Scraping data from the API...") 15 | 16 | for season in seasons: 17 | scraper = Scraper(season) 18 | scraper.scrape() 19 | 20 | log("Data has been scraped for the specified seasons") 21 | 22 | output_data() 23 | merge_data() 24 | 25 | return 26 | 27 | def output_data(): 28 | 29 | log("Processing Data...") 30 | 31 | files = os.listdir("./data/raw_datasets/epl") 32 | 33 | for file in files: 34 | 35 | file_name = os.path.join(file).split(".")[0] 36 | 37 | data = json_data_processor.load_raw_dataset(file_name) 38 | json_data_processor.output_dataset(file_name, data) 39 | 40 | return 41 | 42 | def merge_data(): 43 | 44 | log("Data has been processed and output") 45 | 46 | files = os.listdir("./data/csv_datasets/epl") 47 | 48 | df_concat = pd.concat([pd.read_csv(f"./data/csv_datasets/epl/{file}") for file in files if file != "all_seasons.csv"], ignore_index=True) 49 | df_concat.to_csv(f"./data/csv_datasets/epl/all_seasons.csv", index=False) 50 | 51 | return 52 | 53 | def pause(): 54 | os.system('pause') 55 | clear() 56 | 57 | def interface(): 58 | while True: 59 | module = selection() 60 | if module == "0": 61 | quit() 62 | elif module == "1": 63 | clear() 64 | scrape_data( 65 | [ 66 | "2016", 67 | "2017", 68 | "2018", 69 | "2019", 70 | "2020", 71 | "2021", 72 | "2022" 73 | ] 74 | ) 75 | pause() 76 | elif module == "2": 77 | clear() 78 | scrape_data( 79 | [ 80 | "2022" 81 | ] 82 | ) 83 | pause() 84 | elif module == "3": 85 | home_team, away_team = prediction_interface() 86 | predictor(home_team, away_team) 87 | pause() 88 | elif module == "4": 89 | output_previous_prediction() 90 | pause() 91 | else: 92 | log_invalid_selection() 93 | 94 | def prediction_interface(): 95 | teams = get_teams_from_season(season=2022) 96 | while True: 97 | clear() 98 | 99 | print("AVAILABLE TEAMS\n") 100 | 101 | log(teams) 102 | 103 | home_team = capwords(input("ENTER HOME TEAM\n")) 104 | if home_team not in teams: 105 | log_invalid_selection() 106 | continue 107 | 108 | away_team = capwords(input("\nENTER AWAY TEAM\n")) 109 | if away_team not in teams: 110 | log_invalid_selection() 111 | continue 112 | 113 | if home_team == away_team: 114 | log_invalid_selection() 115 | continue 116 | 117 | print("") 118 | 119 | return home_team, away_team 120 | 121 | if __name__ == "__main__": 122 | interface() -------------------------------------------------------------------------------- /predictor.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | import numpy as np 3 | import ujson as json 4 | from sklearn.ensemble import GradientBoostingClassifier 5 | from sklearn.model_selection import train_test_split, cross_val_score 6 | from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score 7 | from sklearn.preprocessing import LabelEncoder 8 | 9 | def warn(*args, **kwargs): 10 | pass 11 | import warnings 12 | warnings.warn = warn 13 | 14 | scaling_factor = 2 15 | 16 | def get_teams_from_season(season): 17 | data = pd.read_csv("./data/csv_datasets/epl/all_seasons.csv") 18 | season_data = data[data['season'] == season] 19 | home_teams = season_data['home_team'].unique() 20 | away_teams = season_data['away_team'].unique() 21 | unique_teams = np.union1d(home_teams, away_teams) 22 | 23 | return unique_teams 24 | 25 | def load_and_preprocess_data(): 26 | 27 | data = pd.read_csv("./data/csv_datasets/epl/all_seasons.csv") 28 | 29 | le_home = LabelEncoder() 30 | le_away = LabelEncoder() 31 | data['home_team'] = le_home.fit_transform(data['home_team']) 32 | data['away_team'] = le_away.fit_transform(data['away_team']) 33 | data['game_week'] = data['game_week'].str.extract('(\d+)').astype(int) 34 | 35 | data['result'] = np.sign(data['home_goals'] - data['away_goals']) 36 | 37 | data['home_recent_wins'] = data['home_team'].apply(lambda x: get_recent_form(data, x)[0]) * scaling_factor 38 | data['home_recent_draws'] = data['home_team'].apply(lambda x: get_recent_form(data, x)[1]) * scaling_factor 39 | data['home_recent_losses'] = data['home_team'].apply(lambda x: get_recent_form(data, x)[2]) * scaling_factor 40 | data['away_recent_wins'] = data['away_team'].apply(lambda x: get_recent_form(data, x)[0]) * scaling_factor 41 | data['away_recent_draws'] = data['away_team'].apply(lambda x: get_recent_form(data, x)[1]) * scaling_factor 42 | data['away_recent_losses'] = data['away_team'].apply(lambda x: get_recent_form(data, x)[2]) * scaling_factor 43 | 44 | features = [ 45 | 'game_week', 46 | 'home_team', 47 | 'away_team', 48 | 'home_shots_on_target', 49 | 'home_shots', 50 | 'home_fouls', 51 | 'home_corners', 52 | 'home_offsides', 53 | 'home_possession', 54 | 'home_yellow_cards', 55 | 'home_red_cards', 56 | 'home_goalkeeper_saves', 57 | 'home_attempted_passes', 58 | 'home_successful_passes', 59 | 'away_shots_on_target', 60 | 'away_shots', 61 | 'away_fouls', 62 | 'away_corners', 63 | 'away_offsides', 64 | 'away_possession', 65 | 'away_yellow_cards', 66 | 'away_red_cards', 67 | 'away_goalkeeper_saves', 68 | 'away_attempted_passes', 69 | 'away_successful_passes', 70 | 'home_recent_wins', 71 | 'home_recent_draws', 72 | 'home_recent_losses', 73 | 'away_recent_wins', 74 | 'away_recent_draws', 75 | 'away_recent_losses' 76 | ] 77 | 78 | ml_features = data[features] 79 | ml_target = data['result'] 80 | 81 | return data, le_home, le_away, ml_features, ml_target 82 | 83 | def get_recent_form(data, team, n_matches=5): 84 | team_data = data[(data['home_team'] == team) | (data['away_team'] == team)].tail(n_matches) 85 | wins = 0 86 | draws = 0 87 | losses = 0 88 | for _, row in team_data.iterrows(): 89 | if row['result'] == 1 and row['home_team'] == team: 90 | wins += 1 91 | elif row['result'] == -1 and row['away_team'] == team: 92 | wins += 1 93 | elif row['result'] == 0: 94 | draws += 1 95 | else: 96 | losses += 1 97 | 98 | return wins / n_matches, draws / n_matches, losses / n_matches 99 | 100 | def train_model(ml_features_train, ml_target_train): 101 | clf = GradientBoostingClassifier() 102 | clf.fit(ml_features_train, ml_target_train) 103 | 104 | return clf 105 | 106 | def evaluate_model(clf, ml_features, ml_target, ml_features_test, ml_target_test): 107 | y_pred = clf.predict(ml_features_test) 108 | 109 | cv_scores = cross_val_score(clf, ml_features, ml_target, cv=5) 110 | 111 | accuracy = accuracy_score(ml_target_test, y_pred) 112 | precision = precision_score(ml_target_test, y_pred, average='weighted') 113 | recall = recall_score(ml_target_test, y_pred, average='weighted') 114 | f1 = f1_score(ml_target_test, y_pred, average='weighted') 115 | 116 | print("MODEL PERFORMANCE & METRICS") 117 | print(f"Cross-validation scores: {cv_scores}") 118 | print(f"Mean cross-validation score: {cv_scores.mean():.4f}") 119 | print(f"Accuracy: {accuracy * 100:.2f}%") 120 | print(f"Precision: {precision * 100:.2f}%") 121 | print(f"Recall: {recall * 100:.2f}%") 122 | print(f"F1-score: {f1 * 100:.2f}%") 123 | 124 | combined = pd.DataFrame(dict(actual=ml_target_test, predicted=y_pred)) 125 | confusion_matrix = pd.crosstab(index=combined["actual"], columns=combined["predicted"]) 126 | 127 | print(confusion_matrix) 128 | 129 | def predict_outcome(data, clf, le_home, le_away, home_team, away_team): 130 | home_recent_wins, home_recent_draws, home_recent_losses = get_recent_form(data, le_home.transform([home_team])[0]) 131 | away_recent_wins, away_recent_draws, away_recent_losses = get_recent_form(data, le_away.transform([away_team])[0]) 132 | 133 | input_data = np.array([ 134 | [1, le_home.transform([home_team])[0], le_away.transform([away_team])[0]] + [0] * 22 + 135 | [home_recent_wins * scaling_factor, home_recent_draws * scaling_factor, home_recent_losses * scaling_factor, 136 | away_recent_wins * scaling_factor, away_recent_draws * scaling_factor, away_recent_losses * scaling_factor] 137 | ]) 138 | prediction = clf.predict(input_data)[0] 139 | probabilities = clf.predict_proba(input_data)[0] 140 | 141 | return prediction, probabilities 142 | 143 | def predictor(home_team, away_team): 144 | data, le_home, le_away, ml_features, ml_target = load_and_preprocess_data() 145 | ml_features_train, ml_features_test, ml_target_train, ml_target_test = train_test_split(ml_features, ml_target, test_size=0.2, random_state=42) 146 | clf = train_model(ml_features_train, ml_target_train) 147 | evaluate_model(clf, ml_features, ml_target, ml_features_test, ml_target_test) 148 | 149 | prediction, probabilities = predict_outcome(data, clf, le_home, le_away, home_team, away_team) 150 | 151 | print(f"\n{home_team} (Home) Win - {probabilities[2] * 100:.2f}%") 152 | print(f"{away_team} (Away) Win - {probabilities[0] * 100:.2f}%") 153 | print(f"Draw - {probabilities[1] * 100:.2f}%\n") 154 | 155 | save_prediction(home_team, away_team, prediction, probabilities) 156 | 157 | def save_prediction(home_team, away_team, prediction, probabilities): 158 | data = { 159 | "home_team": home_team, 160 | "away_team": away_team, 161 | "prediction": int(prediction), 162 | "probabilities": { 163 | "home_win": probabilities[2], 164 | "away_win": probabilities[0], 165 | "draw": probabilities[1] 166 | } 167 | } 168 | 169 | with open("previous_prediction.json", "w+") as file: 170 | json.dump(data, file) 171 | 172 | def output_previous_prediction(): 173 | try: 174 | with open("previous_prediction.json", "r") as file: 175 | data = json.load(file) 176 | 177 | print(f"\nPrevious Prediction:") 178 | print(f"{data['home_team']} (Home) Win - {data['probabilities']['home_win'] * 100:.2f}%") 179 | print(f"{data['away_team']} (Away) Win - {data['probabilities']['away_win'] * 100:.2f}%") 180 | print(f"Draw - {data['probabilities']['draw'] * 100:.2f}%\n") 181 | 182 | except FileNotFoundError: 183 | print("No previous prediction found.") 184 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | pandas 2 | numpy 3 | ujson 4 | scikit-learn 5 | colorama 6 | xgboost 7 | matplotlib 8 | requests 9 | --------------------------------------------------------------------------------