{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Long Snapper Models\n\nThe component jobs of the long snapper are to snap the ball approximately 7-8 yards backward to the punter and then to be one of the first players to go down the field to tackle the returner. Initial linear regressions found no significant effect of long snapper performance on the quality of punt return. Thus, the primary mechanism by which long snappers can affect play is ensuring that the punter receives the ball quickly and cleanly so that the football can be punted before the punt blockers have sufficient time to block the punt. The conclusions from modeling Long Snapper play demonstrate that a quick snap time dominated the quality of snap insofar as predicting the frequency of a broken play—i.e., a blocked punt or a punter being forced to abandon punting altogether. These conclusions should be taken with a grain of salt as although blocked punts do have a higher average mean snap time than any other outcome, it does not appear to be a statistically significant difference. Furthermore, the dataset does not code snap details or time for “Non-special teams result” plays, which are often the worst outcomes, usually due to an inaccurate snap or mishandling by the punter.","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:ff9a464c-f749-463c-bf29-975c8b8dc23f.png)\nFigure 1: Relative importance of snap time vs. snap quality as determined by XGBoost algorithm","metadata":{},"attachments":{"ff9a464c-f749-463c-bf29-975c8b8dc23f.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"SMOTE was used to generate models for play outcomes based on the quality of the snap and the time taken to execute the snap. Initial attempts to run a Logistic Regression or XGBoost model were unsuccessful due to the highly imbalanced dataset. While prediction success remained low even after rebalancing the dataset, the feature importance remains salient as far as assessing long snapper play. Because snap accuracy largely hovers in the 90-95% range for long snappers, a rough metric for assessing performance is simply dividing average snap time by accuracy, which yielded a top performer of Nick Sundberg, Washington long snapper, across the 2018-2020 seasons. This is somewhat surprising as he does not have many accolades, but many of the next highly ranked long snappers do have accolades, indicating these metrics conform somewhat to consensus opinion around the league. Since long snapper has relatively few metrics available, and those that are available are simple to understand, this outcome is relatively unsurprising.","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:ea3e85a6-77da-4146-80d9-325d14f74e80.png)\nFigure 2: Top Long snappers with mean snap time and snap accuracy 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"}}},{"cell_type":"markdown","source":"# Gunner Models\n\nAssessing the effects that gunners have on punt plays was far more difficult and nuanced than the play of long snappers. The job of a gunner is to get down the field as fast as possible after the ball is snapped and limit the yards gained by the punt returner. Both linear regression and XGBRegressor showed minimal impact by gunners after on yards gained during a punt return—they had similar influence to any other player on the punting team (with the exception of the punter) after the punt was caught. Gunners did have a significant impact, however, on forcing fair catches, which ensures that a returner cannot return the ball. If a returner believes they will not be able to catch the punt cleanly before contact by the punting team or that they will have to lose yards to catch the punt safely, they will call for a fair catch.\n\nThe model was trained using only plays that featured two gunners. These plays comprised the vast majority of punt plays, and they proved more successful, on average, than plays without gunners, which tended to occur in very specific circumstances, such as when a team punted from its own end zone and wanted to maximize personnel protecting the punter. The features used for prediction were: each gunner’s distance from the returner, the combined time of the snap, punt, and punt hang time, the length of the kick, seconds since the snap, and the following information for both the gunners and the returners: coordinates, speed, direction of movement, and orientation.","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:7567df47-eb59-4e89-8475-5a564656f17e.png)\nFigure 3: XGBoost vs. Logistic Regression performance on dataset","metadata":{},"attachments":{"7567df47-eb59-4e89-8475-5a564656f17e.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"Initially, we trained a logistic regression model on the data. F1macro was chosen as the metric in order to ensure that the model was successful at predicting values in both classes, even though the dataset is relatively balanced with respect to fair catch and non-fair catch plays. We trained a model first on the frames right before the ball is caught. This yielded an F1macro score of 0.817. A model trained on all frames of data on punt plays yielded 0.785 F1macro score. This small difference is one indicator that a logistic regression was not well suited-to this data, since catch frames should contain much more pertinent information to predict fair catches than the average frame. \n\nThe XGBClassifier ran much faster than Logistic Regression, particularly on the set of all data. While both models were comparable at predicting a fair catch for a random frame when trained on all data, the XGBClassifier was much more successful at predicting fair catches when trained on just catch frames, and it was much more successful at improving on its predictions when given access to all data. By contrast, logistic regression performed worse on the most significant frames after training on all the data.\n\nWe were further able to optimize the XGBClassifier through hyperparameter tuning—this increased the final F1macro score from 0.87 to 0.93. The model performed best using a low learning rate (0.03), a large number of estimators (1000), and a max tree depth of 6.","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:de338b59-0bbd-4ac5-97f0-9580b1b6b55a.png)\nFigure 4: Feature importance in full XGBoost Fair Catch model trained on all 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"}}},{"cell_type":"markdown","source":"The feature importance above shows that the most important features for determining the likelihood of a fair catch are the total time from snap to the punt being caught and the length of the punt. For gunners, the most important features are vertical positioning on the field relative to the returner, and distance from the returner.","metadata":{}},{"cell_type":"markdown","source":"Full code can be found at https://github.com/sravi4048/nflBigDataBowl/tree/main/Final%20Project","metadata":{}}]}