{"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":"markdown","source":"# **Expected Punt Yards**\n\n In this project, we will explore two new metrics to evaluate punters and punting units: **Kick Yards over Expected** (KYOE) and **Net Yards over Expected** (NYOE). We will explain the motivation behind these statistics and show results from applying these metrics to the 2018-2020 seasons. We will then indicate possible future improvements and share the math behind these figures. \n \n## **Motivation**\n\nCurrently, there are very few stats used to evaluate NFL punters. Most punters are evaluated on a combination of common statistics such as:\n* Average punt distance\n* Longest punt distance\n* Number of punts inside the 10 yard line\n\n\nHowever, these stats fail to take into account the situations of each punt. For instance, we would expect different results when kicking from your 30 yardline as opposed to the opponent’s 40. \n\nIn order to effectively evaluate a punter, one needs to know how well he does relative to other punters. This can be done by calculating the expected punt that an average NFL punter would have in a given situation and compare the punter to that statistic. \n\nBy doing this, one can create a comprehensive statistic to evaluate punters: **Kick Yards over Expected**, which estimates how many yards better or worse a certain punter is versus the average NFL punter. One could also calculate an analogous catch-all statistic for punt units: **Net Yards Over Expected**, which is similar to KYOE but takes into account return yardage. \n\n\n## **Results**\n\nAAs proof of concept, we used our models (see sections below for methodology) to rank punters (using KickYards over Expected) and punt and punt return units (using NetYards over Expected) for the 2018-2020 seasons. \n\nFor punters with at least 50 punts between 2018-2020, our top five punters, as ranked by Average KickYards over Expected, were:\n\n![image.png](attachment:3c900c2f-09ac-48c8-a3a8-304689375761.png)\n\nAll five of these punters were either Pro Bowlers or First Team All-Pro at some point over the three years (Note: Jack Bailey did not play in 2018 and Jack Fox did not play in 2018 or 2019).\n\nFor punt units, the top five teams between 2018 and 2020, as ranked by Average NetYards over Expected were:\n\n![image.png](attachment:6574866f-2ec9-4cf5-ba0c-6512506b7326.png)\n\nAnd the top five return units, as ranked by lowest Opposing Team NetYards over Expected:\n\n![image.png](attachment:4569b7f6-cba2-41ab-81b8-1f97ab3e57e5.png)\n\n## **Discussion**\n\nAs shown above, the best punters and punt units kick the ball 2-3 yards farther than expected, and the best punt return units hold teams 2-3 yards under expected. In the dataset, there was an average of around 8 punts per game. This means that teams that excel in both punting and punt returning (such as New England) will expect to be about 15 yards per game better than expected.\n\n\n## **Conclusion**\n\nThe new statistics we have outlined in this paper can be used as a one-size-fits-all statistic to rank punters (using average KickYards over expected) and punting units (using average NetYards over expected) over an entire season. Each stat can also act as a tool to quantitatively measure how “good” each individual punt is. \n\n## **Possible Improvements**\n\nWe believe these statistics can be improved in multiple ways. In the future, these statistics could account for the opposing team. Opposing teams could affect the numbers for various reasons: KYOE could be lower against teams that provide more pressure, and NYOE could be higher against return units that block less. \n\nAnother desirable enhancement for these statistics would be taking the hang time of each punt into account. A higher hang time generally means a shorter return distance. Using this data would help us better predict the “expected” distance of any given punt. However, to do so, a new model for the expected hang time would be required. Then, one could compare a punter’s KYOE with their “hang time over expected”.\n\nAnother possible way to account for hang time would be to create an expected return distance from the time the punt returner receives the ball, similar to the past NFL Big Data Bowl project for expected rushing 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"},"6574866f-2ec9-4cf5-ba0c-6512506b7326.png":{"image/png":"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"},"4569b7f6-cba2-41ab-81b8-1f97ab3e57e5.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# **Methodology**\n\nIn order to calculate these KYOE and NYOE, we had to first figure out how to calculate the expected KickYards and the expected NetYards. \n\n## **Kick Yards Expected (KYE)**\n\nThe purpose of the Kick Yards Expected metric is to remove all statistical error from punts that do not occur as a result of the players on the field. In short, we want this statistic to take into account the things that players cannot control–such as field position and weather–so that results only vary because of the skill level of the punting or receiving units.\n\n## **KickYards (KY)**\n\nKickYards is the measure of how far the punter kicked the ball. In theory, this statistic is good for evaluating punters since there would be limited errors contributed by the kicking or receiving units. The drawback is that this statistic does not take the return into account. This is problematic since the punter’s job is not just to kick the ball as far as possible, but to kick it as far as possible while minimizing the possible return yards.\n\nIn order to minimize the return yardage, the punters will often kick the ball higher, decreasing the distance the ball travels, but increasing the amount of time the ball is in the air (hang time), giving their unit more time to get down the field and cover the punt. Omission of hang time means that this statistic is not perfect for evaluating punters.\n\nPros: Limited error from punting/kicking units <br />\nCons: Does not take return into account \n\n## **Net Yards Expected**\n\nNet Yards Expected (NYE) is an analogous statistic to KYE. Its goal is the same: isolate the skill of the players on the field from the game situation. However, NYE takes into account return yards, allowing one to use it to analyze punt units and punt return units as a whole. \n\n\n## **NetYards (NY)**\n\nNetYards is the measure of how far the punter kicked the ball less the return yardage (not taking into account penalties). Calculating expected NY indirectly accounts for hangtime by including the return distance of the receiving unit. We chose to omit penalty yardage since we assumed penalties are independent of the two errors we are correction for: field position and weather.\n\nHowever, this does not entirely fix the problem, because it introduces new errors from the kicking and receiving teams. For instance, a punter on a team with a bad punt unit will likely have higher return yardage (due to missed tackles or poor coverage) than on a team with a good punting unit. Therefore, we believe this statistic is more indicative of the strength of a punting unit as a whole, and is better used to compare punting/receiving units than to compare punters.\n\nPros: Takes return into account<br />\nCons: Introduces errors from punting unit\n\nFor this project, we looked at both KickYardsOverExpected (as a metric to compare individual punters) and NetYardsOverExpected (as a metric to compare kicking units).\n\n## **Getting Weather Data**\n\nAs stated above, the purpose of these statistics is to account for any errors that result outside of the control of those on the punting/receiving units (namely field position and weather). \n\nSince weather data was not included in the competition data, we scraped it from a website called [nflweather.com](nflweather.com), which has data on temperature, wind, precipitation, and many other types of weather data for NFL games.\n\nTo account for wind direction, we used a combination of google earth, stadium seating charts, tracking data (to get play direction), and data from [this blog](https://vizual-statistix.tumblr.com/post/126425452261/football-announcers-often-mention-a-player) to account for the direction of play in each stadium, which we then used to split the absolute wind speed and direction (such as 2mph NW) into tail and side wind (tail wind is wind in the direction the punter is facing, and side wind is the wind blowing left to right from the punter’s POV). Since the blog was written in 2015, we had to manually add data for the Chargers, Rams, and Raiders. Additionally, we assumed the wind speed in dome stadiums was 0. \n\n## **Calculating Expected KickYards and Expected NetYards**\n\nWe attempted many different models to predict expected KickYards and Expected NetYards. In order to limit overfitting, we tested each model using a 4-fold cross validation, and we compared these models by calculating an average MAPE (mean average percent error) for each model across the 4 trials.\n\nThe two models that we used for the final results consistently outperformed the rest: a naive model (which only took into account the position on the field), and a neural network that included both field position and weather data.\n\n## **Naive model**\n\nOur naive model calculated KickYards and NetYards by taking the average of every punt that occurred from 2018-2020 from +/- 1 yard around the line of scrimmage. This model had an average MAPE of 15.8% for KickYards and 25.3% for the NetYards. As discussed above, this difference in MAPE is expected since NetYards also takes the return yardage into account.\n\n![image.png](attachment:88660dc5-1c4d-44a0-8809-de13d5bd64be.png)<br />\n*Note: Adjusted Yardline is how many yards you are away from your endzone. For instance, kicking from your 20 would be an adjusted yardline of 20, and kicking from your opponent’s 40 would be an adjusted yardline of 60. Adjusted yardline maxes out at 70 since there are few punts from inside the opponent’s 30 yardline.*\n\nThe graph shows when kicking from within your own 40, punts on average travel about 50 yards in the air, and on average they are returned between 5 and 10 yards. Once past the kicking team’s 40 yardline, the punt distance gets smaller, since the punt is now limited by the distance to the opponent’s endzone. The return yards also trend towards 0, which makes sense since shorter punts mean longer hangtime; therefore it is more likely the returner does a fair catch or does not catch the ball. All of these results make sense and are encouraging that this model is a good predictor of KickYards and NetYards.\n\nHowever, this model is not very smooth, which is indicative that it may be slightly overfit to the data. Nevertheless, this model performs extremely well, especially considering it does not take weather effects into account.\n\n## **MLP Regressor (Neural Network)**\n\nOur MLP (multi-layer perceptron) model calculated expected KickYards and Expected NetYards by training a neural network on the punting data, which included features for the weather and the yardline that the ball was being kicked from. This model had an average MAPE of 15.7% for KickYards and 25.2% for the NetYards, both of which are slightly better than the naive model.\n\n![image.png](attachment:e61102a7-4d25-4800-a9d7-b14848e9d995.png)<br />\n*This graph shows the difference in expected NetYards for different weather, and also includes the naive prediction in gray, and the maximum possible punt in black.*\n\n![image.png](attachment:661b3a05-c74d-46d8-b26a-fcc630adf3bb.png)<br />\n*From within the kicking team’s 40 yardline, we can see that we expect a punt unit to punt about 3 yards farther on a warm day as a cold day. We also see that the neural network is not as accurate when a team is punting from within their 10 yardline.*\n\n![image.png](attachment:e4f455f2-c93d-4e3d-a492-244a3b47adaf.png)<br />\n*For past the kicking team’s 40 yardline, we can see that we expect a punt unit to punt about the same on a warm day as a cold day. We also see that the neural network is not as accurate when a team is punting from within their opponent’s 35 yardline.*\n\nThe predictions for KickYards closely follow the patterns for the NetYards in the graphs shown above, and those models were omitted for brevity.\n\nWe can see that the MLP model takes into account weather effects, but it is not accurate for punts from within a team’s 10 yardline or the opponent’s 35 yardline; however, those only account for 4.5% of all punts.\n\nWe chose to use the MLP Classifier to calulate the Exptected KickYards and NetYards statistics even though it has only a slightly better MAPE than the naive model because we felt that the naive model was possibly overfit, and also did not take into account weather 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"},"e61102a7-4d25-4800-a9d7-b14848e9d995.png":{"image/png":"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"},"661b3a05-c74d-46d8-b26a-fcc630adf3bb.png":{"image/png":"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"},"e4f455f2-c93d-4e3d-a492-244a3b47adaf.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Appendix with link to code","metadata":{}},{"cell_type":"markdown","source":"Note: This was done using Google Colab, and code can be found [here](https://colab.research.google.com/drive/11hKv8IJj7rSE5EXsnPZe-XQtHnzS3As-?usp=sharing)\n\nYou can also find access to the weather and stadium orientation data we scraped [here](https://drive.google.com/drive/folders/1P1SI4LKzMDrjgHtIofzkV0KAHMXoAHbE?usp=sharing)","metadata":{}}]}