{"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":"# Adding NFL Combine, Snap Counts, & Left Footed Kicker Data\n\nI've added combine metrics for all players from 2 public sources, although some players are still missing data. Additionally I've added in cumulative special teams snap counts since 2012, so you can see how much experience a player has playing special teams week-to-week. Lastly, I've added data for left footed kickers/punters because this information is difficult to find, so this was actually pulled from historical madden ratings (public info) using the \"Handedness\" of the player and it appears to be accurate!\n\n\n#### Publicly Available Sources:\n\n- Combine Data - [Pro Football Refrence](https://www.pro-football-reference.com/) & [nflcombineresults](https://nflcombineresults.com/) \n\n- Weekly Special Teams Snap Counts - [Pro Football Refrence](https://www.pro-football-reference.com/)\n\n- Kicking Leg - [Madden Ratings](https://maddenratings.weebly.com/)\n\nThe data can be downloaded from my notebook.","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:7112db7f-332a-4dbc-a3c7-765e2409bdd4.png)","metadata":{},"attachments":{"7112db7f-332a-4dbc-a3c7-765e2409bdd4.png":{"image/png":"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"}}},{"cell_type":"code","source":"import numpy as np \nimport pandas as pd \npd.set_option('display.max_columns', None)\n\nPlayer_info = pd.read_csv(r'../input/added-player-info/Added_player_info.csv', index_col=0)\nPlayer_info.query('name.str.contains(\"Matt Slater\")', engine='python').head(5)","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2021-12-15T18:28:38.139989Z","iopub.execute_input":"2021-12-15T18:28:38.140275Z","iopub.status.idle":"2021-12-15T18:28:38.498318Z","shell.execute_reply.started":"2021-12-15T18:28:38.140253Z","shell.execute_reply":"2021-12-15T18:28:38.497433Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Left Footed Kickers and Punters","metadata":{}},{"cell_type":"code","source":"print(Player_info.query('Kick_leg == \"L\"', engine='python').drop_duplicates(subset=['name'], keep='last')['name'].to_list())","metadata":{"execution":{"iopub.status.busy":"2021-12-15T18:29:33.671096Z","iopub.execute_input":"2021-12-15T18:29:33.671624Z","iopub.status.idle":"2021-12-15T18:29:33.683763Z","shell.execute_reply.started":"2021-12-15T18:29:33.671589Z","shell.execute_reply":"2021-12-15T18:29:33.682993Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### [Github Code](https://github.com/jdruzzi/BDB22/tree/main/Player%20Combine%20%26%20Snaps%20Data)","metadata":{}},{"cell_type":"markdown","source":"-------------------------------------------------------------\n## More 2022 Big Data Bowl Content\n\n### [ ⭐ HAVOC: Decoding the Punt Rush ⭐ ](https://www.kaggle.com/jdruzzi/havoc-decoding-the-punt-rush)\n\n- [Quantifying Punt Rush Ability with HAVOC](https://www.kaggle.com/jdruzzi/quantifying-punt-rush-ability-with-havoc)\n\n- [Extended: How to Improve HAVOC & Block Punts 📝](https://www.kaggle.com/jdruzzi/extended-how-to-improve-havoc-block-punts)\n\n- [Alternate Outcomes WIth Punt Pressure & HAVOC](https://www.kaggle.com/jdruzzi/alternate-outcomes-with-punt-pressure-havoc)\n\n\n#### Alternative Punt / Punt Rush\n\n- [Evaluating Punt/Punt Rush Units with Convex Hulls](https://www.kaggle.com/jdruzzi/evaluate-punt-punt-return-units-with-convex-hulls)\n\n#### Punt Protection\n\n- [Estimating Punt Protection Assignments](https://www.kaggle.com/jdruzzi/estimating-punt-protection-blocking-assignments)\n\n#### Misc / Additional Data\n- [Generating Detailed Punt Positions](https://www.kaggle.com/jdruzzi/generating-detailed-punt-positions)\n\n- [Combine, Snap Counts, & Left Footed Kicker Data](https://www.kaggle.com/jdruzzi/combine-snap-counts-left-footed-kicker-data)\n\n------------------------------------------------------------\n#### Socials\n- [Twitter](https://twitter.com/j_druzzi)\n- [LinkedIn](https://www.linkedin.com/in/joe-andruzzi-27b3a7149/)\n\n------------------------------------------------------------","metadata":{}}]}