{"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":" # **The Better play of the Especial Team**","metadata":{}},{"cell_type":"markdown","source":"In this work we go to analyze the functions of the special team statiscally for to know the better strategy. \nThere exist 4 functions  of the special team plays: Kickoff, Punt, Extra point and Field goal.","metadata":{}},{"cell_type":"markdown","source":"#[image.png](attachment:208df76c-3d04-4bf0-9db7-ba44ec09476e.png)\nIllinois Football Roster Preview: Special Teams\nby Kirk Irwin/Getty 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"}}},{"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":{"execution":{"iopub.status.busy":"2021-12-25T17:15:39.367685Z","iopub.execute_input":"2021-12-25T17:15:39.368709Z","iopub.status.idle":"2021-12-25T17:15:39.381553Z","shell.execute_reply.started":"2021-12-25T17:15:39.368633Z","shell.execute_reply":"2021-12-25T17:15:39.380652Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nimport seaborn as sns\n#matplotlib inline#for encoding\nfrom sklearn.preprocessing import LabelEncoder#for train test splitting\nfrom sklearn.model_selection import train_test_split#for decision tree object\nfrom sklearn.tree import DecisionTreeClassifier#for checking testing results\nfrom sklearn.metrics import classification_report, confusion_matrix#for visualizing tree \nfrom sklearn.tree import plot_tree","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:15:44.079935Z","iopub.execute_input":"2021-12-25T17:15:44.080234Z","iopub.status.idle":"2021-12-25T17:15:44.086166Z","shell.execute_reply.started":"2021-12-25T17:15:44.080202Z","shell.execute_reply":"2021-12-25T17:15:44.085307Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df = pd.read_csv('../input/nfl-big-data-bowl-2022/plays.csv') ","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:15:49.492953Z","iopub.execute_input":"2021-12-25T17:15:49.493431Z","iopub.status.idle":"2021-12-25T17:15:49.597027Z","shell.execute_reply.started":"2021-12-25T17:15:49.493398Z","shell.execute_reply":"2021-12-25T17:15:49.596367Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# KICKOFF ","metadata":{}},{"cell_type":"code","source":"df1 = df.copy()","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:15:54.111211Z","iopub.execute_input":"2021-12-25T17:15:54.111487Z","iopub.status.idle":"2021-12-25T17:15:54.117281Z","shell.execute_reply.started":"2021-12-25T17:15:54.111457Z","shell.execute_reply":"2021-12-25T17:15:54.116502Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Here we will only select the data we need to analyze this type of play","metadata":{}},{"cell_type":"code","source":"# return the values.\ndf2 = df1.loc[:, ['possessionTeam',\"specialTeamsPlayType\",'specialTeamsResult','kickLength','playResult']]\n  \n# Print the result\ndf2","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:15:58.119053Z","iopub.execute_input":"2021-12-25T17:15:58.119509Z","iopub.status.idle":"2021-12-25T17:15:58.136936Z","shell.execute_reply.started":"2021-12-25T17:15:58.119474Z","shell.execute_reply":"2021-12-25T17:15:58.136142Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now we we require to perform the filtering operations for accessing the desired data, for statistical analysis of the plays of special teams: the kickoff. First for special Teams Play Type we select kickoff, and second, for special Teams Result, Return:","metadata":{}},{"cell_type":"code","source":"df2.sort_values(\"specialTeamsPlayType\", inplace = True)\n\nmul_filter1 = df2['specialTeamsPlayType']=='Kickoff'\n\nmul_filter2 = df2['specialTeamsResult']=='Return'\n\ndf2.where(mul_filter1 & mul_filter2, inplace = True) \n\ndf2.dropna()\n","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:16:30.215874Z","iopub.execute_input":"2021-12-25T17:16:30.216209Z","iopub.status.idle":"2021-12-25T17:16:30.272898Z","shell.execute_reply.started":"2021-12-25T17:16:30.216170Z","shell.execute_reply":"2021-12-25T17:16:30.272166Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"therefore, we obtain the graphic of the kick Length whose mean value is approximately 65 yards:","metadata":{}},{"cell_type":"code","source":"df2.hist(column='kickLength')","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:16:45.488318Z","iopub.execute_input":"2021-12-25T17:16:45.488866Z","iopub.status.idle":"2021-12-25T17:16:45.793392Z","shell.execute_reply.started":"2021-12-25T17:16:45.488812Z","shell.execute_reply":"2021-12-25T17:16:45.791958Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"The graphic of the play Result whose mean value is approximately 40 yards: ","metadata":{}},{"cell_type":"code","source":"df2.hist(column='playResult')","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:17:16.935911Z","iopub.execute_input":"2021-12-25T17:17:16.936783Z","iopub.status.idle":"2021-12-25T17:17:17.186814Z","shell.execute_reply.started":"2021-12-25T17:17:16.936745Z","shell.execute_reply":"2021-12-25T17:17:17.185835Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"This means that the kickoff is taken and returned a mena value of 40 yards in average.","metadata":{}},{"cell_type":"markdown","source":"TOUCHBACK","metadata":{}},{"cell_type":"markdown","source":"Now we will do a similar calculation with the touchback of the kickoff.","metadata":{}},{"cell_type":"code","source":"df3 = df.copy()","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:20:37.565286Z","iopub.execute_input":"2021-12-25T17:20:37.565910Z","iopub.status.idle":"2021-12-25T17:20:37.572492Z","shell.execute_reply.started":"2021-12-25T17:20:37.565875Z","shell.execute_reply":"2021-12-25T17:20:37.571777Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# return the values.\ndf4 = df3.loc[:, ['possessionTeam',\"specialTeamsPlayType\",'specialTeamsResult','kickLength','playResult']]\n  \n# Print the result","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:20:49.746967Z","iopub.execute_input":"2021-12-25T17:20:49.747276Z","iopub.status.idle":"2021-12-25T17:20:49.755810Z","shell.execute_reply.started":"2021-12-25T17:20:49.747240Z","shell.execute_reply":"2021-12-25T17:20:49.754772Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df4.sort_values(\"specialTeamsPlayType\", inplace = True)\n\nmul_filter1 = df4['specialTeamsPlayType']=='Kickoff'\n\nmul_filter2 = df4['specialTeamsResult']=='Touchback'\n\ndf4.where(mul_filter1 & mul_filter2, inplace = True) \n\ndf4.dropna()\n","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:21:26.698774Z","iopub.execute_input":"2021-12-25T17:21:26.699469Z","iopub.status.idle":"2021-12-25T17:21:26.755623Z","shell.execute_reply.started":"2021-12-25T17:21:26.699421Z","shell.execute_reply":"2021-12-25T17:21:26.754831Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df4.hist(column='kickLength')","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:18:30.363341Z","iopub.execute_input":"2021-12-25T17:18:30.363704Z","iopub.status.idle":"2021-12-25T17:18:30.634077Z","shell.execute_reply.started":"2021-12-25T17:18:30.363652Z","shell.execute_reply":"2021-12-25T17:18:30.633355Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now we can see that deeper the kickoff, the number of touchbacks grows exponentially. This may mean that the kick is not caught or that the returner desists from continuing the play. This is explained because the kickoff of the ball is a parabolic movement. The formulas of the parabolic movement are:\n\n![image.png](attachment:49a1e68e-50d1-4538-accf-e0c0efccc4e5.png)\n![image.png](attachment:f692797f-acbc-49a5-954a-dcde78ec5f59.png) \n![image.png](attachment:1eea42f3-436e-4870-81be-ebc244b76e5a.png)\n\nwhere t is the time it takes for the ball to fall, and Xmax is the maximum distance along its travel, the alpha symbol is the angle at which the ball is kicked, Vo is the initial speed, g is the gravity. According to the formulas, when the angle gets bigger, the flight time of the ball increases and is maximum when it reaches 90 degrees. On the other hand, the reach is maximum when the angle is 45 degrees; for larger angles than 45 the reach will decrease until  zero at 90 degrees, where it would be a vertical movement with the maximum time. As we know, the maximum speed that the ball is kicked is 27.43 yds/s, and g=8.96 yards/s.  Therefore, we calculate, using the above formulas, for the netx respective distances traveled by the ball, the angle and the time respectively:\n     \n     X=30 yds, alpha1=10.46, t1=1.1122 s, alpha2=79.5, t2=6.02 s;\n     X=40 yds, alpha1=14.21, t1=1.5 s,      alpha2=75.8, t2=5.94 s;\n     X=50 yds, alpha1=18.27, t1=1.919 s,    alpha2=71.7, t2=5.82 s;\n     X=60 yds, alpha1=22.8, t1= 2.37 s,     alpha2=67.2, t2=5.62 s;\n     X=70 yds, alpha1=28.23, t1=2.2896 s,   alpha2=61.8, t2=5.396 s;\n     X=80 yds, alpha1=36.15, t1=3.6119 s,   alpha2=53.85, t2=4.94 s.\n     X=90 yds, alpha=45   ,   t=4.33 s.\n     \n We obtain two results because for alpha=45+theta, and alpha=45-theta, the equality is fulfilled: \n sin(2*(45+theta))=sin(2*(45-theta)).\n \nThe average  speed that a runner reach is Vp=10 yds/s, and therefore when the ball travels more than 60 yds (t2=5.62 s). the distance that a gunner can reach is 56.2 yds (t=d =Vp*t). From this time the gunner will no longer reach the ball and the returners will be able to start their play. In the previous graph it was shown that it is from this distance that the return of the kick begins.\n \n the result of a kick is multifactorial but depends mainly on how the kick is performed. This cannot be done with mathematical exactitude, because it is impossible to calculate the correct angle. This causes our result to have a statistical distribution. And a part of this distribution may not be the desirable results. It is desirable that all the kicks are above 45 degrees so that the time of landing is greater and to be able to stop the defense without allowing it to advance. A degrees lower than desirable reduces the travel time of the ball, and the other team can make its offensive play.\n\nAlso because the calculation of parabolic motion is idealized, it does not consider air friction, wind speed, etc.\n","metadata":{},"attachments":{"f692797f-acbc-49a5-954a-dcde78ec5f59.png":{"image/png":"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"},"49a1e68e-50d1-4538-accf-e0c0efccc4e5.png":{"image/png":"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"},"1eea42f3-436e-4870-81be-ebc244b76e5a.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"markdown","source":"**Now we will do a similar calculation with the touchback of the kickoff.**","metadata":{}},{"cell_type":"markdown","source":"# FIELD GOAL","metadata":{}},{"cell_type":"markdown","source":"In a simmilar way with the field goal: ","metadata":{}},{"cell_type":"code","source":"df7 = df.copy()","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:51:56.126506Z","iopub.execute_input":"2021-12-25T17:51:56.126875Z","iopub.status.idle":"2021-12-25T17:51:56.135333Z","shell.execute_reply.started":"2021-12-25T17:51:56.126815Z","shell.execute_reply":"2021-12-25T17:51:56.134628Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# return the values.\ndf8 = df7.loc[:, ['possessionTeam',\"specialTeamsPlayType\",'specialTeamsResult','kickLength','playResult']]\n  \n# Print the result\ndf8","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:51:59.887141Z","iopub.execute_input":"2021-12-25T17:51:59.887553Z","iopub.status.idle":"2021-12-25T17:51:59.907421Z","shell.execute_reply.started":"2021-12-25T17:51:59.887515Z","shell.execute_reply":"2021-12-25T17:51:59.906825Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now, for special Teams Play Type we select Field Goal, and second, for special Teams Result, Kick Attempt Good:","metadata":{}},{"cell_type":"code","source":"df8.sort_values(\"specialTeamsPlayType\", inplace = True)\n\nmul_filter1 = df8['specialTeamsPlayType']=='Field Goal'\n\nmul_filter2 = df8['specialTeamsResult']=='Kick Attempt Good'\n\ndf8.where(mul_filter1 & mul_filter2, inplace = True) \n\ndf8=df8.dropna()\ndf8","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:52:06.003919Z","iopub.execute_input":"2021-12-25T17:52:06.004237Z","iopub.status.idle":"2021-12-25T17:52:06.061227Z","shell.execute_reply.started":"2021-12-25T17:52:06.004205Z","shell.execute_reply":"2021-12-25T17:52:06.060296Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"now we will graph the amount of field goals obtained as a function of the distance of the kick","metadata":{}},{"cell_type":"code","source":"df8.hist(column='kickLength')","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:52:11.737427Z","iopub.execute_input":"2021-12-25T17:52:11.737753Z","iopub.status.idle":"2021-12-25T17:52:11.987767Z","shell.execute_reply.started":"2021-12-25T17:52:11.737709Z","shell.execute_reply":"2021-12-25T17:52:11.986746Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"now we will calculate the amount of missed field goals as a function of the distance of the kick:","metadata":{}},{"cell_type":"code","source":"df9 = df.copy()","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:52:39.905212Z","iopub.execute_input":"2021-12-25T17:52:39.906045Z","iopub.status.idle":"2021-12-25T17:52:39.914181Z","shell.execute_reply.started":"2021-12-25T17:52:39.905997Z","shell.execute_reply":"2021-12-25T17:52:39.913395Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# return the values.\ndf10 = df9.loc[:, ['possessionTeam',\"specialTeamsPlayType\",'specialTeamsResult','kickLength','playResult']]\n  \n# Print the result\ndf10","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:52:42.926341Z","iopub.execute_input":"2021-12-25T17:52:42.927186Z","iopub.status.idle":"2021-12-25T17:52:42.949598Z","shell.execute_reply.started":"2021-12-25T17:52:42.927139Z","shell.execute_reply":"2021-12-25T17:52:42.948620Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"filtering this data","metadata":{}},{"cell_type":"code","source":"df10.sort_values(\"specialTeamsPlayType\", inplace = True)\n\nmul_filter1 = df10['specialTeamsPlayType']=='Field Goal'\n\nmul_filter2 = df10['specialTeamsResult']=='Kick Attempt No Good'\n\ndf10.where(mul_filter1 & mul_filter2, inplace = True) \n\ndf10.dropna()\n","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:52:54.593477Z","iopub.execute_input":"2021-12-25T17:52:54.593802Z","iopub.status.idle":"2021-12-25T17:52:54.651085Z","shell.execute_reply.started":"2021-12-25T17:52:54.593765Z","shell.execute_reply":"2021-12-25T17:52:54.650189Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"and graphing it","metadata":{}},{"cell_type":"code","source":"df10.hist(column='kickLength')","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:52:58.738199Z","iopub.execute_input":"2021-12-25T17:52:58.738498Z","iopub.status.idle":"2021-12-25T17:52:58.969895Z","shell.execute_reply.started":"2021-12-25T17:52:58.738459Z","shell.execute_reply":"2021-12-25T17:52:58.969067Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"the probability of making a field goal is KAG/(KAG + KANG), where\n\nKAG=interval of Kick Attempt Good\n\nKANG=Kick Attempt No Good.\n\nthen, the lowest probability is going to be in the interval 40-55, because in that, there were more attempts, and that more were failed. From 40 yards, it begins to be difficult due to the greater distance and the presence of the defense and its blocking.","metadata":{}},{"cell_type":"markdown","source":"and comparing the graphs we realize that although the successes are greater than the failures, these begin to increase from distances greater than the 40-yard line. for distances greater than 50 yards the number of failures is reduced, because much less is attempted as well.This is explained because the greater the distance more difficult it is to make a score. These statistical calculations help us to calculate the risk of each play, and decide what to do.","metadata":{}},{"cell_type":"markdown","source":"# PUNT","metadata":{}},{"cell_type":"code","source":"df11 = df.copy()","metadata":{"execution":{"iopub.status.busy":"2021-12-25T16:59:52.657088Z","iopub.execute_input":"2021-12-25T16:59:52.657408Z","iopub.status.idle":"2021-12-25T16:59:52.665262Z","shell.execute_reply.started":"2021-12-25T16:59:52.657376Z","shell.execute_reply":"2021-12-25T16:59:52.664233Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# return the values.\ndf12 = df11.loc[:, ['possessionTeam',\"specialTeamsPlayType\",'specialTeamsResult','kickLength','playResult']]\n  \n# Print the result","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:00:01.090774Z","iopub.execute_input":"2021-12-25T17:00:01.091766Z","iopub.status.idle":"2021-12-25T17:00:01.109212Z","shell.execute_reply.started":"2021-12-25T17:00:01.091711Z","shell.execute_reply":"2021-12-25T17:00:01.108365Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now, for special Teams Play Type we select Punt, and second, for special Teams Result, Return. filtering this data we obtain:","metadata":{}},{"cell_type":"code","source":"df12.sort_values(\"specialTeamsPlayType\", inplace = True)\n\nmul_filter1 = df12['specialTeamsPlayType']=='Punt'\n\nmul_filter2 = df12['specialTeamsResult']=='Return'\n\ndf12.where(mul_filter1 & mul_filter2, inplace = True) \n\ndf12.dropna()","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:00:05.827378Z","iopub.execute_input":"2021-12-25T17:00:05.828005Z","iopub.status.idle":"2021-12-25T17:00:05.895986Z","shell.execute_reply.started":"2021-12-25T17:00:05.827953Z","shell.execute_reply":"2021-12-25T17:00:05.894972Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"and graphing it","metadata":{}},{"cell_type":"code","source":"df12.hist(column='kickLength')","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:00:16.472563Z","iopub.execute_input":"2021-12-25T17:00:16.472885Z","iopub.status.idle":"2021-12-25T17:00:16.809442Z","shell.execute_reply.started":"2021-12-25T17:00:16.472853Z","shell.execute_reply":"2021-12-25T17:00:16.808457Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"we obtain approximatelly a mean value of 50 yards","metadata":{}},{"cell_type":"code","source":"df12.hist(column='playResult')","metadata":{"execution":{"iopub.status.busy":"2021-12-25T17:00:21.008366Z","iopub.execute_input":"2021-12-25T17:00:21.008649Z","iopub.status.idle":"2021-12-25T17:00:21.253813Z","shell.execute_reply.started":"2021-12-25T17:00:21.008619Z","shell.execute_reply":"2021-12-25T17:00:21.252879Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"and for the playresult, approximatelly a mean value of 40 yards for the return, which is a high game value won for the return team. ","metadata":{}},{"cell_type":"markdown","source":"# Touchback","metadata":{}},{"cell_type":"markdown","source":"now we will calculate the touchbacks of the Punt play","metadata":{}},{"cell_type":"code","source":"df14 = df.copy()","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:34:46.772068Z","iopub.execute_input":"2021-12-24T19:34:46.774135Z","iopub.status.idle":"2021-12-24T19:34:46.814391Z","shell.execute_reply.started":"2021-12-24T19:34:46.773968Z","shell.execute_reply":"2021-12-24T19:34:46.813228Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# return the values.\ndf15 = df14.loc[:, ['possessionTeam',\"specialTeamsPlayType\",'specialTeamsResult','kickLength','playResult']]\n  \n# Print the result","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:34:52.173498Z","iopub.execute_input":"2021-12-24T19:34:52.175046Z","iopub.status.idle":"2021-12-24T19:34:52.194519Z","shell.execute_reply.started":"2021-12-24T19:34:52.174978Z","shell.execute_reply":"2021-12-24T19:34:52.193504Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df15.sort_values(\"specialTeamsPlayType\", inplace = True)\n\nmul_filter1 = df15['specialTeamsPlayType']=='Punt'\n\nmul_filter2 = df15['specialTeamsResult']=='Touchback'\n\ndf15.where(mul_filter1 & mul_filter2, inplace = True) \n\ndf15.dropna()","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:35:24.952412Z","iopub.execute_input":"2021-12-24T19:35:24.952836Z","iopub.status.idle":"2021-12-24T19:35:25.032553Z","shell.execute_reply.started":"2021-12-24T19:35:24.952775Z","shell.execute_reply":"2021-12-24T19:35:25.031256Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df14.hist(column='kickLength')","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:35:34.027378Z","iopub.execute_input":"2021-12-24T19:35:34.028324Z","iopub.status.idle":"2021-12-24T19:35:34.304548Z","shell.execute_reply.started":"2021-12-24T19:35:34.028269Z","shell.execute_reply":"2021-12-24T19:35:34.303676Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"the number of touchbacks grows from more than 38 yards, less than the average value of 50 yards of kicklenght. This may be because the greater the distance the ball is thrown, the more time in the air and the opportunity for the defense to catch up with the runners before they reach the ball. This would explain why for more than 40 yards the number of touchbacks increases to an almost constant value, because we must also consider that this also increases the distance that the defense has to advance.\n\n\nAt 60 degrees, the launch reaches its highest height, and with it, the longest time in the air. Probably when the returnees of the teams manage to catch the ball and advance, it is because they were not going with this angle.","metadata":{}},{"cell_type":"code","source":"df14.hist(column='playResult')","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:36:23.242349Z","iopub.execute_input":"2021-12-24T19:36:23.242773Z","iopub.status.idle":"2021-12-24T19:36:23.514391Z","shell.execute_reply.started":"2021-12-24T19:36:23.242717Z","shell.execute_reply":"2021-12-24T19:36:23.513263Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df15 = df.copy()","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:36:27.916608Z","iopub.execute_input":"2021-12-24T19:36:27.917543Z","iopub.status.idle":"2021-12-24T19:36:27.927944Z","shell.execute_reply.started":"2021-12-24T19:36:27.917442Z","shell.execute_reply":"2021-12-24T19:36:27.926488Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# return the values.\ndf16 = df15.loc[:, ['possessionTeam',\"specialTeamsPlayType\",'specialTeamsResult','kickLength','playResult']]\n  \n# Print the result","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:36:35.868976Z","iopub.execute_input":"2021-12-24T19:36:35.869288Z","iopub.status.idle":"2021-12-24T19:36:35.876849Z","shell.execute_reply.started":"2021-12-24T19:36:35.869255Z","shell.execute_reply":"2021-12-24T19:36:35.875833Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df16.sort_values(\"specialTeamsPlayType\", inplace = True)\n\nmul_filter1 = df16['specialTeamsPlayType']=='Punt'\n\nmul_filter2 = df16['specialTeamsResult']=='Out of Bounds'\n\ndf16.where(mul_filter1 & mul_filter2, inplace = True) \n\ndf16.dropna()\n","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:36:42.135874Z","iopub.execute_input":"2021-12-24T19:36:42.13626Z","iopub.status.idle":"2021-12-24T19:36:42.202518Z","shell.execute_reply.started":"2021-12-24T19:36:42.13622Z","shell.execute_reply":"2021-12-24T19:36:42.201258Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df16.hist(column='kickLength')","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:36:48.999377Z","iopub.execute_input":"2021-12-24T19:36:48.999693Z","iopub.status.idle":"2021-12-24T19:36:49.265963Z","shell.execute_reply.started":"2021-12-24T19:36:48.999655Z","shell.execute_reply":"2021-12-24T19:36:49.265109Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df17 = df.copy()","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:37:00.410823Z","iopub.execute_input":"2021-12-24T19:37:00.411134Z","iopub.status.idle":"2021-12-24T19:37:00.422687Z","shell.execute_reply.started":"2021-12-24T19:37:00.411094Z","shell.execute_reply":"2021-12-24T19:37:00.421586Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# return the values.\ndf18 = df17.loc[:, ['possessionTeam',\"specialTeamsPlayType\",'specialTeamsResult','kickLength','playResult']]\n  \n# Print the result","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:37:03.657277Z","iopub.execute_input":"2021-12-24T19:37:03.658229Z","iopub.status.idle":"2021-12-24T19:37:03.666327Z","shell.execute_reply.started":"2021-12-24T19:37:03.658168Z","shell.execute_reply":"2021-12-24T19:37:03.665112Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df18.sort_values(\"specialTeamsPlayType\", inplace = True)\n\nmul_filter1 = df18['specialTeamsPlayType']=='Punt'\n\nmul_filter2 = df18['specialTeamsResult']=='Fair Catch'\n\ndf18.where(mul_filter1 & mul_filter2, inplace = True) \n\ndf18.dropna()","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:37:08.676376Z","iopub.execute_input":"2021-12-24T19:37:08.677204Z","iopub.status.idle":"2021-12-24T19:37:08.739569Z","shell.execute_reply.started":"2021-12-24T19:37:08.677156Z","shell.execute_reply":"2021-12-24T19:37:08.738336Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"df18.hist(column='kickLength')","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:37:14.625187Z","iopub.execute_input":"2021-12-24T19:37:14.625509Z","iopub.status.idle":"2021-12-24T19:37:14.897364Z","shell.execute_reply.started":"2021-12-24T19:37:14.625479Z","shell.execute_reply":"2021-12-24T19:37:14.896149Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"the Fair Catch reaches its maximum maximum value for a kicklenght in the interval 41-45. Generally in this play the defenders are already close to the receivers and this play is made to avoid the hit of the enemy defense. In this play the defense manages to reach the block because the ball spent enough time in the air. This could be because if the ball is kicked at a 60 degree angle, the launch reaches its highest height, and with it, the longest time in the air. Probablemente cuando el equipo defensivo coge el balón y avanza es porque no iba con ese ángulo.","metadata":{}},{"cell_type":"code","source":"df19 = df.copy()","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:37:58.206215Z","iopub.execute_input":"2021-12-24T19:37:58.207363Z","iopub.status.idle":"2021-12-24T19:37:58.219004Z","shell.execute_reply.started":"2021-12-24T19:37:58.207304Z","shell.execute_reply":"2021-12-24T19:37:58.217748Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# return the values.\ndf20 = df19.loc[:, ['possessionTeam',\"specialTeamsPlayType\",'specialTeamsResult','kickLength','playResult']]\n  \n# Print the result","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:38:02.346826Z","iopub.execute_input":"2021-12-24T19:38:02.347897Z","iopub.status.idle":"2021-12-24T19:38:02.356583Z","shell.execute_reply.started":"2021-12-24T19:38:02.347851Z","shell.execute_reply":"2021-12-24T19:38:02.355473Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df20.sort_values(\"specialTeamsPlayType\", inplace = True)\n\nmul_filter1 = df20['specialTeamsPlayType']=='Punt'\n\nmul_filter2 = df20['specialTeamsResult']=='Downed'\n\ndf20.where(mul_filter1 & mul_filter2, inplace = True) \n\ndf20.dropna()","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:38:06.044076Z","iopub.execute_input":"2021-12-24T19:38:06.044358Z","iopub.status.idle":"2021-12-24T19:38:06.102423Z","shell.execute_reply.started":"2021-12-24T19:38:06.044329Z","shell.execute_reply":"2021-12-24T19:38:06.1015Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df20.hist(column='playResult')","metadata":{"execution":{"iopub.status.busy":"2021-12-24T19:38:10.545494Z","iopub.execute_input":"2021-12-24T19:38:10.545776Z","iopub.status.idle":"2021-12-24T19:38:10.83048Z","shell.execute_reply.started":"2021-12-24T19:38:10.545749Z","shell.execute_reply":"2021-12-24T19:38:10.829269Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"In this type of play something similar happens with the previous one, and the pressure of the defense causes the error due to the proximity of the defense. The kickleng is a little lower than the previous one: its maximum value is reached in the interval 34-40 yards","metadata":{}},{"cell_type":"markdown","source":"# Extra Point","metadata":{}},{"cell_type":"code","source":"df21 = df.copy()","metadata":{"execution":{"iopub.status.busy":"2021-12-17T23:57:59.818444Z","iopub.execute_input":"2021-12-17T23:57:59.818801Z","iopub.status.idle":"2021-12-17T23:57:59.827161Z","shell.execute_reply.started":"2021-12-17T23:57:59.818766Z","shell.execute_reply":"2021-12-17T23:57:59.826465Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# return the values.\ndf22 = df21.loc[:, ['possessionTeam',\"specialTeamsPlayType\",'specialTeamsResult','playResult']]\n  \n# Print the result","metadata":{"execution":{"iopub.status.busy":"2021-12-17T23:58:23.468715Z","iopub.execute_input":"2021-12-17T23:58:23.469008Z","iopub.status.idle":"2021-12-17T23:58:23.47566Z","shell.execute_reply.started":"2021-12-17T23:58:23.468974Z","shell.execute_reply":"2021-12-17T23:58:23.474545Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df22.sort_values(\"specialTeamsPlayType\", inplace = True)\n\nmul_filter1 = df22['specialTeamsPlayType']=='Extra Point'\n\ndf22.where(mul_filter1 , inplace = True) \n\ndf22.dropna()","metadata":{"execution":{"iopub.status.busy":"2021-12-17T23:58:35.407337Z","iopub.execute_input":"2021-12-17T23:58:35.408117Z","iopub.status.idle":"2021-12-17T23:58:35.453577Z","shell.execute_reply.started":"2021-12-17T23:58:35.408074Z","shell.execute_reply":"2021-12-17T23:58:35.452796Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df22.sort_values(\"specialTeamsPlayType\", inplace = True)\n\nmul_filter1 = df22['specialTeamsPlayType']=='Extra Point'\n\nmul_filter2 = df22['specialTeamsResult']=='Kick Attempt No Good'\n\ndf22.where(mul_filter1 & mul_filter2, inplace = True) \n\ndf22.dropna()","metadata":{"execution":{"iopub.status.busy":"2021-12-17T23:59:04.053959Z","iopub.execute_input":"2021-12-17T23:59:04.054531Z","iopub.status.idle":"2021-12-17T23:59:04.087891Z","shell.execute_reply.started":"2021-12-17T23:59:04.054496Z","shell.execute_reply":"2021-12-17T23:59:04.086909Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df22.hist(column='playResult')","metadata":{"execution":{"iopub.status.busy":"2021-12-17T23:59:47.796714Z","iopub.execute_input":"2021-12-17T23:59:47.79702Z","iopub.status.idle":"2021-12-17T23:59:48.064274Z","shell.execute_reply.started":"2021-12-17T23:59:47.796986Z","shell.execute_reply":"2021-12-17T23:59:48.063249Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df23 = df.copy()","metadata":{"execution":{"iopub.status.busy":"2021-12-18T00:00:02.056992Z","iopub.execute_input":"2021-12-18T00:00:02.057441Z","iopub.status.idle":"2021-12-18T00:00:02.068482Z","shell.execute_reply.started":"2021-12-18T00:00:02.057366Z","shell.execute_reply":"2021-12-18T00:00:02.067016Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# return the values.\ndf24 = df23.loc[:, ['possessionTeam',\"specialTeamsPlayType\",'specialTeamsResult','playResult']]\n  \n# Print the result","metadata":{"execution":{"iopub.status.busy":"2021-12-18T00:00:04.865369Z","iopub.execute_input":"2021-12-18T00:00:04.865715Z","iopub.status.idle":"2021-12-18T00:00:04.872889Z","shell.execute_reply.started":"2021-12-18T00:00:04.86568Z","shell.execute_reply":"2021-12-18T00:00:04.871532Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df24.sort_values(\"specialTeamsPlayType\", inplace = True)\n\nmul_filter1 = df24['specialTeamsPlayType']=='Extra Point'\n\nmul_filter2 = df24['specialTeamsResult']=='Kick Attempt Good'\n\ndf24.where(mul_filter1 & mul_filter2, inplace = True) \n\ndf24.dropna()","metadata":{"execution":{"iopub.status.busy":"2021-12-18T00:00:36.649042Z","iopub.execute_input":"2021-12-18T00:00:36.649358Z","iopub.status.idle":"2021-12-18T00:00:36.700724Z","shell.execute_reply.started":"2021-12-18T00:00:36.649322Z","shell.execute_reply":"2021-12-18T00:00:36.700013Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df24.hist(column='playResult')","metadata":{"execution":{"iopub.status.busy":"2021-12-18T00:01:22.018363Z","iopub.execute_input":"2021-12-18T00:01:22.019229Z","iopub.status.idle":"2021-12-18T00:01:22.24816Z","shell.execute_reply.started":"2021-12-18T00:01:22.019166Z","shell.execute_reply":"2021-12-18T00:01:22.247444Z"},"trusted":true},"execution_count":null,"outputs":[]}]}