{"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","_kg_hide-input":true,"_kg_hide-output":true,"jupyter":{"source_hidden":true},"execution":{"iopub.status.busy":"2021-12-16T19:08:35.868166Z","iopub.execute_input":"2021-12-16T19:08:35.868529Z","iopub.status.idle":"2021-12-16T19:08:35.899513Z","shell.execute_reply.started":"2021-12-16T19:08:35.868438Z","shell.execute_reply":"2021-12-16T19:08:35.898595Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# <p style=\"background-color:#F5291D;font-family:newtimeroman;color:#F8F9F4;font-size:150%;text-align:center;border-radius:10px 10px;\">American Football for rookies</p>\n\nHi all,\n\nAs a French citizen who has never lived more than 3 weeks in the US, I am totally clueless about the rules of American Football. So I thought this competition whould be a good start to learn about this sport, while having fun investigating the data. The players data seems to be a good start for this journey.\n\nI guess I am not the only newbee around so I hope this notebook will help others like me ! \n\n<img src=\"https://images.unsplash.com/photo-1512144253214-d94e86cd9189?ixlib=rb-1.2.1&ixid=MnwxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8&auto=format&fit=crop&w=1931&q=80\"></br>\n***Photo by Adrian Curiel***\n\n\n","metadata":{}},{"cell_type":"markdown","source":"<p style=\"background-color:#F8F9F4;font-family:newtimeroman;color:#003CC7;font-size:150%;text-align:left;\">TABLE OF CONTENT </p>\n<a id='top'></a>\n<div class=\"list-group\" id=\"list-tab\" role=\"tablist\">\n \n    \n* [1. LOADING DATA](#1)\n    \n* [2. DATA CLEANING](#2)\n    \n* [3.1 LET'S LEARN : What are the players positions ?](#3)\n    \n* [3.2 LET'S LEARN : How special are the Special Teams ?](#4)  \n    - [ Number and proportion of players](#4.1)\n    - [ Age and month of birth analysis](#4.2)","metadata":{}},{"cell_type":"markdown","source":"<a id=\"1\"></a>\n# <p style=\"background-color:#003CC7;font-family:newtimeroman;color:#F8F9F4;font-size:150%;text-align:center;border-radius:10px 10px;\">Loading Data </p>\nLet's start by importing the useful librairies and load the data.","metadata":{}},{"cell_type":"code","source":"# import necessary libraries\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom wordcloud import WordCloud\n\n","metadata":{"execution":{"iopub.status.busy":"2021-12-16T19:08:35.901722Z","iopub.execute_input":"2021-12-16T19:08:35.902032Z","iopub.status.idle":"2021-12-16T19:08:37.053928Z","shell.execute_reply.started":"2021-12-16T19:08:35.901991Z","shell.execute_reply":"2021-12-16T19:08:37.052818Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#loading data\nplayers=pd.read_csv('../input/nfl-big-data-bowl-2022/players.csv')\nprint(\"Number of datapoints in players.csv:\", len(players))","metadata":{"execution":{"iopub.status.busy":"2021-12-16T19:08:37.055268Z","iopub.execute_input":"2021-12-16T19:08:37.056392Z","iopub.status.idle":"2021-12-16T19:08:37.079005Z","shell.execute_reply.started":"2021-12-16T19:08:37.056344Z","shell.execute_reply":"2021-12-16T19:08:37.078063Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"2\"></a>\n# <p style=\"background-color:#003CC7;font-family:newtimeroman;color:#F8F9F4;font-size:150%;text-align:center;border-radius:10px 10px;\">Data cleaning </p>\nIn this section my goals are to :\n- identify information available in the players data\n- identify missing values\n- convert weights to appropriate format for future calculation\n- convert dates into datetimeobject\n- tidy up the data for future analysis","metadata":{}},{"cell_type":"code","source":"players.info()\ndisplay(players.head())\nplayers.tail()","metadata":{"_kg_hide-input":true,"jupyter":{"source_hidden":true},"execution":{"iopub.status.busy":"2021-12-16T19:08:37.080296Z","iopub.execute_input":"2021-12-16T19:08:37.080522Z","iopub.status.idle":"2021-12-16T19:08:37.130267Z","shell.execute_reply.started":"2021-12-16T19:08:37.080497Z","shell.execute_reply":"2021-12-16T19:08:37.129726Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"- We can see from the info above that there are numeric data stored as object and that there are inconsistencies in the format of the height and birthdate columns so we need to correct this.\n- There are missing data in the birthdates and college columns.","metadata":{}},{"cell_type":"code","source":"print('Missing birthdates: ',players['birthDate'].isnull().sum())\nprint('Missing College info: ',players['collegeName'].isnull().sum())\n\n# converting height in cm\nfeet =pd.to_numeric(players['height'].str.get(0))*12\nheights=players['height'].str.split('-', expand=True)\ninches=pd.to_numeric(heights[1])\ninches=inches.fillna(value=0)\nplayers['height_inch']=inches+feet\nplayers['height_cm']=(inches+feet)*2.51\n\n#converting weight in kg\nplayers['weight_kg']=players['weight']/2.205\n\n#converting birthdates to datetime\nplayers['birthDate']=pd.to_datetime(players['birthDate'])\n\n# convert player key as object\nplayers['nflId']=players['nflId'].astype('object')\n\n#replacing unknown characters\nplayers['collegeName']=players['collegeName'].str.replace('&amp;', '&')","metadata":{"_kg_hide-input":true,"jupyter":{"source_hidden":true},"execution":{"iopub.status.busy":"2021-12-16T19:08:37.132185Z","iopub.execute_input":"2021-12-16T19:08:37.132671Z","iopub.status.idle":"2021-12-16T19:08:37.167921Z","shell.execute_reply.started":"2021-12-16T19:08:37.132623Z","shell.execute_reply":"2021-12-16T19:08:37.167048Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"3\"></a>\n# <p style=\"background-color:#003CC7;font-family:newtimeroman;color:#F8F9F4;font-size:150%;text-align:center;border-radius:10px 10px;\">Now let's learn! </p>\n# <p style=\"background-color:#F5291D;font-family:newtimeroman;color:#F8F9F4;font-size:150%;text-align:center;border-radius:10px 10px;\">What are the players positions in the field ?</p>\n\nIn this section my objectives are to :\n- summarize my research on the game rules and players position. \n- identify what are the Special Teams positions\n- add qualitative information into the players data to make comprehension and analysis easier\n\n 'a picture is worth more than a 1000 words' so I made a drawing to picture players and positions\n\n![image.png](attachment:a9aac813-bb32-43c4-92a8-a1a8caed83b9.png)","metadata":{},"attachments":{"a9aac813-bb32-43c4-92a8-a1a8caed83b9.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"Let's see how the players dataframe look now.","metadata":{}},{"cell_type":"code","source":"# identifying teams\ndef team_map(x):\n    if x in ['SS','FS','MLB', 'ILB', 'LB','CB', 'DE','DT', 'NT', 'OLB', 'S', 'DB']: \n        return 'Defense'\n    elif x in ['C', 'RB','FB', 'HB', 'OG', 'TE', 'QB', 'WR', 'OT','T', 'G']:\n        return 'Offense'\n    else:  #'K', 'LS', 'P'\n        return 'Special Teams'\n\n#position dictionnary\npositions_dic={'SS':'Strong Safety', 'FS': 'Free Safety', 'MLB':'Middle Linebacker', 'ILB': 'Inside Linebacker', 'WR':'Wide Receiver', 'CB':'Cornerback', 'K':'Kicker', 'DB': 'Defensive back', 'OLB':'Outside Linebacker', 'DE':'Defensive End', 'TE':'Tight End',\n       'T':'Tackle', 'DT': 'Defensive Tackle', 'C':'Center', 'P':'Punter', 'LS':'Long Snapper', 'RB':'Running Back', 'G':'Guard', 'NT':'Nose Tackle', 'FB': 'Fullback', 'LB':'Linebacker', 'QB':'Quarterback', 'OT':'Offensive Tackle',\n       'S':'Safety', 'HB': 'Halfback', 'OG': 'Offensive Guard'}\n#add positions descriptions and teams in dataframe\nplayers['Positions_desc']=players['Position'].map(positions_dic)\nplayers['Teams']=players['Position'].map(team_map)\n\n#adding body mass index and age\nplayers['bodyMassIndex']=round(players['weight_kg']/(players['height_cm']/100)**2,2)\nplayers['age']=2021-players['birthDate'].map(lambda x: x.year)\n\nplayers.head()\n","metadata":{"_kg_hide-input":true,"jupyter":{"source_hidden":true},"execution":{"iopub.status.busy":"2021-12-16T19:08:37.169462Z","iopub.execute_input":"2021-12-16T19:08:37.169960Z","iopub.status.idle":"2021-12-16T19:08:37.222840Z","shell.execute_reply.started":"2021-12-16T19:08:37.169915Z","shell.execute_reply":"2021-12-16T19:08:37.221999Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"If you are a rookie like me, you have probably asked yourself why you did not see any Special Teams in the drawing above.<br>\nSpecial Teams are special because they only take the field during punts, field goals, and kickoffs.\n\n![image.png](attachment:806bf507-d35b-44bb-a474-736e59b3639a.png)\n<a id=\"4\"></a>\n# <p style=\"background-color:#F5291D;font-family:newtimeroman;color:#F8F9F4;font-size:150%;text-align:center;border-radius:10px 10px;\">How special are the Special Teams ?</p>\n\nIn next section, I am comparing players from the Special Teams to Offense and Defense players to answer the following questions :\n- How many players are there in Defense, Offense and Special Teams\n- What is the proportion of Special Teams players among NFL players\n- How Special Teams players differs from Defense and offense players in terms of age, and months of birth.\n- How Special Teams players differs from Defense and offense players in terms of body characteristics.\n- How Special Teams players differs from Defense and offense players in terms of college.\n\n","metadata":{},"attachments":{"806bf507-d35b-44bb-a474-736e59b3639a.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"<a id=\"4.1\"></a>\n## <p style=\"background-color:#003CC7;font-family:newtimeroman;color:#F8F9F4;font-size:150%;text-align:left;border-radius:5px 5px;\">  Number and proportion of special teams players </p>","metadata":{}},{"cell_type":"code","source":"#counting players per teams\ncount_players=players.groupby(['Teams']).count()[['nflId']]\ncount_players['Proportion']=round(count_players/count_players.sum()*100,1)\n\n#plotting\nteams_colors=['#003CC7','#F5291D','#74A633']\nf, (ax1,ax2) = plt.subplots(1,2,figsize=(15, 6))\nfor location in ['left','right', 'bottom', 'top']:\n        ax1.spines[location].set_visible(False)\nax1.bar(x=count_players.index,height=count_players['nflId'],color=teams_colors)\nax1.tick_params(left=False, bottom=False)\nax1.set_yticks([])\nax1.set_title('Number of players', loc='left', weight='bold', y=1.1,fontsize=14)\nfor i,j in enumerate(count_players['nflId']):\n    ax1.annotate(text=j, xy=(i,j), xytext=(i, j+25), fontsize=14, color='black',alpha=0.5,weight='bold', va='center', ha='center')\nax2.pie(count_players['Proportion'], explode = (0,0,0.1), autopct='%1.1f%%', startangle=180,colors=teams_colors,\n        textprops=dict(color=\"w\", weight='bold'))\nax2.axis('equal')\nax2.set_title('Proportion in NFL players', loc='center', weight='bold', y=1.1,fontsize=14)\n\nplt.show()","metadata":{"_kg_hide-input":true,"jupyter":{"source_hidden":true},"execution":{"iopub.status.busy":"2021-12-16T19:08:37.224244Z","iopub.execute_input":"2021-12-16T19:08:37.224527Z","iopub.status.idle":"2021-12-16T19:08:37.462693Z","shell.execute_reply.started":"2021-12-16T19:08:37.224493Z","shell.execute_reply":"2021-12-16T19:08:37.461851Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"There are only 155 Special Teams players and they represent less than 6% of the NFL players.","metadata":{}},{"cell_type":"markdown","source":"<a id=\"4.2\"></a>\n## <p style=\"background-color:#003CC7;font-family:newtimeroman;color:#F8F9F4;font-size:150%;text-align:left;border-radius:5px 5px;\">  Age and month of birth analysis  </p>","metadata":{}},{"cell_type":"code","source":"#calculating age, weight, height and bodymass stats per teams\ndf_teams_stats=players.groupby(['Teams']).describe().T\nage_stats=df_teams_stats.loc[['age']].reset_index().iloc[:,1:].drop(0, axis=0).set_index('level_1')\nweight_stats=df_teams_stats.loc[['weight_kg']].reset_index().iloc[:,1:].drop(0, axis=0).set_index('level_1')\nheight_stats=df_teams_stats.loc[['height_cm']].reset_index().iloc[:,1:].drop(0, axis=0).set_index('level_1')\nbodymass_stats=df_teams_stats.loc[['bodyMassIndex']].reset_index().iloc[:,1:].drop(0, axis=0).set_index('level_1')\n\n#boxplot aesthetics\nteams_palette={'Defense': '#003CC7', 'Offense':'#F5291D', 'Special Teams':'#74A633'}\nflierprops = dict(marker='D', markerfacecolor='#D1501F', markersize=5,markeredgecolor='none')\nmedianprops = dict(linewidth=1.2, color='grey')\nmeanpointprops = dict( markeredgecolor='#ECE0D4',\n                      markerfacecolor='#ECE0D4')\n#plotting\nfig1, ax1 =plt.subplots(figsize=(15,5))\nfor location in ['left','right', 'bottom', 'top']:\n        ax1.spines[location].set_visible(False)\nsns.boxplot(y=\"Teams\", x=\"age\", ax=ax1,data=players,palette=teams_palette, saturation=1, linewidth=0.5, \n            showmeans=True, flierprops=flierprops, medianprops=medianprops, meanprops=meanpointprops)\nax1.set_title('Players Age spread per Teams', loc='left', weight='bold', y=1.1, pad=10, fontsize=14)\nax1.set_ylabel('')\nax1.set_xlabel('')\nax1.tick_params(left=False)\n\nplt.table(cellText=age_stats.values.astype('int'),\n          rowLabels=age_stats.index,\n          colLabels=age_stats.columns,\n          cellLoc = 'right', rowLoc = 'center',\n          loc='right', bbox=[0,-0.75,.4,.6])\nplt.show()","metadata":{"_kg_hide-input":true,"jupyter":{"source_hidden":true},"execution":{"iopub.status.busy":"2021-12-16T19:08:37.464013Z","iopub.execute_input":"2021-12-16T19:08:37.464732Z","iopub.status.idle":"2021-12-16T19:08:37.990035Z","shell.execute_reply.started":"2021-12-16T19:08:37.464685Z","shell.execute_reply":"2021-12-16T19:08:37.989423Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Special Teams players are generally older and more experienced than Defense and Offense players: on average a Special Teams player is 3 years older than offense and defense players. The data also indicates that Special Teams players have longer careers. 25% of special teams players are 34 or more.","metadata":{}},{"cell_type":"code","source":"#calculating proportion of players per month of birth and teams\nplayers['month_bdate']=players['birthDate'].map(lambda x: x.month)\nbirths_months=players[['nflId','Teams','month_bdate']].groupby(['Teams','month_bdate']).count()\nbirths_months=(births_months/births_months.groupby(level=0).sum()*100).reset_index()\n#plotting\nfig5, (ax1,ax2,ax3) =plt.subplots(1,3,figsize=(15,5), sharey=True)\nteams=['Offense', 'Defense','Special Teams']\nsns.barplot(x='month_bdate',y='nflId', data=births_months, hue='Teams', ax=ax1, palette={'Defense': '#F2F2F2', 'Offense':'#F5291D', 'Special Teams':'#F2F2F2'}, saturation=1 )\nsns.barplot(x='month_bdate',y='nflId', data=births_months, hue='Teams',ax=ax2, palette={'Defense': '#003CC7', 'Offense':'#F2F2F2', 'Special Teams':'#F2F2F2'}, saturation=1 )\nsns.barplot(x='month_bdate',y='nflId', data=births_months, hue='Teams',ax=ax3, palette={'Defense': '#F2F2F2', 'Offense':'#F2F2F2', 'Special Teams':'#74A633'}, saturation=1 )\n\nfor ax, t in zip((ax1,ax2,ax3),teams):\n    ax.legend().remove()\n    ax.set_ylabel('')\n    ax.set_xlabel('Month of birth')\n    ax.tick_params(bottom=False ,color='grey')\n    ax.set_xticklabels(['J','F','M','A','M','J','J','A','S','O','N','D'])\n    ax.set_title(t, weight='bold')\n    for location in ['left','right', 'bottom', 'top']:\n        ax.spines[location].set_visible(False)\nax1.text(s='Percentage of players per month of birth',x=0, y=17, weight='bold', fontsize=14)\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2021-12-16T19:08:37.991053Z","iopub.execute_input":"2021-12-16T19:08:37.991583Z","iopub.status.idle":"2021-12-16T19:08:38.976808Z","shell.execute_reply.started":"2021-12-16T19:08:37.991549Z","shell.execute_reply":"2021-12-16T19:08:38.975798Z"},"jupyter":{"source_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"4.3\"></a>\n## <p style=\"background-color:#003CC7;font-family:newtimeroman;color:#F8F9F4;font-size:150%;text-align:left;border-radius:5px 5px;\">  Body attributes analysis </p>","metadata":{}},{"cell_type":"code","source":"fig2, ax2 =plt.subplots(figsize=(15,5))\nfor location in ['left','right', 'bottom', 'top']:\n        ax2.spines[location].set_visible(False)\nsns.boxplot(y=\"Teams\", x=\"weight_kg\", ax=ax2,data=players,palette=teams_palette, saturation=1, linewidth=0.5, \n            showmeans=True, flierprops=flierprops, medianprops=medianprops, meanprops=meanpointprops)\nax2.set_title('Players Weight spread per Teams (Kg)', loc='left', weight='bold', y=1.1, pad=10, fontsize=14)\nax2.set_ylabel('')\nax2.set_xlabel('')\nax2.tick_params(left=False)\nplt.table(cellText=weight_stats.values.round(1),\n          rowLabels=weight_stats.index,\n          colLabels=weight_stats.columns,\n          cellLoc = 'right', rowLoc = 'center',\n          loc='right', bbox=[0,-0.75,.45,.6])\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2021-12-16T19:08:38.978035Z","iopub.execute_input":"2021-12-16T19:08:38.978281Z","iopub.status.idle":"2021-12-16T19:08:39.560210Z","shell.execute_reply.started":"2021-12-16T19:08:38.978250Z","shell.execute_reply":"2021-12-16T19:08:39.559335Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Special Teams are generally much lighter than other players from Defense and Offense Teams.","metadata":{}},{"cell_type":"code","source":"fig3, ax3 =plt.subplots(figsize=(15,5))\nfor location in ['left','right', 'bottom', 'top']:\n        ax3.spines[location].set_visible(False)\nsns.boxplot(y=\"Teams\", x=\"height_cm\", ax=ax3,data=players,palette=teams_palette, saturation=1, linewidth=0.5, \n            showmeans=True, flierprops=flierprops, medianprops=medianprops, meanprops=meanpointprops)\nax3.set_title('Players height spread per Teams (cm)', loc='left', weight='bold', y=1.1, pad=10, fontsize=14)\nax3.set_ylabel('')\nax3.set_xlabel('')\nax3.tick_params(left=False)\nplt.table(cellText=height_stats.values.astype('int'),\n          rowLabels=height_stats.index,\n          colLabels=height_stats.columns,\n          cellLoc = 'right', rowLoc = 'center',\n          loc='right', bbox=[0,-0.75,.4,.6])\nplt.show()","metadata":{"_kg_hide-input":true,"jupyter":{"source_hidden":true},"execution":{"iopub.status.busy":"2021-12-16T19:08:39.561591Z","iopub.execute_input":"2021-12-16T19:08:39.561812Z","iopub.status.idle":"2021-12-16T19:08:40.027315Z","shell.execute_reply.started":"2021-12-16T19:08:39.561786Z","shell.execute_reply":"2021-12-16T19:08:40.026621Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Special Teams are very similar to Defense players in terms of height. With a median height of 1.9 meter, Offense players are generally much taller than their colleagues in Defense or Special Teams : less than 25% of Defense and special temas are 1.9 meter tall.","metadata":{}},{"cell_type":"code","source":"fig4, ax4 =plt.subplots(figsize=(15,5))\nfor location in ['left','right', 'bottom', 'top']:\n        ax4.spines[location].set_visible(False)\nsns.boxplot(y=\"Teams\", x=\"bodyMassIndex\", ax=ax4,data=players,palette=teams_palette, saturation=1, linewidth=0.5, \n            showmeans=True, flierprops=flierprops, medianprops=medianprops, meanprops=meanpointprops)\nax4.set_title('Players body mass index spread per Teams', loc='left', weight='bold', y=1.1, pad=10, fontsize=14)\nax4.set_ylabel('')\nax4.set_xlabel('')\nax4.tick_params(left=False)\n\nplt.table(cellText=bodymass_stats.values.round(1),\n          rowLabels=bodymass_stats.index,\n          colLabels=bodymass_stats.columns,\n          cellLoc = 'right', rowLoc = 'center',\n          loc='right', bbox=[0,-0.75,.4,.6])\nplt.show()","metadata":{"_kg_hide-input":true,"jupyter":{"source_hidden":true},"execution":{"iopub.status.busy":"2021-12-16T19:08:40.028807Z","iopub.execute_input":"2021-12-16T19:08:40.029307Z","iopub.status.idle":"2021-12-16T19:08:40.500748Z","shell.execute_reply.started":"2021-12-16T19:08:40.029262Z","shell.execute_reply":"2021-12-16T19:08:40.499942Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Special Teams body mass index (BMI) are generally significantly lower than Offense and Defense Teams BMI.","metadata":{}},{"cell_type":"markdown","source":"Suprisingly, Special Teams players have a higher percentage of players born in July and February compared to Offense and Defense players ","metadata":{}},{"cell_type":"markdown","source":"<a id=\"4.4\"></a>\n## <p style=\"background-color:#003CC7;font-family:newtimeroman;color:#F8F9F4;font-size:150%;text-align:left;border-radius:5px 5px;\">  Do Special Teams go to special universities ?","metadata":{}},{"cell_type":"code","source":"#percentage of players per college and per team\ncolleges=players[['nflId','Teams','collegeName']].groupby(['Teams','collegeName']).count()\ncolleges=(colleges/colleges.groupby(level=0).sum()*100).reset_index().sort_values('nflId', ascending=False)\nsp_col=colleges.loc[colleges['Teams']=='Special Teams'].head(10)\ndef_col=colleges.loc[colleges['Teams']=='Defense'].head(10)\noff_col=colleges.loc[colleges['Teams']=='Offense'].head(10)\n#plotting\nfig6, (ax1,ax2,ax3) =plt.subplots(3,1,figsize=(8,8), sharex=True)\nsns.barplot(y='collegeName',x='nflId', data=sp_col,ax=ax3, color='#74A633', saturation=1 )\nsns.barplot(y='collegeName',x='nflId', data=def_col,ax=ax2, color='#003CC7', saturation=1 )\nsns.barplot(y='collegeName',x='nflId', data=off_col,ax=ax1, color='#F5291D', saturation=1)\n\nfor ax, t in zip((ax1,ax2,ax3),teams):\n    ax.set_ylabel('')\n    ax.tick_params(left=False ,color='grey')\n    ax.set_xlabel('')\n    ax.set_title(t, weight='bold', loc='left')\n    for location in ['left','right', 'bottom', 'top']:\n        ax.spines[location].set_visible(False)\nax3.set_xlabel('% of Teams per college')\nax1.text(s='Top 10 colleges per teams',x=0, y=-3, weight='bold', fontsize=14)\nplt.show()\n","metadata":{"_kg_hide-input":true,"jupyter":{"source_hidden":true},"execution":{"iopub.status.busy":"2021-12-16T19:08:40.502445Z","iopub.execute_input":"2021-12-16T19:08:40.503004Z","iopub.status.idle":"2021-12-16T19:08:41.065239Z","shell.execute_reply.started":"2021-12-16T19:08:40.502960Z","shell.execute_reply":"2021-12-16T19:08:41.064400Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"There seems to be a college specific to the training of Special Teams. The top 3 colleges for Special Teams are not part of the top 10 colleges for Offense and Defense Teams.","metadata":{}},{"cell_type":"markdown","source":"<a id=\"4,1\"></a>\n## <p style=\"background-color:#003CC7;font-family:newtimeroman;color:#F8F9F4;font-size:150%;text-align:left;border-radius:5px 5px;\">  Do Special Teams have special names ? </p>","metadata":{}},{"cell_type":"code","source":"#getting players first names per team\nnames_st = players.loc[players['Teams']=='Special Teams','displayName'].str.split(' ', expand=True).loc[:,0]\nnames_def = players.loc[players['Teams']=='Defense','displayName'].str.split(' ', expand=True).loc[:,0]\nnames_off=players.loc[players['Teams']=='Offense','displayName'].str.split(' ', expand=True).loc[:,0]\n#plotting\nfig7, (ax1,ax2,ax3) =plt.subplots(1,3,figsize=(25,10))\nwordcloud1 = WordCloud (\n                    background_color = 'black',\n                    width = 800,\n                    height = 600, colormap='Reds'\n                        ).generate(\" \".join(names_off))\nwordcloud2 = WordCloud (\n                    background_color = 'black',\n                    width = 800,\n                    height = 600, colormap='Blues'\n                        ).generate(\" \".join(names_def))\nwordcloud3 = WordCloud (\n                    background_color = 'black',\n                    width = 800,\n                    height = 600, colormap='Greens'\n                        ).generate(\" \".join(names_st))\n\nax1.imshow(wordcloud1)\nax2.imshow(wordcloud2)\nax3.imshow(wordcloud3)\nplt.show()\n","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2021-12-16T19:08:41.068363Z","iopub.execute_input":"2021-12-16T19:08:41.068849Z","iopub.status.idle":"2021-12-16T19:08:45.412924Z","shell.execute_reply.started":"2021-12-16T19:08:41.068806Z","shell.execute_reply":"2021-12-16T19:08:45.412047Z"},"jupyter":{"source_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"If your name is Chris you are not special enough to be in Special Teams !","metadata":{}},{"cell_type":"markdown","source":"### <p style=\"background-color:#003CC7;font-family:newtimeroman;color:#F8F9F4;font-size:150%;text-align:center;border-radius:10px 10px;\"> Thank you for reading --- This is WIP, stay tuned! <br>\n<p style=\"background-color:#F8F9F4;font-family:newtimeroman;color:#003CC7;font-size:150%;text-align:center;border-radius:10px 10px;\"> If you had fun and learnt from this : Upvote and comment!  <br> Constructive feedback is also more than welcome !</p>","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}