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"}}},{"cell_type":"markdown","source":"### [Intro]\n### This code is EDA for MLB dataset. I want to gain some information and knowledge through this notebook.","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport plotly.express as px\nimport plotly.graph_objects as go","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2021-06-24T04:03:48.848173Z","iopub.execute_input":"2021-06-24T04:03:48.848605Z","iopub.status.idle":"2021-06-24T04:03:50.236662Z","shell.execute_reply.started":"2021-06-24T04:03:48.848523Z","shell.execute_reply":"2021-06-24T04:03:50.235611Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 1. awards.csv","metadata":{}},{"cell_type":"code","source":"awards = pd.read_csv('../input/mlb-player-digital-engagement-forecasting/awards.csv')","metadata":{"execution":{"iopub.status.busy":"2021-06-24T04:03:50.238095Z","iopub.execute_input":"2021-06-24T04:03:50.238403Z","iopub.status.idle":"2021-06-24T04:03:50.277902Z","shell.execute_reply.started":"2021-06-24T04:03:50.238375Z","shell.execute_reply":"2021-06-24T04:03:50.276953Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"awards['awardDate'] = pd.to_datetime(awards['awardDate'])\nawards['awardsMonth'] = awards['awardDate'].dt.month\nawards['awardsDay'] = awards['awardDate'].dt.day","metadata":{"execution":{"iopub.status.busy":"2021-06-24T04:03:50.279574Z","iopub.execute_input":"2021-06-24T04:03:50.279869Z","iopub.status.idle":"2021-06-24T04:03:50.302654Z","shell.execute_reply.started":"2021-06-24T04:03:50.279842Z","shell.execute_reply":"2021-06-24T04:03:50.301686Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"awards.head()","metadata":{"execution":{"iopub.status.busy":"2021-06-24T04:03:50.304187Z","iopub.execute_input":"2021-06-24T04:03:50.304511Z","iopub.status.idle":"2021-06-24T04:03:50.326704Z","shell.execute_reply.started":"2021-06-24T04:03:50.304482Z","shell.execute_reply":"2021-06-24T04:03:50.325655Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### We can see a sharp increase in the number of winners since 2009.","metadata":{}},{"cell_type":"code","source":"fig = go.Figure(go.Scatter(x = awards.groupby(['awardSeason']).size().index, y = awards.groupby(['awardSeason']).size().values))\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2021-06-24T04:03:50.328194Z","iopub.execute_input":"2021-06-24T04:03:50.32861Z","iopub.status.idle":"2021-06-24T04:03:50.404756Z","shell.execute_reply.started":"2021-06-24T04:03:50.32857Z","shell.execute_reply":"2021-06-24T04:03:50.403805Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### You can see top 10 player through below bar graph.","metadata":{}},{"cell_type":"code","source":"fig = go.Figure(go.Bar(x = awards['playerName'].value_counts().head(10).index, y = awards['playerName'].value_counts().head(10).values))\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2021-06-24T04:03:50.406033Z","iopub.execute_input":"2021-06-24T04:03:50.406361Z","iopub.status.idle":"2021-06-24T04:03:50.433203Z","shell.execute_reply.started":"2021-06-24T04:03:50.406323Z","shell.execute_reply":"2021-06-24T04:03:50.432257Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 2. players.csv","metadata":{}},{"cell_type":"code","source":"players = pd.read_csv('../input/mlb-player-digital-engagement-forecasting/players.csv')\nplayers.head()","metadata":{"execution":{"iopub.status.busy":"2021-06-24T04:03:50.434534Z","iopub.execute_input":"2021-06-24T04:03:50.434827Z","iopub.status.idle":"2021-06-24T04:03:50.47025Z","shell.execute_reply.started":"2021-06-24T04:03:50.434797Z","shell.execute_reply":"2021-06-24T04:03:50.469315Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"player_awards = pd.merge(awards,players, how='outer',on='playerId')","metadata":{"execution":{"iopub.status.busy":"2021-06-24T04:03:50.472273Z","iopub.execute_input":"2021-06-24T04:03:50.472578Z","iopub.status.idle":"2021-06-24T04:03:50.499552Z","shell.execute_reply.started":"2021-06-24T04:03:50.472552Z","shell.execute_reply":"2021-06-24T04:03:50.498492Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"player_awards.head()","metadata":{"execution":{"iopub.status.busy":"2021-06-24T04:03:50.5024Z","iopub.execute_input":"2021-06-24T04:03:50.503024Z","iopub.status.idle":"2021-06-24T04:03:50.530845Z","shell.execute_reply.started":"2021-06-24T04:03:50.502966Z","shell.execute_reply":"2021-06-24T04:03:50.529879Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"player_awards_1 = player_awards.dropna(subset=['playerName_x'])","metadata":{"execution":{"iopub.status.busy":"2021-06-24T04:49:11.27988Z","iopub.execute_input":"2021-06-24T04:49:11.280253Z","iopub.status.idle":"2021-06-24T04:49:11.319141Z","shell.execute_reply.started":"2021-06-24T04:49:11.280208Z","shell.execute_reply":"2021-06-24T04:49:11.318393Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### You can see awards-count by position through below bar graph.","metadata":{}},{"cell_type":"code","source":"fig = go.Figure(go.Bar(x=player_awards_1['primaryPositionName'].value_counts().index[0:10], y=player_awards_1['primaryPositionName'].value_counts().values))\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2021-06-24T04:54:30.736352Z","iopub.execute_input":"2021-06-24T04:54:30.736856Z","iopub.status.idle":"2021-06-24T04:54:30.753995Z","shell.execute_reply.started":"2021-06-24T04:54:30.736824Z","shell.execute_reply":"2021-06-24T04:54:30.753199Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 3. season.csv","metadata":{}},{"cell_type":"code","source":"seasons = pd.read_csv('../input/mlb-player-digital-engagement-forecasting/seasons.csv')\nseasons.head()","metadata":{"execution":{"iopub.status.busy":"2021-06-24T05:11:36.303382Z","iopub.execute_input":"2021-06-24T05:11:36.303782Z","iopub.status.idle":"2021-06-24T05:11:36.337039Z","shell.execute_reply.started":"2021-06-24T05:11:36.303750Z","shell.execute_reply":"2021-06-24T05:11:36.336160Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 4. teams.csv","metadata":{}},{"cell_type":"code","source":"teams = pd.read_csv('../input/mlb-player-digital-engagement-forecasting/teams.csv')\nteams.head()","metadata":{"execution":{"iopub.status.busy":"2021-06-24T05:12:23.421510Z","iopub.execute_input":"2021-06-24T05:12:23.421911Z","iopub.status.idle":"2021-06-24T05:12:23.456079Z","shell.execute_reply.started":"2021-06-24T05:12:23.421874Z","shell.execute_reply":"2021-06-24T05:12:23.454941Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 5. train.csv","metadata":{}},{"cell_type":"code","source":"train = pd.read_csv('../input/mlb-player-digital-engagement-forecasting/train.csv')\ntrain.head()","metadata":{"execution":{"iopub.status.busy":"2021-06-24T05:23:28.907195Z","iopub.execute_input":"2021-06-24T05:23:28.907603Z","iopub.status.idle":"2021-06-24T05:24:41.228568Z","shell.execute_reply.started":"2021-06-24T05:23:28.907569Z","shell.execute_reply":"2021-06-24T05:24:41.227523Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def json_to_dataframe(data, column):\n    data_list = []\n    \n    for row in range(data.shape[0]):\n        \n        json_data = data.loc[row, column]\n        if str(json_data) != \"nan\":\n            df = pd.read_json(json_data)\n            data_list.append(df)\n        \n    all_data = pd.concat(data_list, axis = 0)\n    \n    return all_data","metadata":{"execution":{"iopub.status.busy":"2021-06-24T06:08:36.971941Z","iopub.execute_input":"2021-06-24T06:08:36.972342Z","iopub.status.idle":"2021-06-24T06:08:36.978327Z","shell.execute_reply.started":"2021-06-24T06:08:36.972309Z","shell.execute_reply":"2021-06-24T06:08:36.977204Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\nnextDayPlayerEngagement = json_to_dataframe(train,'nextDayPlayerEngagement')\nrosters = json_to_dataframe(train,'rosters')\ntransactions = json_to_dataframe(train,'transactions')\nplayerTwitterFollowers = json_to_dataframe(train,'playerTwitterFollowers')\nteamTwitterFollowers = json_to_dataframe(train,'teamTwitterFollowers')","metadata":{"execution":{"iopub.status.busy":"2021-06-24T06:21:13.909688Z","iopub.execute_input":"2021-06-24T06:21:13.910104Z","iopub.status.idle":"2021-06-24T06:22:00.675672Z","shell.execute_reply.started":"2021-06-24T06:21:13.910073Z","shell.execute_reply":"2021-06-24T06:22:00.674425Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Working.....","metadata":{}}]}