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"}}},{"cell_type":"markdown","source":"# Introduction\n\n<font color = 'Blue'>\nContent : \n      \n1. [Load and Check Data](#1)\n2. [Data Analysis](#2)\n3. [Visualization](#3)\n4. [Missing Values](#4)","metadata":{}},{"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)\nimport matplotlib.pyplot as plt\nplt.style.use(\"seaborn-whitegrid\")\nimport seaborn as sns\nfrom collections import Counter\nfrom sklearn.preprocessing import LabelEncoder, MinMaxScaler\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","execution":{"iopub.status.busy":"2022-07-26T11:34:31.578778Z","iopub.execute_input":"2022-07-26T11:34:31.580199Z","iopub.status.idle":"2022-07-26T11:34:32.917692Z","shell.execute_reply.started":"2022-07-26T11:34:31.580039Z","shell.execute_reply":"2022-07-26T11:34:32.916173Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='1'></a><br>\n# Load and Check Data","metadata":{}},{"cell_type":"code","source":"df_train=pd.read_csv(\"../input/spaceship-titanic/train.csv\")\ndf_train.head(10)\n","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:32.919485Z","iopub.execute_input":"2022-07-26T11:34:32.920014Z","iopub.status.idle":"2022-07-26T11:34:33.002836Z","shell.execute_reply.started":"2022-07-26T11:34:32.919977Z","shell.execute_reply":"2022-07-26T11:34:33.001633Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_test=pd.read_csv(\"../input/spaceship-titanic/test.csv\")\ndf_test.head(10)","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:33.004476Z","iopub.execute_input":"2022-07-26T11:34:33.005209Z","iopub.status.idle":"2022-07-26T11:34:33.049510Z","shell.execute_reply.started":"2022-07-26T11:34:33.005167Z","shell.execute_reply":"2022-07-26T11:34:33.048357Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train.describe()","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:33.052739Z","iopub.execute_input":"2022-07-26T11:34:33.053479Z","iopub.status.idle":"2022-07-26T11:34:33.104490Z","shell.execute_reply.started":"2022-07-26T11:34:33.053425Z","shell.execute_reply":"2022-07-26T11:34:33.103131Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train.info()","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:33.107239Z","iopub.execute_input":"2022-07-26T11:34:33.107798Z","iopub.status.idle":"2022-07-26T11:34:33.134204Z","shell.execute_reply.started":"2022-07-26T11:34:33.107749Z","shell.execute_reply":"2022-07-26T11:34:33.132920Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train.dtypes","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:33.135552Z","iopub.execute_input":"2022-07-26T11:34:33.135837Z","iopub.status.idle":"2022-07-26T11:34:33.144798Z","shell.execute_reply.started":"2022-07-26T11:34:33.135811Z","shell.execute_reply":"2022-07-26T11:34:33.143678Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='1'></a><br>\n# Data Analysis","metadata":{}},{"cell_type":"code","source":"df_train[[\"CryoSleep\",\"Transported\"]].groupby([\"CryoSleep\"],as_index=False).mean().sort_values(by=\"Transported\",ascending=False)","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:33.146318Z","iopub.execute_input":"2022-07-26T11:34:33.147119Z","iopub.status.idle":"2022-07-26T11:34:33.175084Z","shell.execute_reply.started":"2022-07-26T11:34:33.147052Z","shell.execute_reply":"2022-07-26T11:34:33.173923Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train[[\"HomePlanet\",\"Transported\"]].groupby([\"HomePlanet\"],as_index=False).mean().sort_values(by=\"Transported\",ascending=False)","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:33.176547Z","iopub.execute_input":"2022-07-26T11:34:33.177314Z","iopub.status.idle":"2022-07-26T11:34:33.196645Z","shell.execute_reply.started":"2022-07-26T11:34:33.177238Z","shell.execute_reply":"2022-07-26T11:34:33.195435Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train[[\"VIP\",\"Transported\"]].groupby([\"VIP\"],as_index=False).mean().sort_values(by=\"Transported\",ascending=False)","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:33.198365Z","iopub.execute_input":"2022-07-26T11:34:33.199713Z","iopub.status.idle":"2022-07-26T11:34:33.220307Z","shell.execute_reply.started":"2022-07-26T11:34:33.199669Z","shell.execute_reply":"2022-07-26T11:34:33.218762Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train[[\"Destination\",\"Transported\"]].groupby([\"Destination\"],as_index=False).mean().sort_values(by=\"Transported\",ascending=False)","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:33.223602Z","iopub.execute_input":"2022-07-26T11:34:33.224518Z","iopub.status.idle":"2022-07-26T11:34:33.245454Z","shell.execute_reply.started":"2022-07-26T11:34:33.224479Z","shell.execute_reply":"2022-07-26T11:34:33.244310Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='3'></a><br>\n# Visualization","metadata":{}},{"cell_type":"code","source":"def bar_plot(variable):\n    var=df_train[variable]\n    varValue=var.value_counts()\n    plt.figure(figsize=(9,3))\n    plt.bar(varValue.index,varValue,color='green')\n    plt.xticks(varValue.index,varValue.index.values)\n    plt.ylabel(\"Frequency\")\n    plt.title(variable)\n    plt.show()\n    print(\"{} \\n {}\".format(variable,varValue))","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:33.249816Z","iopub.execute_input":"2022-07-26T11:34:33.250251Z","iopub.status.idle":"2022-07-26T11:34:33.257555Z","shell.execute_reply.started":"2022-07-26T11:34:33.250206Z","shell.execute_reply":"2022-07-26T11:34:33.256703Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"category1=[\"HomePlanet\",\"CryoSleep\",\"VIP\",\"Destination\",\"Transported\"]\nfor c in category1:\n    bar_plot(c)","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:33.258749Z","iopub.execute_input":"2022-07-26T11:34:33.259408Z","iopub.status.idle":"2022-07-26T11:34:34.193597Z","shell.execute_reply.started":"2022-07-26T11:34:33.259343Z","shell.execute_reply":"2022-07-26T11:34:34.192161Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(15,10))\nsns.countplot(y='Age', data=df_train, palette='cubehelix')\nplt.xticks(rotation=90)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:34.198040Z","iopub.execute_input":"2022-07-26T11:34:34.198441Z","iopub.status.idle":"2022-07-26T11:34:35.127115Z","shell.execute_reply.started":"2022-07-26T11:34:34.198408Z","shell.execute_reply":"2022-07-26T11:34:35.125437Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train['Cabin'].fillna('N/N/U', inplace=True)\ndf_test['Cabin'].fillna('N/N/U', inplace=True)\n\ndeck_num_side = df_train['Cabin'].apply(lambda x: x.split('/'))\nside = list(map(lambda x: x[-1], deck_num_side))\nside_order_vals = ['S', 'P', 'U']\ndf_train['side'] = side\ndf_test['side'] = list(map(lambda x: x[-1], df_test['Cabin'].apply(lambda x: x.split('/'))))\n\nsns.catplot(x=\"side\",  kind=\"count\", hue='Transported', data=df_train, palette='rocket').set(title='Cabin Side and Transported Count')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:35.129343Z","iopub.execute_input":"2022-07-26T11:34:35.129649Z","iopub.status.idle":"2022-07-26T11:34:35.482000Z","shell.execute_reply.started":"2022-07-26T11:34:35.129618Z","shell.execute_reply":"2022-07-26T11:34:35.480749Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"deck =  list(map(lambda x: x[0], deck_num_side))\n\ndf_train['deck'] = deck\ndf_test['deck'] = list(map(lambda x: x[0], df_test['Cabin'].apply(lambda x: x.split('/'))))\n\ndeck_order_vals = ['A','B','C','D','E','F','G','T','N']\nsns.catplot(x=\"deck\",  kind=\"count\", hue='Transported', data=df_train, palette='mako').set(title='Cabin Deck and Transported Count')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:35.483604Z","iopub.execute_input":"2022-07-26T11:34:35.484618Z","iopub.status.idle":"2022-07-26T11:34:35.914949Z","shell.execute_reply.started":"2022-07-26T11:34:35.484578Z","shell.execute_reply":"2022-07-26T11:34:35.913802Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sns.catplot(x=\"Destination\",  kind=\"count\", hue='Transported', data=df_train, palette='rocket').set(title='Destination and Transported Count')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:35.916646Z","iopub.execute_input":"2022-07-26T11:34:35.917323Z","iopub.status.idle":"2022-07-26T11:34:36.215525Z","shell.execute_reply.started":"2022-07-26T11:34:35.917279Z","shell.execute_reply":"2022-07-26T11:34:36.214664Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sns.catplot(x=\"CryoSleep\",  kind=\"count\", hue='Transported', data=df_train, palette='rocket').set(title='CryoSleep and Transported Count')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:36.217035Z","iopub.execute_input":"2022-07-26T11:34:36.217582Z","iopub.status.idle":"2022-07-26T11:34:36.548333Z","shell.execute_reply.started":"2022-07-26T11:34:36.217538Z","shell.execute_reply":"2022-07-26T11:34:36.546589Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sns.catplot(x=\"VIP\",  kind=\"count\", hue='Transported', data=df_train, palette='rocket').set(title='VIP and Transported Count')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:36.549696Z","iopub.execute_input":"2022-07-26T11:34:36.550021Z","iopub.status.idle":"2022-07-26T11:34:37.028042Z","shell.execute_reply.started":"2022-07-26T11:34:36.549991Z","shell.execute_reply":"2022-07-26T11:34:37.026807Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='4'></a><br>\n## Missing Values","metadata":{}},{"cell_type":"code","source":"PASSENGER_ID = df_test[['PassengerId']]\ndf_train.drop(['PassengerId', 'Cabin', 'Name'], axis=1, inplace=True)\ndf_test.drop(['PassengerId', 'Cabin', 'Name'], axis=1, inplace=True)","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:37.029737Z","iopub.execute_input":"2022-07-26T11:34:37.030221Z","iopub.status.idle":"2022-07-26T11:34:37.041628Z","shell.execute_reply.started":"2022-07-26T11:34:37.030175Z","shell.execute_reply":"2022-07-26T11:34:37.040484Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"missing_values = df_train.columns[df_train.isna().any()].tolist()\nplt.figure(figsize=(19,8))\nnan_count_cols = df_train[missing_values].isna().sum()\nprint(\"Missing data in the train chart:\")\nsns.barplot(y=nan_count_cols, x=missing_values, palette='flare')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:37.042756Z","iopub.execute_input":"2022-07-26T11:34:37.043047Z","iopub.status.idle":"2022-07-26T11:34:37.273940Z","shell.execute_reply.started":"2022-07-26T11:34:37.043020Z","shell.execute_reply":"2022-07-26T11:34:37.272834Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"missing_values = df_test.columns[df_test.isna().any()].tolist()\nplt.figure(figsize=(19,8))\nnan_count_cols = df_test[missing_values].isna().sum()\nprint(\"Missing data in the test chart:\")\nsns.barplot(y=nan_count_cols, x=missing_values, palette='rocket_r')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:37.275344Z","iopub.execute_input":"2022-07-26T11:34:37.276686Z","iopub.status.idle":"2022-07-26T11:34:37.509475Z","shell.execute_reply.started":"2022-07-26T11:34:37.276645Z","shell.execute_reply":"2022-07-26T11:34:37.508257Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"LABELS = df_test.columns\nfor col in LABELS:\n    if col in ['Age', 'RoomService',\n       'FoodCourt', 'ShoppingMall', 'Spa', 'VRDeck']:\n        df_train[col].fillna(df_train[col].median(), inplace=True)\n        df_test[col].fillna(df_train[col].median(), inplace=True)\n    else:\n        df_train[col].fillna(df_train[col].mode()[0], inplace=True)\n        df_test[col].fillna(df_train[col].mode()[0], inplace=True)\ndf_train[df_train[\"HomePlanet\"].isnull()]","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:37.511190Z","iopub.execute_input":"2022-07-26T11:34:37.512572Z","iopub.status.idle":"2022-07-26T11:34:37.561613Z","shell.execute_reply.started":"2022-07-26T11:34:37.512516Z","shell.execute_reply":"2022-07-26T11:34:37.560154Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for col in LABELS:\n    # Check if object\n    if df_train[col].dtype == 'O':\n        encoder = LabelEncoder()\n        df_train[col] = encoder.fit_transform(df_train[col])\n        df_test[col] = encoder.transform(df_test[col])\n        \n    elif df_train[col].dtype == 'bool':\n        df_train[col] = df_train[col].astype('int')\n        df_test[col] = df_test[col].astype('int')\n\nencoder = LabelEncoder()\ndf_train['Transported'] = df_train['Transported'].astype('int')\nLABELS_SCALE = ['Age',]\nscaler = MinMaxScaler()\ndf_train[LABELS_SCALE] = scaler.fit_transform(df_train[LABELS_SCALE])\ndf_test[LABELS_SCALE] = scaler.fit_transform(df_test[LABELS_SCALE])","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:37.562989Z","iopub.execute_input":"2022-07-26T11:34:37.563711Z","iopub.status.idle":"2022-07-26T11:34:37.598669Z","shell.execute_reply.started":"2022-07-26T11:34:37.563651Z","shell.execute_reply":"2022-07-26T11:34:37.597608Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train.info()","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:37.599992Z","iopub.execute_input":"2022-07-26T11:34:37.600831Z","iopub.status.idle":"2022-07-26T11:34:37.617573Z","shell.execute_reply.started":"2022-07-26T11:34:37.600785Z","shell.execute_reply":"2022-07-26T11:34:37.616250Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train.head(10)","metadata":{"execution":{"iopub.status.busy":"2022-07-26T11:34:37.619210Z","iopub.execute_input":"2022-07-26T11:34:37.620112Z","iopub.status.idle":"2022-07-26T11:34:37.645367Z","shell.execute_reply.started":"2022-07-26T11:34:37.620035Z","shell.execute_reply":"2022-07-26T11:34:37.644295Z"},"trusted":true},"execution_count":null,"outputs":[]}]}