{"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)\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\n\nfrom sklearn.model_selection import cross_val_score\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.linear_model import LinearRegression\nfrom sklearn.ensemble import RandomForestRegressor\nfrom sklearn.ensemble import GradientBoostingRegressor\nfrom lightgbm import LGBMRegressor\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 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"}}},{"cell_type":"markdown","source":"\n\n# Table of Contents\n* [Spaceship Titanic](#intro)\n\n* [Data Loading and Exploration](#loading)\n\n* [Data Cleaning and Feature Engineering](#clean)\n\n* [Training](#training)\n\n* [Submission](#sub)\n\n* [Improvements](#imp)\n     ","metadata":{}},{"cell_type":"markdown","source":"<a id = \"intro\" ></a>\n# Spaceship Titanic","metadata":{}},{"cell_type":"markdown","source":"From the competition description : \n\n**In this competition your task is to predict whether a passenger was transported to an alternate dimension during the Spaceship Titanic's collision with the spacetime anomaly. To help you make these predictions, you're given a set of personal records recovered from the ship's damaged computer system.**\n\nSo here we have a binary classification problem. \n","metadata":{}},{"cell_type":"markdown","source":"<a id=\"loading\"></a>\n# Data Loading and Exploration","metadata":{}},{"cell_type":"code","source":"sub = pd.read_csv('/kaggle/input/spaceship-titanic/sample_submission.csv')\ntest = pd.read_csv('/kaggle/input/spaceship-titanic/test.csv')\ndf = pd.read_csv('/kaggle/input/spaceship-titanic/train.csv')\ndf","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:07.948229Z","iopub.execute_input":"2022-08-07T13:17:07.949129Z","iopub.status.idle":"2022-08-07T13:17:08.029006Z","shell.execute_reply.started":"2022-08-07T13:17:07.949086Z","shell.execute_reply":"2022-08-07T13:17:08.027710Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"So here have 8693 examples and 13 features, we are trying to predict the last one \"Transported\".\n\n\n* The name column is not very useful since we have the passenger id.\n\n* We have 5 categorical columns that will require one hot encoding or feature engineering\n","metadata":{}},{"cell_type":"code","source":"df.dtypes","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:08.095543Z","iopub.execute_input":"2022-08-07T13:17:08.096085Z","iopub.status.idle":"2022-08-07T13:17:08.106171Z","shell.execute_reply.started":"2022-08-07T13:17:08.096038Z","shell.execute_reply":"2022-08-07T13:17:08.105290Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"duplicates = df[df.duplicated()]\nprint(\"number of duplicate rows: \", duplicates.shape[0])","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:08.168844Z","iopub.execute_input":"2022-08-07T13:17:08.169243Z","iopub.status.idle":"2022-08-07T13:17:08.190217Z","shell.execute_reply.started":"2022-08-07T13:17:08.169212Z","shell.execute_reply":"2022-08-07T13:17:08.188924Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We got no duplicate rows","metadata":{}},{"cell_type":"code","source":"print(df.isna().sum())","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:08.329394Z","iopub.execute_input":"2022-08-07T13:17:08.329815Z","iopub.status.idle":"2022-08-07T13:17:08.341922Z","shell.execute_reply.started":"2022-08-07T13:17:08.329782Z","shell.execute_reply":"2022-08-07T13:17:08.341078Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Almost all columns have missing values, we will need to replace these values with more appropriate ones.","metadata":{}},{"cell_type":"markdown","source":"<a id=\"clean\"></a>\n# Data Cleaning and Feature Engineering","metadata":{}},{"cell_type":"markdown","source":"We create more features with the Cabin column and the index","metadata":{}},{"cell_type":"code","source":"df[['Deck', 'Num', 'Side']] = df['Cabin'].str.split('/', 2, expand=True)\ndf = df.drop('Cabin', axis =1)\ndf[['MainTicket', 'Rank']] = df['PassengerId'].str.split('_', 1, expand=True)\ndf['Rank'] = df['Rank'].str.replace('0','')\ndf['Rank'] = df['Rank'].astype('int')\nsize_grp = df.groupby(['MainTicket'])['Rank'].sum().to_dict()\ndf['FamSize'] = df['MainTicket'].map(size_grp)\ndf = df.drop(['MainTicket', 'Rank','Name', 'PassengerId'], axis=1)","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:08.498656Z","iopub.execute_input":"2022-08-07T13:17:08.499055Z","iopub.status.idle":"2022-08-07T13:17:08.586263Z","shell.execute_reply.started":"2022-08-07T13:17:08.499024Z","shell.execute_reply":"2022-08-07T13:17:08.584974Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test[['Deck', 'Num', 'Side']] = test['Cabin'].str.split('/', 2, expand=True)\ntest = test.drop('Cabin', axis =1)\ntest[['MainTicket', 'Rank']] = test['PassengerId'].str.split('_', 1, expand=True)\ntest['Rank'] = test['Rank'].str.replace('0','')\ntest['Rank'] = test['Rank'].astype('int')\nsize_grp = test.groupby(['MainTicket'])['Rank'].sum().to_dict()\ntest['FamSize'] = test['MainTicket'].map(size_grp)\ntest = test.drop(['MainTicket', 'Rank','Name', 'PassengerId'], axis=1)","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:08.634420Z","iopub.execute_input":"2022-08-07T13:17:08.635204Z","iopub.status.idle":"2022-08-07T13:17:08.688815Z","shell.execute_reply.started":"2022-08-07T13:17:08.635164Z","shell.execute_reply":"2022-08-07T13:17:08.687415Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We fill the missing values","metadata":{}},{"cell_type":"code","source":"from sklearn.impute import SimpleImputer\nimputer1 = SimpleImputer(missing_values = np.nan,\n                        strategy ='most_frequent')\n\ndf=pd.DataFrame(imputer1.fit_transform(df), columns=df.columns\n).astype(df.dtypes.to_dict())\ndf.columns=df.columns\ndf.index=df.index\n","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:08.690151Z","iopub.execute_input":"2022-08-07T13:17:08.690842Z","iopub.status.idle":"2022-08-07T13:17:08.754740Z","shell.execute_reply.started":"2022-08-07T13:17:08.690808Z","shell.execute_reply":"2022-08-07T13:17:08.753428Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"imputer2 = SimpleImputer(missing_values = np.nan,\n                        strategy ='most_frequent')\n\ntest=pd.DataFrame(imputer2.fit_transform(test), columns=test.columns\n).astype(test.dtypes.to_dict())\ntest.columns=test.columns\ntest.index=test.index","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:08.757157Z","iopub.execute_input":"2022-08-07T13:17:08.757656Z","iopub.status.idle":"2022-08-07T13:17:08.794512Z","shell.execute_reply.started":"2022-08-07T13:17:08.757610Z","shell.execute_reply":"2022-08-07T13:17:08.793362Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We transform the boolean columns","metadata":{}},{"cell_type":"code","source":"df['Transported'] =  df['Transported'].astype('int')\ndf['CryoSleep'] =  df['CryoSleep'].astype('int')\ndf['VIP'] =  df['VIP'].astype('int')","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:08.863068Z","iopub.execute_input":"2022-08-07T13:17:08.863501Z","iopub.status.idle":"2022-08-07T13:17:08.873400Z","shell.execute_reply.started":"2022-08-07T13:17:08.863464Z","shell.execute_reply":"2022-08-07T13:17:08.872411Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test['CryoSleep'] =  test['CryoSleep'].astype('int')\ntest['VIP'] =  test['VIP'].astype('int')","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:09.005183Z","iopub.execute_input":"2022-08-07T13:17:09.005600Z","iopub.status.idle":"2022-08-07T13:17:09.013747Z","shell.execute_reply.started":"2022-08-07T13:17:09.005566Z","shell.execute_reply":"2022-08-07T13:17:09.012771Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:09.069447Z","iopub.execute_input":"2022-08-07T13:17:09.070497Z","iopub.status.idle":"2022-08-07T13:17:09.102793Z","shell.execute_reply.started":"2022-08-07T13:17:09.070456Z","shell.execute_reply":"2022-08-07T13:17:09.101753Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We create the one-hot vectors","metadata":{}},{"cell_type":"code","source":"df = pd.get_dummies(df, columns = ['HomePlanet', 'Destination', 'Deck', 'Side'])\ndf","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:09.284209Z","iopub.execute_input":"2022-08-07T13:17:09.284616Z","iopub.status.idle":"2022-08-07T13:17:09.331508Z","shell.execute_reply.started":"2022-08-07T13:17:09.284583Z","shell.execute_reply":"2022-08-07T13:17:09.330423Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test = pd.get_dummies(test, columns = ['HomePlanet', 'Destination', 'Deck', 'Side'])\n","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:09.469096Z","iopub.execute_input":"2022-08-07T13:17:09.470305Z","iopub.status.idle":"2022-08-07T13:17:09.488292Z","shell.execute_reply.started":"2022-08-07T13:17:09.470257Z","shell.execute_reply":"2022-08-07T13:17:09.487385Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Scaling the columns","metadata":{}},{"cell_type":"code","source":"from sklearn.preprocessing import StandardScaler\ns_test = StandardScaler()\ns_train = StandardScaler()\n\ntemp = df.drop('Transported', axis=1)\ndf[temp.columns] = pd.DataFrame(s_train.fit_transform(temp),columns = temp.columns)\ntest = pd.DataFrame(s_test.fit_transform(test),columns = test.columns)\n","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:09.542880Z","iopub.execute_input":"2022-08-07T13:17:09.545807Z","iopub.status.idle":"2022-08-07T13:17:09.634864Z","shell.execute_reply.started":"2022-08-07T13:17:09.545756Z","shell.execute_reply":"2022-08-07T13:17:09.633530Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We can finally plot the correlations betweens the columns of df","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(20,20))\nsns.heatmap(df.corr(),annot=True)\n","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:09.636968Z","iopub.execute_input":"2022-08-07T13:17:09.638000Z","iopub.status.idle":"2022-08-07T13:17:12.981732Z","shell.execute_reply.started":"2022-08-07T13:17:09.637961Z","shell.execute_reply":"2022-08-07T13:17:12.980401Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn.model_selection import train_test_split\nseed = 0\nX = df.drop('Transported', axis=1)\ny= df['Transported']\n\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=seed)","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:12.984073Z","iopub.execute_input":"2022-08-07T13:17:12.984450Z","iopub.status.idle":"2022-08-07T13:17:12.997140Z","shell.execute_reply.started":"2022-08-07T13:17:12.984418Z","shell.execute_reply":"2022-08-07T13:17:12.996199Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"training\"></a>\n# Training","metadata":{}},{"cell_type":"code","source":"from sklearn.linear_model import LogisticRegression\nfrom sklearn.ensemble import StackingClassifier\nfrom sklearn.ensemble import GradientBoostingClassifier\nfrom sklearn.neural_network import MLPClassifier\nfrom sklearn.model_selection import cross_val_score","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:12.998847Z","iopub.execute_input":"2022-08-07T13:17:12.999503Z","iopub.status.idle":"2022-08-07T13:17:13.004928Z","shell.execute_reply.started":"2022-08-07T13:17:12.999470Z","shell.execute_reply":"2022-08-07T13:17:13.003820Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"estimator = GradientBoostingClassifier()","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:13.007414Z","iopub.execute_input":"2022-08-07T13:17:13.007780Z","iopub.status.idle":"2022-08-07T13:17:13.019150Z","shell.execute_reply.started":"2022-08-07T13:17:13.007749Z","shell.execute_reply":"2022-08-07T13:17:13.017345Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(\"Cross validation score : {}\".format(cross_val_score(estimator, X_train, y_train, scoring=\"accuracy\", cv=5).mean()))","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:13.020903Z","iopub.execute_input":"2022-08-07T13:17:13.021383Z","iopub.status.idle":"2022-08-07T13:17:17.343157Z","shell.execute_reply.started":"2022-08-07T13:17:13.021339Z","shell.execute_reply":"2022-08-07T13:17:17.341575Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We get a good accuracy of almost 80%","metadata":{}},{"cell_type":"code","source":"estimator.fit(X_train, y_train)\nY_test_pred = estimator.predict(X_test)\n\nfrom sklearn.metrics import ConfusionMatrixDisplay\n\nConfusionMatrixDisplay.from_predictions(y_test, Y_test_pred)\n","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:17:17.346357Z","iopub.execute_input":"2022-08-07T13:17:17.346884Z","iopub.status.idle":"2022-08-07T13:17:18.720095Z","shell.execute_reply.started":"2022-08-07T13:17:17.346835Z","shell.execute_reply":"2022-08-07T13:17:18.718873Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We can see that we have more false positives than false negatives","metadata":{}},{"cell_type":"markdown","source":"<a id=\"sub\"></a>\n# Submission","metadata":{"execution":{"iopub.status.busy":"2022-08-07T12:53:55.558788Z","iopub.execute_input":"2022-08-07T12:53:55.559510Z","iopub.status.idle":"2022-08-07T12:53:58.964393Z","shell.execute_reply.started":"2022-08-07T12:53:55.559472Z","shell.execute_reply":"2022-08-07T12:53:58.963530Z"}}},{"cell_type":"markdown","source":"We make the submission","metadata":{}},{"cell_type":"code","source":"\npred_test = estimator.predict(test)\nsub['Transported']= np.array(pred_test, dtype=bool)\nsub.to_csv('/kaggle/working/submission.csv',index=False)","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:37:33.641524Z","iopub.execute_input":"2022-08-07T13:37:33.642412Z","iopub.status.idle":"2022-08-07T13:37:33.668644Z","shell.execute_reply.started":"2022-08-07T13:37:33.642360Z","shell.execute_reply":"2022-08-07T13:37:33.667734Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub","metadata":{"execution":{"iopub.status.busy":"2022-08-07T13:29:41.984641Z","iopub.execute_input":"2022-08-07T13:29:41.985094Z","iopub.status.idle":"2022-08-07T13:29:42.000119Z","shell.execute_reply.started":"2022-08-07T13:29:41.985024Z","shell.execute_reply":"2022-08-07T13:29:41.998888Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"imp\"></a>\n# Improvements\n\nTo improve on this model, we can :\n\n* Optimize the hyperparameters (gridsearch, randomsearch, optuna)\n\n* Use different algorithms\n\n* Choose a different missing value replacement method\n","metadata":{}},{"cell_type":"markdown","source":"**If you liked this notebook don't hesitate to upvote it :)**","metadata":{}}]}