{"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","execution":{"iopub.status.busy":"2022-07-25T09:34:40.802758Z","iopub.execute_input":"2022-07-25T09:34:40.803477Z","iopub.status.idle":"2022-07-25T09:34:40.833318Z","shell.execute_reply.started":"2022-07-25T09:34:40.803386Z","shell.execute_reply":"2022-07-25T09:34:40.831960Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train = pd.read_csv('/kaggle/input/spaceship-titanic/train.csv')","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:34:40.836009Z","iopub.execute_input":"2022-07-25T09:34:40.836815Z","iopub.status.idle":"2022-07-25T09:34:40.894633Z","shell.execute_reply.started":"2022-07-25T09:34:40.836765Z","shell.execute_reply":"2022-07-25T09:34:40.893496Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.head()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:34:40.896221Z","iopub.execute_input":"2022-07-25T09:34:40.896695Z","iopub.status.idle":"2022-07-25T09:34:40.931817Z","shell.execute_reply.started":"2022-07-25T09:34:40.896651Z","shell.execute_reply":"2022-07-25T09:34:40.930664Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test = pd.read_csv('/kaggle/input/spaceship-titanic/test.csv')","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:34:40.935562Z","iopub.execute_input":"2022-07-25T09:34:40.936381Z","iopub.status.idle":"2022-07-25T09:34:40.965552Z","shell.execute_reply.started":"2022-07-25T09:34:40.936336Z","shell.execute_reply":"2022-07-25T09:34:40.964305Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test.head()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:34:40.967154Z","iopub.execute_input":"2022-07-25T09:34:40.968466Z","iopub.status.idle":"2022-07-25T09:34:40.993376Z","shell.execute_reply.started":"2022-07-25T09:34:40.968410Z","shell.execute_reply":"2022-07-25T09:34:40.992128Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(train.shape)\nprint(test.shape)","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:34:40.994734Z","iopub.execute_input":"2022-07-25T09:34:40.995438Z","iopub.status.idle":"2022-07-25T09:34:41.001984Z","shell.execute_reply.started":"2022-07-25T09:34:40.995400Z","shell.execute_reply":"2022-07-25T09:34:41.000946Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train['Transported'].value_counts()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:34:41.003908Z","iopub.execute_input":"2022-07-25T09:34:41.004699Z","iopub.status.idle":"2022-07-25T09:34:41.019487Z","shell.execute_reply.started":"2022-07-25T09:34:41.004652Z","shell.execute_reply":"2022-07-25T09:34:41.018545Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.describe()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:34:41.020622Z","iopub.execute_input":"2022-07-25T09:34:41.021512Z","iopub.status.idle":"2022-07-25T09:34:41.066167Z","shell.execute_reply.started":"2022-07-25T09:34:41.021478Z","shell.execute_reply":"2022-07-25T09:34:41.065042Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pd.get_dummies(train).corrwith(train[\"Transported\"])","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:34:41.069872Z","iopub.execute_input":"2022-07-25T09:34:41.070282Z","iopub.status.idle":"2022-07-25T09:34:52.427068Z","shell.execute_reply.started":"2022-07-25T09:34:41.070249Z","shell.execute_reply":"2022-07-25T09:34:52.425927Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.drop(['Name'],axis=1,inplace=True)","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:34:52.428648Z","iopub.execute_input":"2022-07-25T09:34:52.428998Z","iopub.status.idle":"2022-07-25T09:34:52.436343Z","shell.execute_reply.started":"2022-07-25T09:34:52.428967Z","shell.execute_reply":"2022-07-25T09:34:52.434605Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pd.get_dummies(train).corrwith(train[\"Transported\"])","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:34:52.438039Z","iopub.execute_input":"2022-07-25T09:34:52.438442Z","iopub.status.idle":"2022-07-25T09:34:59.401958Z","shell.execute_reply.started":"2022-07-25T09:34:52.438408Z","shell.execute_reply":"2022-07-25T09:34:59.401074Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train[['Destination', 'Transported']].groupby(['Destination']).mean()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:34:59.403205Z","iopub.execute_input":"2022-07-25T09:34:59.403723Z","iopub.status.idle":"2022-07-25T09:34:59.421526Z","shell.execute_reply.started":"2022-07-25T09:34:59.403693Z","shell.execute_reply":"2022-07-25T09:34:59.420227Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.drop(['Destination'],axis=1,inplace=True)","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:34:59.423047Z","iopub.execute_input":"2022-07-25T09:34:59.423583Z","iopub.status.idle":"2022-07-25T09:34:59.431363Z","shell.execute_reply.started":"2022-07-25T09:34:59.423534Z","shell.execute_reply":"2022-07-25T09:34:59.430272Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pd.get_dummies(train).corrwith(train[\"Transported\"])","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:34:59.432703Z","iopub.execute_input":"2022-07-25T09:34:59.433274Z","iopub.status.idle":"2022-07-25T09:35:06.362993Z","shell.execute_reply.started":"2022-07-25T09:34:59.433240Z","shell.execute_reply":"2022-07-25T09:35:06.361841Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.drop(['PassengerId','HomePlanet'],axis=1,inplace=True)","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:06.364692Z","iopub.execute_input":"2022-07-25T09:35:06.365196Z","iopub.status.idle":"2022-07-25T09:35:06.373285Z","shell.execute_reply.started":"2022-07-25T09:35:06.365149Z","shell.execute_reply":"2022-07-25T09:35:06.371947Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.corr()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:06.375650Z","iopub.execute_input":"2022-07-25T09:35:06.376516Z","iopub.status.idle":"2022-07-25T09:35:06.401981Z","shell.execute_reply.started":"2022-07-25T09:35:06.376468Z","shell.execute_reply":"2022-07-25T09:35:06.400888Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pd.get_dummies(train).corrwith(train[\"Transported\"])","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:06.403114Z","iopub.execute_input":"2022-07-25T09:35:06.404101Z","iopub.status.idle":"2022-07-25T09:35:09.450761Z","shell.execute_reply.started":"2022-07-25T09:35:06.404061Z","shell.execute_reply":"2022-07-25T09:35:09.449666Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train[['CryoSleep', 'Transported']].groupby(['CryoSleep']).mean()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:09.452296Z","iopub.execute_input":"2022-07-25T09:35:09.452651Z","iopub.status.idle":"2022-07-25T09:35:09.467806Z","shell.execute_reply.started":"2022-07-25T09:35:09.452613Z","shell.execute_reply":"2022-07-25T09:35:09.466844Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:09.469364Z","iopub.execute_input":"2022-07-25T09:35:09.470575Z","iopub.status.idle":"2022-07-25T09:35:09.483089Z","shell.execute_reply.started":"2022-07-25T09:35:09.470539Z","shell.execute_reply":"2022-07-25T09:35:09.482197Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"##外れ値はすべて中央値にする\ntrain['RoomService'].fillna(train['RoomService'].median(skipna=True), inplace=True)\ntrain['FoodCourt'].fillna(train['FoodCourt'].median(skipna=True), inplace=True)\ntrain['ShoppingMall'].fillna(train['ShoppingMall'].median(skipna=True), inplace=True)\ntrain['Spa'].fillna(train['Spa'].median(skipna=True), inplace=True)\ntrain['VRDeck'].fillna(train['VRDeck'].median(skipna=True), inplace=True)\ntrain['Age'].fillna(train['Age'].median(skipna=True), inplace=True)\ntrain.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:09.484865Z","iopub.execute_input":"2022-07-25T09:35:09.485525Z","iopub.status.idle":"2022-07-25T09:35:09.508956Z","shell.execute_reply.started":"2022-07-25T09:35:09.485491Z","shell.execute_reply":"2022-07-25T09:35:09.508031Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.dropna(how='any')","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:09.510430Z","iopub.execute_input":"2022-07-25T09:35:09.511035Z","iopub.status.idle":"2022-07-25T09:35:09.543601Z","shell.execute_reply.started":"2022-07-25T09:35:09.511002Z","shell.execute_reply":"2022-07-25T09:35:09.542697Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:09.545060Z","iopub.execute_input":"2022-07-25T09:35:09.545673Z","iopub.status.idle":"2022-07-25T09:35:09.558871Z","shell.execute_reply.started":"2022-07-25T09:35:09.545637Z","shell.execute_reply":"2022-07-25T09:35:09.557561Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.corr()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:09.560523Z","iopub.execute_input":"2022-07-25T09:35:09.561436Z","iopub.status.idle":"2022-07-25T09:35:09.579228Z","shell.execute_reply.started":"2022-07-25T09:35:09.561398Z","shell.execute_reply":"2022-07-25T09:35:09.578318Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train[['VIP', 'Transported']].groupby(['VIP']).mean()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:09.585318Z","iopub.execute_input":"2022-07-25T09:35:09.586018Z","iopub.status.idle":"2022-07-25T09:35:09.600125Z","shell.execute_reply.started":"2022-07-25T09:35:09.585984Z","shell.execute_reply":"2022-07-25T09:35:09.599252Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train[['Age', 'Spa']].groupby(['Spa']).mean()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:09.601656Z","iopub.execute_input":"2022-07-25T09:35:09.602598Z","iopub.status.idle":"2022-07-25T09:35:09.626978Z","shell.execute_reply.started":"2022-07-25T09:35:09.602554Z","shell.execute_reply":"2022-07-25T09:35:09.625660Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.drop(['Age','ShoppingMall'],axis=1,inplace=True)","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:09.628684Z","iopub.execute_input":"2022-07-25T09:35:09.629853Z","iopub.status.idle":"2022-07-25T09:35:09.637069Z","shell.execute_reply.started":"2022-07-25T09:35:09.629803Z","shell.execute_reply":"2022-07-25T09:35:09.636040Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.describe","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:09.638459Z","iopub.execute_input":"2022-07-25T09:35:09.640539Z","iopub.status.idle":"2022-07-25T09:35:09.655708Z","shell.execute_reply.started":"2022-07-25T09:35:09.640503Z","shell.execute_reply":"2022-07-25T09:35:09.654940Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn.tree import DecisionTreeClassifier, export_graphviz","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:09.656821Z","iopub.execute_input":"2022-07-25T09:35:09.657856Z","iopub.status.idle":"2022-07-25T09:35:10.372183Z","shell.execute_reply.started":"2022-07-25T09:35:09.657819Z","shell.execute_reply":"2022-07-25T09:35:10.371094Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn import tree","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.373729Z","iopub.execute_input":"2022-07-25T09:35:10.374049Z","iopub.status.idle":"2022-07-25T09:35:10.379019Z","shell.execute_reply.started":"2022-07-25T09:35:10.374021Z","shell.execute_reply":"2022-07-25T09:35:10.377778Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"category = ['CryoSleep']\ntraining = pd.get_dummies(train, columns=category,drop_first=True)\ntraining","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.380630Z","iopub.execute_input":"2022-07-25T09:35:10.381321Z","iopub.status.idle":"2022-07-25T09:35:10.411362Z","shell.execute_reply.started":"2022-07-25T09:35:10.381290Z","shell.execute_reply":"2022-07-25T09:35:10.410181Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y = train.loc[:,['Transported']]\nX = training.loc[:,['CryoSleep_True','RoomService','FoodCourt','Spa']]","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.413016Z","iopub.execute_input":"2022-07-25T09:35:10.414068Z","iopub.status.idle":"2022-07-25T09:35:10.421975Z","shell.execute_reply.started":"2022-07-25T09:35:10.414020Z","shell.execute_reply":"2022-07-25T09:35:10.421065Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"clf = tree.DecisionTreeClassifier(max_depth=10)","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.423351Z","iopub.execute_input":"2022-07-25T09:35:10.423695Z","iopub.status.idle":"2022-07-25T09:35:10.432842Z","shell.execute_reply.started":"2022-07-25T09:35:10.423666Z","shell.execute_reply":"2022-07-25T09:35:10.431424Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"clf = clf.fit(X, y)","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.434234Z","iopub.execute_input":"2022-07-25T09:35:10.434739Z","iopub.status.idle":"2022-07-25T09:35:10.459804Z","shell.execute_reply.started":"2022-07-25T09:35:10.434709Z","shell.execute_reply":"2022-07-25T09:35:10.458933Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn.metrics import accuracy_score\ntrain_predicted = clf.predict(X)\naccuracy_score(train_predicted, y)","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.461401Z","iopub.execute_input":"2022-07-25T09:35:10.462079Z","iopub.status.idle":"2022-07-25T09:35:10.475128Z","shell.execute_reply.started":"2022-07-25T09:35:10.462034Z","shell.execute_reply":"2022-07-25T09:35:10.474251Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test = pd.read_csv('/kaggle/input/spaceship-titanic/test.csv')\ntest.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.476679Z","iopub.execute_input":"2022-07-25T09:35:10.477302Z","iopub.status.idle":"2022-07-25T09:35:10.510345Z","shell.execute_reply.started":"2022-07-25T09:35:10.477270Z","shell.execute_reply":"2022-07-25T09:35:10.509047Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test.drop(['PassengerId','HomePlanet','Cabin','Destination','Age','VIP','ShoppingMall','Name'],axis=1,inplace=True)","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.513966Z","iopub.execute_input":"2022-07-25T09:35:10.514352Z","iopub.status.idle":"2022-07-25T09:35:10.521753Z","shell.execute_reply.started":"2022-07-25T09:35:10.514319Z","shell.execute_reply":"2022-07-25T09:35:10.520477Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.523573Z","iopub.execute_input":"2022-07-25T09:35:10.524793Z","iopub.status.idle":"2022-07-25T09:35:10.545728Z","shell.execute_reply.started":"2022-07-25T09:35:10.524747Z","shell.execute_reply":"2022-07-25T09:35:10.544891Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test['RoomService'].fillna(train['RoomService'].median(skipna=True), inplace=True)\ntest['FoodCourt'].fillna(train['FoodCourt'].median(skipna=True), inplace=True)\n#test['VRDeck'].fillna(train['VRDeck'].median(skipna=True), inplace=True)\ntest['Spa'].fillna(train['Spa'].median(skipna=True), inplace=True)","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.546890Z","iopub.execute_input":"2022-07-25T09:35:10.547647Z","iopub.status.idle":"2022-07-25T09:35:10.557952Z","shell.execute_reply.started":"2022-07-25T09:35:10.547611Z","shell.execute_reply":"2022-07-25T09:35:10.557073Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.559268Z","iopub.execute_input":"2022-07-25T09:35:10.559589Z","iopub.status.idle":"2022-07-25T09:35:10.569494Z","shell.execute_reply.started":"2022-07-25T09:35:10.559559Z","shell.execute_reply":"2022-07-25T09:35:10.568434Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test.dropna(how='any')","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.570803Z","iopub.execute_input":"2022-07-25T09:35:10.571321Z","iopub.status.idle":"2022-07-25T09:35:10.593249Z","shell.execute_reply.started":"2022-07-25T09:35:10.571289Z","shell.execute_reply":"2022-07-25T09:35:10.592162Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"category = ['CryoSleep']\ntesting = pd.get_dummies(test, columns=category,drop_first=True)\ntesting","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.596194Z","iopub.execute_input":"2022-07-25T09:35:10.596845Z","iopub.status.idle":"2022-07-25T09:35:10.620094Z","shell.execute_reply.started":"2022-07-25T09:35:10.596807Z","shell.execute_reply":"2022-07-25T09:35:10.619255Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"cols = ['CryoSleep_True','RoomService','FoodCourt','Spa'] \nX_test=testing[cols]\nprint(X_test.dtypes)\ntest_predicted = clf.predict(X_test)","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.621030Z","iopub.execute_input":"2022-07-25T09:35:10.621379Z","iopub.status.idle":"2022-07-25T09:35:10.632085Z","shell.execute_reply.started":"2022-07-25T09:35:10.621349Z","shell.execute_reply":"2022-07-25T09:35:10.630956Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub = pd.read_csv('/kaggle/input/spaceship-titanic/sample_submission.csv')\nsub","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.633266Z","iopub.execute_input":"2022-07-25T09:35:10.633639Z","iopub.status.idle":"2022-07-25T09:35:10.657649Z","shell.execute_reply.started":"2022-07-25T09:35:10.633608Z","shell.execute_reply":"2022-07-25T09:35:10.656811Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub['Transported'] = list(map(bool, test_predicted))\nsub.to_csv('submission.csv', index=False)\nsub","metadata":{"execution":{"iopub.status.busy":"2022-07-25T09:35:10.659298Z","iopub.execute_input":"2022-07-25T09:35:10.659636Z","iopub.status.idle":"2022-07-25T09:35:10.686019Z","shell.execute_reply.started":"2022-07-25T09:35:10.659607Z","shell.execute_reply":"2022-07-25T09:35:10.685237Z"},"trusted":true},"execution_count":null,"outputs":[]}]}