{"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":"import seaborn as sns\nimport re\nimport pickle\nfrom sklearn.feature_extraction.text import CountVectorizer\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import RandomForestRegressor\nfrom sklearn.svm import SVR\nfrom sklearn.metrics import mean_squared_error\nfrom sklearn.linear_model import LinearRegression\nfrom nltk.corpus import stopwords \nfrom nltk.tokenize import word_tokenize\nimport warnings\nwarnings.filterwarnings(\"ignore\", category=FutureWarning)","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-06-30T23:19:06.719614Z","iopub.execute_input":"2023-06-30T23:19:06.720095Z","iopub.status.idle":"2023-06-30T23:19:07.289297Z","shell.execute_reply.started":"2023-06-30T23:19:06.720061Z","shell.execute_reply":"2023-06-30T23:19:07.287728Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"kaggle1 = pd.read_csv('/kaggle/input/2023-kaggle-ai-report/sample_submission.csv')","metadata":{"execution":{"iopub.status.busy":"2023-06-30T23:21:37.823408Z","iopub.execute_input":"2023-06-30T23:21:37.824062Z","iopub.status.idle":"2023-06-30T23:21:37.833593Z","shell.execute_reply.started":"2023-06-30T23:21:37.82403Z","shell.execute_reply":"2023-06-30T23:21:37.83223Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**EDA**","metadata":{}},{"cell_type":"code","source":"kaggle1.shape","metadata":{"execution":{"iopub.status.busy":"2023-06-30T23:19:26.088502Z","iopub.execute_input":"2023-06-30T23:19:26.088907Z","iopub.status.idle":"2023-06-30T23:19:26.096991Z","shell.execute_reply.started":"2023-06-30T23:19:26.088876Z","shell.execute_reply":"2023-06-30T23:19:26.09575Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"kaggle1.info","metadata":{"execution":{"iopub.status.busy":"2023-06-30T23:19:30.738783Z","iopub.execute_input":"2023-06-30T23:19:30.739297Z","iopub.status.idle":"2023-06-30T23:19:30.749764Z","shell.execute_reply.started":"2023-06-30T23:19:30.739254Z","shell.execute_reply":"2023-06-30T23:19:30.748262Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"kaggle1.isna().sum()","metadata":{"execution":{"iopub.status.busy":"2023-06-30T23:13:07.803615Z","iopub.execute_input":"2023-06-30T23:13:07.804069Z","iopub.status.idle":"2023-06-30T23:13:07.814245Z","shell.execute_reply.started":"2023-06-30T23:13:07.804038Z","shell.execute_reply":"2023-06-30T23:13:07.812642Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"kaggle1.describe","metadata":{"execution":{"iopub.status.busy":"2023-06-30T23:19:37.259625Z","iopub.execute_input":"2023-06-30T23:19:37.260104Z","iopub.status.idle":"2023-06-30T23:19:37.270237Z","shell.execute_reply.started":"2023-06-30T23:19:37.260069Z","shell.execute_reply":"2023-06-30T23:19:37.268586Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Visualization Analysis**","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(25,5))\nplt.style.use('dark_background')\nsns.lineplot(Kaggle1=kaggle1.iloc[:,1:])","metadata":{"execution":{"iopub.status.busy":"2023-06-30T23:19:44.058965Z","iopub.execute_input":"2023-06-30T23:19:44.059362Z","iopub.status.idle":"2023-06-30T23:19:44.418628Z","shell.execute_reply.started":"2023-06-30T23:19:44.059333Z","shell.execute_reply":"2023-06-30T23:19:44.417737Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{"execution":{"iopub.status.busy":"2023-06-30T23:22:43.739356Z","iopub.execute_input":"2023-06-30T23:22:43.740587Z","iopub.status.idle":"2023-06-30T23:22:43.781821Z","shell.execute_reply.started":"2023-06-30T23:22:43.740545Z","shell.execute_reply":"2023-06-30T23:22:43.780216Z"},"trusted":true},"execution_count":null,"outputs":[]}]}