{"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":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"import numpy as np \nimport pandas as pd \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","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-04-26T09:40:30.636474Z","iopub.execute_input":"2023-04-26T09:40:30.637297Z","iopub.status.idle":"2023-04-26T09:40:30.682246Z","shell.execute_reply.started":"2023-04-26T09:40:30.637257Z","shell.execute_reply":"2023-04-26T09:40:30.681327Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt","metadata":{"execution":{"iopub.status.busy":"2023-04-26T09:40:56.093470Z","iopub.execute_input":"2023-04-26T09:40:56.093916Z","iopub.status.idle":"2023-04-26T09:40:56.804550Z","shell.execute_reply.started":"2023-04-26T09:40:56.093880Z","shell.execute_reply":"2023-04-26T09:40:56.803285Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train  = pd.read_csv('/kaggle/input/predict-student-performance-from-game-play/train.csv'\n                    , nrows = 10000)\ntrain.head()","metadata":{"execution":{"iopub.status.busy":"2023-04-26T09:41:06.145326Z","iopub.execute_input":"2023-04-26T09:41:06.146953Z","iopub.status.idle":"2023-04-26T09:41:06.267585Z","shell.execute_reply.started":"2023-04-26T09:41:06.146873Z","shell.execute_reply":"2023-04-26T09:41:06.266673Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.shape","metadata":{"execution":{"iopub.status.busy":"2023-04-26T09:41:11.501958Z","iopub.execute_input":"2023-04-26T09:41:11.502646Z","iopub.status.idle":"2023-04-26T09:41:11.508242Z","shell.execute_reply.started":"2023-04-26T09:41:11.502608Z","shell.execute_reply":"2023-04-26T09:41:11.507458Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.columns","metadata":{"execution":{"iopub.status.busy":"2023-04-26T09:41:15.363955Z","iopub.execute_input":"2023-04-26T09:41:15.364355Z","iopub.status.idle":"2023-04-26T09:41:15.371615Z","shell.execute_reply.started":"2023-04-26T09:41:15.364323Z","shell.execute_reply":"2023-04-26T09:41:15.370509Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.plot(train['level'], train['hover_duration'])","metadata":{"execution":{"iopub.status.busy":"2023-04-26T09:41:17.253016Z","iopub.execute_input":"2023-04-26T09:41:17.253438Z","iopub.status.idle":"2023-04-26T09:41:17.423127Z","shell.execute_reply.started":"2023-04-26T09:41:17.253388Z","shell.execute_reply":"2023-04-26T09:41:17.422219Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sns.catplot(\n    data=train, x=\"hover_duration\", y=\"level_group\", hue=\"fullscreen\", kind=\"violin\",\n)","metadata":{"execution":{"iopub.status.busy":"2023-04-26T09:41:20.191282Z","iopub.execute_input":"2023-04-26T09:41:20.191714Z","iopub.status.idle":"2023-04-26T09:41:20.703246Z","shell.execute_reply.started":"2023-04-26T09:41:20.191678Z","shell.execute_reply":"2023-04-26T09:41:20.702324Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sns.catplot(data=train, x=\"elapsed_time\", y=\"level_group\", hue=\"music\", kind=\"violin\")","metadata":{"execution":{"iopub.status.busy":"2023-04-26T09:41:26.998849Z","iopub.execute_input":"2023-04-26T09:41:26.999275Z","iopub.status.idle":"2023-04-26T09:41:27.487251Z","shell.execute_reply.started":"2023-04-26T09:41:26.999238Z","shell.execute_reply":"2023-04-26T09:41:27.486045Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}