{"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 numpy as np\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\n","metadata":{"execution":{"iopub.status.busy":"2023-03-07T17:56:09.337013Z","iopub.execute_input":"2023-03-07T17:56:09.338240Z","iopub.status.idle":"2023-03-07T17:56:10.718547Z","shell.execute_reply.started":"2023-03-07T17:56:09.338198Z","shell.execute_reply":"2023-03-07T17:56:10.717103Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!pip install fasteda","metadata":{"execution":{"iopub.status.busy":"2023-03-07T17:56:19.356163Z","iopub.execute_input":"2023-03-07T17:56:19.356552Z","iopub.status.idle":"2023-03-07T17:56:34.957069Z","shell.execute_reply.started":"2023-03-07T17:56:19.356520Z","shell.execute_reply":"2023-03-07T17:56:34.955899Z"},"_kg_hide-output":true,"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train = pd.read_csv('/kaggle/input/birdclef-2023/train_metadata.csv')\ndf_bird = pd.read_csv('/kaggle/input/birdclef-2023/eBird_Taxonomy_v2021.csv')\ndf_sub = pd.read_csv('/kaggle/input/birdclef-2023/sample_submission.csv')","metadata":{"execution":{"iopub.status.busy":"2023-03-07T17:57:56.965630Z","iopub.execute_input":"2023-03-07T17:57:56.966059Z","iopub.status.idle":"2023-03-07T17:57:57.109023Z","shell.execute_reply.started":"2023-03-07T17:57:56.966024Z","shell.execute_reply":"2023-03-07T17:57:57.107480Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_bird.head(4)","metadata":{"execution":{"iopub.status.busy":"2023-03-07T17:57:21.169862Z","iopub.execute_input":"2023-03-07T17:57:21.170456Z","iopub.status.idle":"2023-03-07T17:57:21.207405Z","shell.execute_reply.started":"2023-03-07T17:57:21.170404Z","shell.execute_reply":"2023-03-07T17:57:21.205348Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train.head(4)","metadata":{"execution":{"iopub.status.busy":"2023-03-07T17:57:30.905848Z","iopub.execute_input":"2023-03-07T17:57:30.906289Z","iopub.status.idle":"2023-03-07T17:57:30.928764Z","shell.execute_reply.started":"2023-03-07T17:57:30.906251Z","shell.execute_reply":"2023-03-07T17:57:30.927226Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_sub.head()","metadata":{"execution":{"iopub.status.busy":"2023-03-07T17:58:03.590430Z","iopub.execute_input":"2023-03-07T17:58:03.590821Z","iopub.status.idle":"2023-03-07T17:58:03.617434Z","shell.execute_reply.started":"2023-03-07T17:58:03.590789Z","shell.execute_reply":"2023-03-07T17:58:03.616096Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from fasteda import fast_eda\n","metadata":{"execution":{"iopub.status.busy":"2023-03-07T17:59:02.513590Z","iopub.execute_input":"2023-03-07T17:59:02.514031Z","iopub.status.idle":"2023-03-07T17:59:02.527890Z","shell.execute_reply.started":"2023-03-07T17:59:02.513992Z","shell.execute_reply":"2023-03-07T17:59:02.526608Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fast_eda(df_train)","metadata":{"execution":{"iopub.status.busy":"2023-03-07T17:59:04.346045Z","iopub.execute_input":"2023-03-07T17:59:04.346430Z","iopub.status.idle":"2023-03-07T17:59:09.586612Z","shell.execute_reply.started":"2023-03-07T17:59:04.346397Z","shell.execute_reply":"2023-03-07T17:59:09.585342Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fast_eda(df_bird)","metadata":{"execution":{"iopub.status.busy":"2023-03-07T18:01:37.221923Z","iopub.execute_input":"2023-03-07T18:01:37.222333Z","iopub.status.idle":"2023-03-07T18:01:39.384688Z","shell.execute_reply.started":"2023-03-07T18:01:37.222299Z","shell.execute_reply":"2023-03-07T18:01:39.383239Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!pip install dataprep","metadata":{"execution":{"iopub.status.busy":"2023-03-07T17:59:28.236282Z","iopub.execute_input":"2023-03-07T17:59:28.236699Z","iopub.status.idle":"2023-03-07T18:00:15.653876Z","shell.execute_reply.started":"2023-03-07T17:59:28.236665Z","shell.execute_reply":"2023-03-07T18:00:15.652343Z"},"_kg_hide-output":true,"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from dataprep.eda import create_report","metadata":{"execution":{"iopub.status.busy":"2023-03-07T18:00:46.261588Z","iopub.execute_input":"2023-03-07T18:00:46.262020Z","iopub.status.idle":"2023-03-07T18:00:46.267121Z","shell.execute_reply.started":"2023-03-07T18:00:46.261967Z","shell.execute_reply":"2023-03-07T18:00:46.265883Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"report = create_report(df_train)","metadata":{"execution":{"iopub.status.busy":"2023-03-07T18:00:57.951490Z","iopub.execute_input":"2023-03-07T18:00:57.951904Z","iopub.status.idle":"2023-03-07T18:01:09.436278Z","shell.execute_reply.started":"2023-03-07T18:00:57.951864Z","shell.execute_reply":"2023-03-07T18:01:09.434904Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"report","metadata":{"execution":{"iopub.status.busy":"2023-03-07T18:01:09.438321Z","iopub.execute_input":"2023-03-07T18:01:09.438684Z","iopub.status.idle":"2023-03-07T18:01:09.833111Z","shell.execute_reply.started":"2023-03-07T18:01:09.438649Z","shell.execute_reply":"2023-03-07T18:01:09.830542Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"report_b = create_report(df_bird)","metadata":{"execution":{"iopub.status.busy":"2023-03-07T18:02:07.909906Z","iopub.execute_input":"2023-03-07T18:02:07.910317Z","iopub.status.idle":"2023-03-07T18:02:16.886193Z","shell.execute_reply.started":"2023-03-07T18:02:07.910282Z","shell.execute_reply":"2023-03-07T18:02:16.884956Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"report_b","metadata":{"execution":{"iopub.status.busy":"2023-03-07T18:02:16.888337Z","iopub.execute_input":"2023-03-07T18:02:16.889639Z","iopub.status.idle":"2023-03-07T18:02:17.206261Z","shell.execute_reply.started":"2023-03-07T18:02:16.889589Z","shell.execute_reply":"2023-03-07T18:02:17.204499Z"},"trusted":true},"execution_count":null,"outputs":[]}]}