{"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","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-03-10T08:35:31.078929Z","iopub.execute_input":"2023-03-10T08:35:31.079278Z","iopub.status.idle":"2023-03-10T08:35:31.110738Z","shell.execute_reply.started":"2023-03-10T08:35:31.079252Z","shell.execute_reply":"2023-03-10T08:35:31.109232Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"species_21 = set(pd.read_csv('/kaggle/input/birdclef-2021/train_metadata.csv').primary_label.unique())\nspecies_22 = set(pd.read_csv('/kaggle/input/birdclef-2022/train_metadata.csv').primary_label.unique())\nspecies_23 = set(pd.read_csv('/kaggle/input/birdclef-2023/train_metadata.csv').primary_label.unique())","metadata":{"execution":{"iopub.status.busy":"2023-03-10T08:39:09.090161Z","iopub.execute_input":"2023-03-10T08:39:09.090502Z","iopub.status.idle":"2023-03-10T08:39:09.490820Z","shell.execute_reply.started":"2023-03-10T08:39:09.090475Z","shell.execute_reply":"2023-03-10T08:39:09.489769Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"species_21 & species_23, species_22 & species_23","metadata":{"execution":{"iopub.status.busy":"2023-03-10T08:39:10.937085Z","iopub.execute_input":"2023-03-10T08:39:10.938130Z","iopub.status.idle":"2023-03-10T08:39:10.945848Z","shell.execute_reply.started":"2023-03-10T08:39:10.938052Z","shell.execute_reply":"2023-03-10T08:39:10.944461Z"},"trusted":true},"execution_count":null,"outputs":[]}]}