{"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":"# BirdCLEF 2021","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport warnings\nwarnings.filterwarnings(action='ignore')\n\ntrain = pd.read_csv('../input/birdclef-2021/train_metadata.csv',)\ntrain.head()","metadata":{"execution":{"iopub.status.busy":"2023-04-27T15:54:19.799848Z","iopub.execute_input":"2023-04-27T15:54:19.800285Z","iopub.status.idle":"2023-04-27T15:54:20.143469Z","shell.execute_reply.started":"2023-04-27T15:54:19.800244Z","shell.execute_reply":"2023-04-27T15:54:20.141900Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Code adapted from https://www.kaggle.com/shahules/bird-watch-complete-eda-fe\n# Make sure to check out the entire notebook.\n\nimport plotly.graph_objects as go\n\n# Unique eBird codes\nspecies = train['primary_label'].value_counts()\n\n# Make bar chart\nfig = go.Figure(data=[go.Bar(y=species.values, x=species.index)],\n                layout=go.Layout(margin=go.layout.Margin(l=0, r=0, b=10, t=50)))\n\n# Show chart\nfig.update_layout(title='Number of traning samples per species')\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2023-04-27T15:54:24.423722Z","iopub.execute_input":"2023-04-27T15:54:24.424175Z","iopub.status.idle":"2023-04-27T15:54:24.726180Z","shell.execute_reply.started":"2023-04-27T15:54:24.424116Z","shell.execute_reply":"2023-04-27T15:54:24.724720Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# BirdCLEF 2022","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport warnings\nwarnings.filterwarnings(action='ignore')\n\ntrain = pd.read_csv('../input/birdclef-2022/train_metadata.csv',)\ntrain.head()","metadata":{"execution":{"iopub.status.busy":"2023-04-27T15:54:27.051564Z","iopub.execute_input":"2023-04-27T15:54:27.051975Z","iopub.status.idle":"2023-04-27T15:54:27.220744Z","shell.execute_reply.started":"2023-04-27T15:54:27.051934Z","shell.execute_reply":"2023-04-27T15:54:27.218991Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Code adapted from https://www.kaggle.com/shahules/bird-watch-complete-eda-fe\n# Make sure to check out the entire notebook.\n\nimport plotly.graph_objects as go\n\n# Unique eBird codes\nspecies = train['primary_label'].value_counts()\n\n# Make bar chart\nfig = go.Figure(data=[go.Bar(y=species.values, x=species.index)],\n                layout=go.Layout(margin=go.layout.Margin(l=0, r=0, b=10, t=50)))\n\n# Show chart\nfig.update_layout(title='Number of traning samples per species')\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2023-04-27T15:54:29.519402Z","iopub.execute_input":"2023-04-27T15:54:29.520466Z","iopub.status.idle":"2023-04-27T15:54:29.539401Z","shell.execute_reply.started":"2023-04-27T15:54:29.520393Z","shell.execute_reply":"2023-04-27T15:54:29.537810Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# BirdCLEF 2023","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport warnings\nwarnings.filterwarnings(action='ignore')\n\ntrain = pd.read_csv('../input/birdclef-2023/train_metadata.csv',)\ntrain.head()","metadata":{"execution":{"iopub.status.busy":"2023-04-27T14:38:39.630180Z","iopub.execute_input":"2023-04-27T14:38:39.630710Z","iopub.status.idle":"2023-04-27T14:38:39.816119Z","shell.execute_reply.started":"2023-04-27T14:38:39.630665Z","shell.execute_reply":"2023-04-27T14:38:39.814523Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Code adapted from https://www.kaggle.com/shahules/bird-watch-complete-eda-fe\n# Make sure to check out the entire notebook.\n\nimport plotly.graph_objects as go\n\n# Unique eBird codes\nspecies = train['primary_label'].value_counts()\n\n# Make bar chart\nfig = go.Figure(data=[go.Bar(y=species.values, x=species.index)],\n                layout=go.Layout(margin=go.layout.Margin(l=0, r=0, b=10, t=50)))\n\n# Show chart\nfig.update_layout(title='Number of traning samples per species')\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2023-04-27T14:38:42.169450Z","iopub.execute_input":"2023-04-27T14:38:42.169843Z","iopub.status.idle":"2023-04-27T14:38:42.520055Z","shell.execute_reply.started":"2023-04-27T14:38:42.169810Z","shell.execute_reply":"2023-04-27T14:38:42.518800Z"},"trusted":true},"execution_count":null,"outputs":[]}]}