{"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 pandas as pd\nfrom pathlib import Path\nimport IPython.display as ipd ","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_meta = pd.read_csv(ROOT / 'train_metadata.csv'); train_meta.head().T","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"ROOT = Path(\"../input/birdclef-2021/\")\nsample_submission = pd.read_csv(ROOT / 'sample_submission.csv'); sample_submission","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_sound_labels =  pd.read_csv(ROOT / 'train_soundscape_labels.csv'); train_sound_labels.head().T","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Total number of files","metadata":{}},{"cell_type":"code","source":"!find ../input/birdclef-2021/train_short_audio -type f -name '*ogg' | wc -l","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"len(sample_submission), len(train_sound_labels), 3","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test = pd.read_csv(ROOT / 'test.csv'); test","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"train_soundscapes","metadata":{}},{"cell_type":"code","source":"fname = Path(ROOT)/'train_soundscapes/10534_SSW_20170429.ogg'\nipd.Audio(fname)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"train_short_audio","metadata":{}},{"cell_type":"code","source":"fname = Path(ROOT)/'train_short_audio/amewig/XC150015.ogg'\nipd.Audio(fname)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}