{ "cells": [ { "metadata": { "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "trusted": true }, "cell_type": "code", "source": "import io\nimport os\nfrom zipfile import ZipFile\n\nimport numpy as np\nimport pandas as pd\nimport librosa as lr\nfrom tqdm import tqdm\n\nos.listdir(\"../input\")", "execution_count": 1, "outputs": [ { "output_type": "execute_result", "execution_count": 1, "data": { "text/plain": "['train_noisy.csv',\n 'test',\n 'train_curated',\n 'train_noisy',\n 'sample_submission.csv',\n 'train_curated.csv']" }, "metadata": {} } ] }, { "metadata": { "trusted": true }, "cell_type": "code", "source": "df = pd.read_csv('../input/train_curated.csv', index_col='fname')\ndf.index = df.index.str.replace('.wav', '.npy')\nbinary_indicators = df.labels.str.get_dummies(',')\nbinary_indicators.head()", "execution_count": 2, "outputs": [ { "output_type": "execute_result", "execution_count": 2, "data": { "text/plain": " Accelerating_and_revving_and_vroom ... Zipper_(clothing)\nfname ... \n0006ae4e.npy 0 ... 0\n0019ef41.npy 0 ... 0\n001ec0ad.npy 0 ... 0\n0026c7cb.npy 0 ... 0\n0026f116.npy 0 ... 0\n\n[5 rows x 80 columns]", "text/html": "
\n | Accelerating_and_revving_and_vroom | \nAccordion | \nAcoustic_guitar | \nApplause | \nBark | \nBass_drum | \nBass_guitar | \nBathtub_(filling_or_washing) | \nBicycle_bell | \nBurping_and_eructation | \nBus | \nBuzz | \nCar_passing_by | \nCheering | \nChewing_and_mastication | \nChild_speech_and_kid_speaking | \nChink_and_clink | \nChirp_and_tweet | \nChurch_bell | \nClapping | \nComputer_keyboard | \nCrackle | \nCricket | \nCrowd | \nCupboard_open_or_close | \nCutlery_and_silverware | \nDishes_and_pots_and_pans | \nDrawer_open_or_close | \nDrip | \nElectric_guitar | \nFart | \nFemale_singing | \nFemale_speech_and_woman_speaking | \nFill_(with_liquid) | \nFinger_snapping | \nFrying_(food) | \nGasp | \nGlockenspiel | \nGong | \nGurgling | \nHarmonica | \nHi-hat | \nHiss | \nKeys_jangling | \nKnock | \nMale_singing | \nMale_speech_and_man_speaking | \nMarimba_and_xylophone | \nMechanical_fan | \nMeow | \nMicrowave_oven | \nMotorcycle | \nPrinter | \nPurr | \nRace_car_and_auto_racing | \nRaindrop | \nRun | \nScissors | \nScreaming | \nShatter | \nSigh | \nSink_(filling_or_washing) | \nSkateboard | \nSlam | \nSneeze | \nSqueak | \nStream | \nStrum | \nTap | \nTick-tock | \nToilet_flush | \nTraffic_noise_and_roadway_noise | \nTrickle_and_dribble | \nWalk_and_footsteps | \nWater_tap_and_faucet | \nWaves_and_surf | \nWhispering | \nWriting | \nYell | \nZipper_(clothing) | \n
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