{ "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": "
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Accelerating_and_revving_and_vroomAccordionAcoustic_guitarApplauseBarkBass_drumBass_guitarBathtub_(filling_or_washing)Bicycle_bellBurping_and_eructationBusBuzzCar_passing_byCheeringChewing_and_masticationChild_speech_and_kid_speakingChink_and_clinkChirp_and_tweetChurch_bellClappingComputer_keyboardCrackleCricketCrowdCupboard_open_or_closeCutlery_and_silverwareDishes_and_pots_and_pansDrawer_open_or_closeDripElectric_guitarFartFemale_singingFemale_speech_and_woman_speakingFill_(with_liquid)Finger_snappingFrying_(food)GaspGlockenspielGongGurglingHarmonicaHi-hatHissKeys_janglingKnockMale_singingMale_speech_and_man_speakingMarimba_and_xylophoneMechanical_fanMeowMicrowave_ovenMotorcyclePrinterPurrRace_car_and_auto_racingRaindropRunScissorsScreamingShatterSighSink_(filling_or_washing)SkateboardSlamSneezeSqueakStreamStrumTapTick-tockToilet_flushTraffic_noise_and_roadway_noiseTrickle_and_dribbleWalk_and_footstepsWater_tap_and_faucetWaves_and_surfWhisperingWritingYellZipper_(clothing)
fname
0006ae4e.npy00001000000000000000000000000000000000000000000000000000000000000000000000000000
0019ef41.npy00000000000000000000000000000000000000000000000000000001000000000000000000000000
001ec0ad.npy00000000000000000000000000000000001000000000000000000000000000000000000000000000
0026c7cb.npy00000000000000000000000000000000000000000000000000000000100000000000000000000000
0026f116.npy00000000000000000000000000000000001000000000000000000000000000000000000000000000
\n
" }, "metadata": {} } ] }, { "metadata": { "trusted": true }, "cell_type": "code", "source": "from librosa.display import specshow\n\n\ndef preprocess(wavfile):\n\n # Load roughly 8 seconds of audio.\n samples = 512*256 - 1\n samplerate = 16000\n waveform = lr.load(wavfile, samplerate, duration=samples/samplerate)[0]\n\n # Loop too short audio clips.\n if len(waveform) < samples:\n waveform = np.pad(waveform, (0, samples - len(waveform)), mode='wrap')\n\n # Convert audio to log-mel spectrogram.\n spectrogram = lr.feature.melspectrogram(waveform, samplerate, n_mels=256)\n spectrogram = lr.power_to_db(spectrogram)\n spectrogram = spectrogram.astype(np.float32)\n\n return spectrogram\n\n\nsample = df.sample()\nspectrogram = preprocess('../input/train_curated/0006ae4e.wav')\nax = specshow(spectrogram, y_axis='mel', x_axis='time')\nax.set_title('Example spectrogram')\nspectrogram.shape", "execution_count": 20, "outputs": [ { "output_type": "execute_result", "execution_count": 20, "data": { "text/plain": "(256, 256)" }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": {} } ] }, { "metadata": { "trusted": true }, "cell_type": "code", "source": "with ZipFile('dataset.zip', 'w') as z:\n\n with io.StringIO() as f:\n binary_indicators.to_csv(f)\n z.writestr('index.csv', f.getvalue())\n\n d = '../input/train_curated'\n for n in tqdm(os.listdir(d), desc='Zipping spectrograms'):\n wavfile = os.path.join(d, n)\n spectrogram = preprocess(wavfile)\n with io.BytesIO() as f:\n np.save(f, spectrogram)\n z.writestr(n.replace('.wav', '.npy'), f.getvalue())", "execution_count": null, "outputs": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "name": "python", "version": "3.6.4", "mimetype": "text/x-python", "codemirror_mode": { "name": "ipython", "version": 3 }, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py" } }, "nbformat": 4, "nbformat_minor": 1 }