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Colab for numeric data audiolization. Convert data from e.g. ESA or NASA spacecraft into audio.

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Sloppy Noto

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Sloppy Noto is a data audiolizer. It turns numeric data into sound.

  • 🚫 Noto does not oscillate or generate sound waves by other means based on given data, modify any such waves, or take artistic liberties.

  • ✅ Noto does interpret given series of numbers directly as digital audio signal sample magnitudes by rescale and interpolation. What you see is what you hear.

Sloppy Noto was originally developed to generate audio files from the raw data collected by various instruments on European Space Agency and NASA space probes. However, Noto is versatile and can process any delimiter-separated values format containing extensive numeric data (44,100 rows of numeric data = one second of audio).

Suitable file types include (but are not limited to) .csv, .tsv, .tab, .lst, .asc, .log, .xls, .xlsx, .json, .xml, .kml, .kmz. Archive files .zip, .tar, .gz also work as long as there is a single file inside, that is also suitable for Noto to read. Files can be used directly from URLs, or from Google Drive.

Sloppy Noto runs in Google Colaboratory (i.e. your browser), using your Google Drive as data source and/or storage.

Audio Demos

Audio Source Description of converted data
WAV#1 WAV#2 ESA Grating heater measurements from an ultraviolet imaging spectrograph on Rosetta.
WAV ESA Temperature measured by primary mirror sensor of an ultraviolet imaging spectrograph on Rosetta.
WAV ESA, JAXA Imu Meas SC ang rate Z of AOCS Gyros and IMU on BepiColombo.
WAV ESA Photometric bands of flux-time pairs for given objects, bands and times measuring light curves on Gaia.
WAV NASA Wave electric field intensity data from the Plasma Wave instrument on Voyager 2 from the Jupiter encounter.
WAV NASA High intensity high energy proton, ion, and electron counting rate from the Energetic Particle experiment on Voyager 2 from the Saturn near encounter.
WAV HSY Air quality from Aeromon BH-12 on moving trams in Helsinki.
WAV FVH Water temperatures of several swim beaches in Helsinki.

Data Crawlers utility

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crawlers.ipynb is a data crawling utility notebook for finding suitable data file candidates for data to audio conversion from online data archives. It contains an HTTP Crawler, an FTP Crawler and a ZIP Crawler, each listing files recursively from a URL, making educated guesses on what might work, based on file extensions and sizes.

Run crawlers.ipynb

Some dataset archives to get started

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Colab for numeric data audiolization. Convert data from e.g. ESA or NASA spacecraft into audio.

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