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Harmonic Frontier Audio โ€“ Kazoo (Preview, v0.9)

A high-fidelity acoustic dataset designed for AI training, music research, and creative sound development.

Kazoo (Preview), created by Harmonic Frontier Audio, provides a compact reference set demonstrating the quality, formatting, and metadata conventions used in the Novelty Gems Cabinet of the Harmonic Frontier Audio catalogue.


๐Ÿ”Ž Summary

This dataset provides high-quality, rights-cleared recordings of the Kazoo โ€” a buzzing membranophone whose timbre is shaped by vocal input passing through a vibrating membrane.
The recordings highlight the instrumentโ€™s distinct nasal resonance, rapid transient response, and expressive harmonic coloration, making it valuable for AI music modeling, timbre classification, acoustic analysis, and cross-cultural sound synthesis research.

Developed by Harmonic Frontier Audio, this preview follows The Proteus Standardโ„ข for dataset provenance, transparency, and ethical AI use.
It offers clean, consistent audio files that capture the Kazooโ€™s playful yet harmonically rich character across sustained tones, triads, glissandi, and articulation patterns.

If you find this dataset useful, please consider giving it a ๐Ÿค on Hugging Face to help others discover it.


๐ŸŽถ About the Kazoo

The Kazoo is a buzzing aerophone / membranophone most commonly used in folk, novelty, and participatory musical settings.
Its sound is produced when the performer vocalizes into the instrument, causing a membrane to vibrate and impart a distinctive buzzing, nasally-modulated character.

Though simple in construction, the Kazoo is capable of surprising expressive range โ€” from smooth glissandi to highly articulated tongued gestures.
This preview dataset was designed to capture the instrumentโ€™s core articulations neutrally, without stylistic coloration, offering a universal training source for AI and research applications.


๐Ÿ“‚ Contents

Audio Files (.wav)

  • Recorded at 96 kHz / 24-bit WAV format
  • Exported as mono
  • Fade-ins and fade-outs of 3โ€“5 ms for transient consistency
  • DC offset checked โ€” none detected
  • High-pass filtered at ~40 Hz to reduce subsonic rumble
  • No EQ, compression, saturation, or post-processing applied

Categories in this Preview

  1. Sustain

    • Single sustained tones across multiple pitches
    • Includes vibrato and non-vibrato variations
  2. Glissando

    • Smooth pitch slides (e.g., Eโ†’E, Gโ†’G) demonstrating membrane continuity
  3. Tonguing / Articulation

    • Short, percussive bursts with distinct transient character
  4. Triads (Staccato)

    • Rapid three-note sequences created through vocalized changes
    • Includes Cโ€“Eโ€“G, Fโ€“Aโ€“C, Gโ€“Bโ€“D patterns

Metadata (.csv)

Includes structured fields for file name, category, articulation, note pitch, vibrato status, microphone used, channel configuration, sample rate, bit depth, recording chain, and dataset version.

Metadata was hand-verified for consistency and accuracy according to Harmonic Frontier Audio standards.


๐ŸŽค Recording Notes

  • Recorded in a treated studio environment with:
    • Microphone: Rร˜DE NT1-A (large-diaphragm condenser)
    • Positioned 8โ€“10โ€ณ from the instrument for balanced capture
  • Recording chain:
    Rร˜DE NT1-A โ†’ Zoom F8n Pro (32-bit float capture)
    Exported as 96 kHz / 24-bit mono WAV for release
  • No noise reduction or dynamic processing used โ€” transient integrity preserved
  • Natural dynamics retained for realistic ML training behavior

๐ŸŒˆ Spectrogram Preview

Below is a spectrogram showing the Kazooโ€™s characteristic harmonic energy and buzzing membrane structure:

Spectrogram Preview


๐ŸŽง Listen โ€“ Demonstration Track

Below is a short mixed and mastered music example featuring this dataset in context.
It illustrates how the Kazoo (Preview) dataset can be integrated into a musical arrangement โ€” highlighting the instrumentโ€™s buzzing membrane texture, mid-forward timbre, and expressive glissandi and articulations.

๐ŸŽต Track: โ€œKazoo Exampleโ€
๐ŸŽš๏ธ Composer / Producer: Blake Pullen
๐Ÿ“ฆ Source: Harmonic Frontier Audio โ€“ Kazoo (Preview)


โšก Usage

This preview dataset is designed for:

  • Evaluation of Harmonic Frontier Audio dataset structure and fidelity
  • Testing AI and DSP systems that model membranophones and vocal-modulated instruments
  • Creative sound design, instrument synthesis, and timbre modeling
  • Classification and recognition research

๐Ÿ‘‰ Note: This is not a full dataset.

The complete Harmonic Frontier Audio Kazoo dataset will include:

  • Full pitch range coverage
  • Extended articulations and dynamic layers
  • Additional gesture types (trills, flutter-vocalizations, rhythmic motifs)
  • Velocities and spectral variations

๐Ÿ’ก Full Dataset Availability

This is a preview pack from the Novelty Gems Cabinet family.
The complete dataset โ€” with expanded articulations โ€” will be available for licensing.

For licensing inquiries:
๐Ÿ“ฉ [email protected]


๐Ÿ“ฅ How to Use This Dataset in Python

from datasets import load_dataset

dataset = load_dataset(
    "Harmonic-Frontier-Audio/Kazoo_Preview",
    split="train"
)

print(dataset)

โš™๏ธ Note: Parquet conversion and load_dataset() support will be available within 2โ€“3 days of publication.


๐Ÿ”— Explore More from Harmonic Frontier Audio

(All datasets follow The Proteus Standardโ„ข for ethical AI provenance and licensing.)


๐Ÿ“œ License

Released under CC BY-NC 4.0

  • Free for non-commercial use, testing, and research
  • Commercial licensing available via Harmonic Frontier Audio
  • Includes a formal rights declaration for clarity

๐Ÿ“ง Contact

Harmonic Frontier Audio
๐Ÿ“ฉ [email protected]
๐ŸŒ https://harmonicfrontieraudio.com/


๐Ÿ”ฎ Future Roadmap

This preview release is part of the Harmonic Frontier Audio โ€“ Novelty Gems Cabinet, within the broader Folk & World Instruments Catalogue.

Upcoming planned datasets include:

  • Kazoo (Full Dataset)
  • Toy Piano
  • Ocarina
  • Juice Harp

Harmonic Frontier Audio continues expanding the worldโ€™s first unified library of ethical, rights-cleared world and vocal sound datasets for AI training, synthesis, and advanced sound design.


๐Ÿ—’๏ธ Release Notes

Version 0.9 (Nov. 2025) โ€“ Initial Preview Pack release for Kazoo.
See CHANGELOG.md for version history.


Citation

If you use this dataset in your research, please cite:

Pullen, B. (2025). Kazoo Dataset (Preview) [Data set]. Harmonic Frontier Audio. Zenodo.
https://doi.org/10.5281/zenodo.17717348

ORCID: https://orcid.org/0009-0003-4527-0178

BibTeX

@dataset{pullen_2025_kazoo_preview,
  author       = {Blake Pullen},
  title        = {Kazoo Dataset (Preview)},
  year         = {2025},
  publisher    = {Harmonic Frontier Audio},
  version      = {0.9},
  doi          = {10.5281/zenodo.17717348},
  url          = {https://doi.org/10.5281/zenodo.17717348}
}
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