demand
Datasets
All datasets matching “demand”Traffic-Demand-Bench
Traffic-Demand-Bench
How many people will take a bike or a taxi in each part of the city — next hour, next day, next three days?
English | 中文 · Data and code: Hugging Face
Divide a city into zones. For every hour, count how many people take a shared bike or get into a taxi in each zone. That count is demand. Traffic-Demand-Bench is a forecast contest for that number: like a weather forecast, but for how busy each neighborhood will be.
We use the same rules on bike-share and taxi… See the full description on the dataset page: https://huggingface.co/datasets/tjtrans/Traffic-Demand-Bench.VoiceBank-DEMAND-16klabor-demand-index
Chainticks Labor Demand Index
An agent-friendly labor-demand panel for finding where organizations are still trying to hire humans for work that may be automatable.
This dataset intentionally publishes aggregates and official public-domain series only:
official_labor_timeseries: BLS JOLTS monthly openings, hires, quits, layoffs/discharges, and separations by US sector (latest revision).
jolts_sector_metrics: derived vacancy/hire, quit/hire, separation/hire, and YoY openings… See the full description on the dataset page: https://huggingface.co/datasets/Chainticks/labor-demand-index.skill-demand-index
Datamata Skill Demand Index
Daily share of active tech job listings mentioning each skill, across data, engineering, product, DevOps, security and AI. One row per category and skill from the most recent snapshot, including how often each skill is a hard requirement.
Latest snapshot: 2026-10-10
Rows in this release: 732
Updated: daily
Licence: CC BY 4.0 — free to use and adapt, including commercially, with attribution.
Source & methodology:… See the full description on the dataset page: https://huggingface.co/datasets/datamatastudios/skill-demand-index.DEMAND-acoustic-noiseAbout Dataset
A database of 16-channel environmental noise recordings
Source: https://www.kaggle.com/datasets/chrisfilo/demand
License: CC-BY-4.0
Introduction
Microphone arrays, a (typically regular) arrangement of several microphones, allow for a number of interesting signal processing techniques. The correlation of audio signals from microphones that are located in close proximity with each other can, for example, be used to determine the spatial location of sound source relative to the… See the full description on the dataset page: https://huggingface.co/datasets/voice-biomarkers/DEMAND-acoustic-noise.benchmark_DEMAND_noise
benchmark_DEMAND_noise
This dataset is a segmented subset derived from DEMAND: Diverse Environments Multichannel Acoustic Noise Database.
It is prepared for the SPARCO noise ablation benchmark. The intended use is to provide fixed 4-second environmental noise segments for:
AUROC-based SAE noise-related feature selection
binary noise-presence scorer training
scorer threshold calibration
final held-out benchmark evaluation
Source
Original source:
DEMAND: Diverse… See the full description on the dataset page: https://huggingface.co/datasets/SPARCO-project/benchmark_DEMAND_noise.