AI Training Datasets

Research snapshot of official legislation collected from DOTIC dotic.ir. Not legal advice. Official gazettes / government portals prevail over this corpus. - data/laws.parquet — one row per instrument (id, title, full text, dates, status, identifiers, article count, source URL). - data/articles.parquet — one row per article/section (lawid, article number, title, text, source URL). - scrapers/collectir.py — research collector used to build this snapshot. - scrapers/common.py — shared collector helpers. - scrapers/worldlib.py — shared fetch (live official URL, Wayback fallback). - scrapers/archivefallbacks.py — Wayback / Common Crawl CDX helpers. Official government / gazette texts; reuse per…

Dataset

ballard-observatory

Kenny Olufowobi

Every public record and measurement about the Ballard neighborhood of Seattle that the Ballard Observatory platform collects, in one open, queryable lake. It is refreshed automatically. Raw values are stored as strings exactly as published (objects as JSON), so upstream schema changes never lose data. Typed SQL views, including a unified events view, are defined in platform/bo/views.py. Only public records are collected. Personal fields are removed at ingest: - liquor-license applicants' names, birthdates and phone numbers - sole proprietors' legal names and business phone numbers Locations that publishers redact (for example SPD's redacted locations) stay redacted. Personal fields removed…

Dataset · Other

AnyHand-Dataset

Chen Si

Original AnyHand standard TAR shards for synthetic hand-pose research. This is a distribution mirror of the Harvard Dataverse source, persistent ID doi:10.7910/DVN/VBYEK3, source version:draft. Transfer in progress or partial. Uploaded samples: 4,868,096. Failed items are excluded, not replaced with partial shards. Check transfersummary.json before treating this mirror as a complete release. Each published TAR contains exactly 1024 samples. Every sample's RGB, depth, and annotation were decoded and checked locally; PNG checksums and TAR end markers were checked. Optional masks were checked when present. Upload size and SHA-256 were confirmed through HF metadata. Files preserve source split…

Boread A Dataset and Benchmark for Dynamic UAV Viewpoint Scheduling in Aerial-Ground Cooperative Perception Hugging Face dataset · Anonymous code is a CARLA-Air-based dataset and benchmark for active viewpoint selection in aerial-ground cooperative perception. A UAV selects successive viewpoints to reveal targets occluded

CausalDS is a benchmark generator for causal reasoning in data-science agents. Each generated scene pairs a synthetic structural causal model with tabular data and an audited natural-language story. Tasks span association, intervention, and counterfactual reasoning, including estimation, uncertainty, causal structure, and knowing when to abstain. This release contains the 100-task realistic exam and the observation-layer and CauseNet-seeding ablations, including evaluation inputs, reference answers, and held-out test labels. The code repository provides the generator, agent harness, and deterministic grader. The CausalDSScore $\times$ $\log$ tokens per task plane separates the latest closed…

Research snapshot of official legislation collected from MalawiLII / Parliament of Malawi. Not legal advice. Official gazettes / government portals prevail over this corpus. - data/laws.parquet — one row per instrument (id, title, full text, dates, status, identifiers, article count, source URL). - data/articles.parquet — one row per article/section (lawid, article number, title, text, source URL). - scrapers/collectmw.py — research collector used to build this snapshot. - scrapers/common.py — shared collector helpers. - scrapers/worldlib.py — shared fetch (live official URL, Wayback fallback). - scrapers/archivefallbacks.py — Wayback / Common Crawl CDX helpers. Official government /…

An expanding collection of Arabic audio from YouTube, SoundCloud, and other sources. Currently labelled Palestinian Arabic (ps). 53,194 recordings · approximately 9,573.3 hours · 501.14 GB Audio retains its original format and sample rate. Recordings have not yet been segmented or individually checked for dialect. New audio is added in ~5 GB Parquet files. The final incomplete file is held locally until it fills.

Dataset · Speech recognition

Vartalaap

Kapture CX

Dual-channel synthetic Indian customer-support calls for training full-duplex speech-to-speech models. 81,152 calls · 1,880.2 hours · 2201 shards (last updated 2026-10-05 09:06 IST) Each row's audio is a stereo FLAC at 24000 Hz: Hindi is written in Devanagari, English in Latin, in the same string — "आपका order अभी out for delivery है". Romanized Hindi is rejected by a QA gate. Everything the TTS spoke is spelled out: no digits (₹4,500 → चार हज़ार पाँच सौ रुपये), abbreviations letter-by-letter in Devanagari (OTP → ओ टी पी), phone numbers in two-digit batches (अट्ठानवे चालीस पैंतालीस बावन तिरासी). Backchannels are deliberately Latin (ji, hmm ji, haan ji). - callid, audio, durations…

Dataset

mars-monoculture-data

Fabricio Da Silva

Dataset privado de pesquisa para o projeto Mars Monoculture Sovereign OS (OmniMind). - Simulação da monocultura (Spirulina → batata → trigo) com dados reais de Marte - Histerese operacional, metaestabilidade, Dodecatíade agrícola (12 setores) Cada arquivo mantém a estrutura original do PDS. Os manifestos registram dataset/file/ok. - Triad pública compilada no Colab: kernelcompute (Ma'at), freud10d (INRC), sovereignkuramoto (Kuramoto + Hopf) - parquet/: dados vetorizados em parquet zstd (REMS 1521 sols com D12/D13/D15; MOLA tiles; SEIS eventos) - simulations/: kernel emulado × máquina marciana — 300 sols com Φ/Ψ/σ/ε, Ma'at, Rpair (kuramoto 12 casas), regime Hopf - Reconhecimento Dodecatíade…