# Tabular Classification Datasets: AI Datasets
Source: https://savrn.com/datasets/tasks/tabular-classification
Markdown alternate of the page above; the site index is https://savrn.com/llms.txt

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SAVRN Model Hub · Datasets by Task

# Tabular Classification Datasets

22 open-weight tabular classification datasets in the SAVRN Model Hub, with Joey, Fliar BI and Julien Simon publishing the most.

22Datasets

17Publishers

5Licenses

## SAVRN's Take

Six datasets sit under tabular classification, in three groups by publisher. Ruslan Magana Vsevolodovna's sports-trends-dataset carries the traffic, 4,927 downloads against 173 for the next entry, and is the only one with volume: 10K to 100K records, 14,198,955 bytes, refreshed daily and partitioned by sport, date and layer. Julien Simon's two launch manifests, rocket-lab-launches and ula-launches, pull from the same Space Devs Launch Library 2 API, Electron on one side and Atlas V, Delta II, Delta IV, Delta IV Heavy and Vulcan Centaur on the other. Joey's three extracts, California licensed contractors, Austin software engineer jobs and Phoenix HVAC contractor leads, are Apify actor exports built for lead generation, labor market intelligence and compliance verification.

Nothing here forces a hardware decision. Every file except the sports set is under 100 KB, from 17,033 bytes for the California contractors to 80,388 for ULA, so the whole category fits in memory anywhere and its job is proving a pipeline, not training one. The licenses are the real check. Four of the six are MIT, the sports data and Joey's three. The two launch manifests are marked other, so read the repo's terms before building on them. Evaluate on the sports set, treat the manifests as reference tables at under 1K rows, and use the Joey trio to test ingestion.

SAVRN Research, 2026-09-18

## Most Downloaded

| Dataset | Publisher | License | Monthly downloads |
| --- | --- | --- | --- |
| [air-traffic](https://savrn.com/datasets/air-traffic) | Swadhin Biswas | mit | 27.4k |
| [sports-trends-dataset](https://savrn.com/datasets/sports-trends-dataset) | Ruslan Magana Vsevolodovna | mit | 4.5k |
| [nifty-session-logs](https://savrn.com/datasets/nifty-session-logs) | Himanshu nagar | mit | 1.1k |
| [nhl-analytics](https://savrn.com/datasets/nhl-analytics) | JJL | mit | 924 |
| [RaceData](https://savrn.com/datasets/racedata) | Tracing Insights | Not stated | 505 |
| [brawlstars-ranked](https://savrn.com/datasets/brawlstars-ranked) | Eli Fried | mit | 490 |
| [3w-causal-real-group-audit](https://savrn.com/datasets/3w-causal-real-group-audit) | Sankalp Thakur | cc-by-4.0 | 350 |
| [rocket-lab-launches](https://savrn.com/datasets/rocket-lab-launches) | Julien Simon | other | 173 |
| [ula-launches](https://savrn.com/datasets/ula-launches) | Julien Simon | other | 63 |
| [california-licensed-contractors](https://savrn.com/datasets/california-licensed-contractors) | Joey | mit | 57 |

## Licenses

| License | Datasets | Commercial use |
| --- | --- | --- |
| mit | 8 | Yes |
| cc-by-4.0 | 6 | Yes |
| cc-by-nc-4.0 | 4 | Not without separate permission |
| other | 3 | Read the license |
| not stated | 1 | Not stated |

## Who Publishes Them

| Publisher | Datasets |
| --- | --- |
| [Joey](https://savrn.com/model-publishers/joeygambino) | 3 |
| [Fliar BI](https://savrn.com/model-publishers/fliarbi) | 3 |
| [Julien Simon](https://savrn.com/model-publishers/juliensimon) | 2 |
| [Tracing Insights](https://savrn.com/model-publishers/tracinginsights) | 1 |
| [Swadhin Biswas](https://savrn.com/model-publishers/swadhinbiswas) | 1 |
| [STRIPED DONKEY Organization](https://savrn.com/model-publishers/stripeddonkey) | 1 |

## All 22 Datasets

Dataset · Tabular classification

### [air-traffic](https://savrn.com/datasets/air-traffic)

[Swadhin Biswas](https://savrn.com/model-publishers/swadhinbiswas)

Live and scheduled European air traffic as versioned Parquet: raw Bronze intake windows from the collector, plus curated Silver snapshots refreshed by a scheduled pipeline. - Bronze windows land continuously (positions every ~5 min, weather every 5 min, departures twice an hour, arrivals backfilled nightly). - Each of the Silver snapshots below is replaced every 15 minutes by the lake pipeline. - The Eurostat airport-traffic benchmark and dbt Gold marts are not stored here; see eu-air-traffic for the warehouse. - silver/positions/data.parquet — Live aircraft position snapshots (deduped by airframe). Key columns: icao24, callsign, latitude, longitude, altitude, velocity.…

Publicly accessible mit

[View dataset](https://savrn.com/datasets/air-traffic)

Dataset · Tabular classification

### [sports-trends-dataset](https://savrn.com/datasets/sports-trends-dataset)

[Ruslan Magana Vsevolodovna](https://savrn.com/model-publishers/ruslanmv)

The data backbone of Ruslan Magana Sports Intelligence — refreshed automatically every day. Large data never lives in GitHub — it lives here, partitioned by sport / date / layer. - Raw is append-only and immutable — full provenance back to the source API. - Bronze/Silver normalize to one canonical schema with stable IDs and de-duplication. - Gold is analytics/ML-ready: a feature store plus train/validation/test splits. - ML data is partitioned Parquet (by sport/date/layer) — never one giant CSV. Every feature is computed leakage-safely — for a given fixture, only matches with date < fixture.matchdate are used: The prediction label is the realized match outcome (home/draw/away or 2-way per…

Publicly accessible mit 10K<n<100K

[View dataset](https://savrn.com/datasets/sports-trends-dataset)

Dataset · Tabular classification

### [nifty-session-logs](https://savrn.com/datasets/nifty-session-logs)

[Himanshu nagar](https://savrn.com/model-publishers/nagarhimanshu37)

This dataset repository contains structured session telemetry, real-time trade signals, risk gate evaluations, agent decisions, and accuracy improvement reports generated by the Nifty AI Brain Agent running autonomously on Kaggle dual T4 GPU environment. 1. Continuous Learning: Track which setups (CPR Breakout, VWAP Rejection, Trap Hunter) perform best. 2. Defect & Weakness Isolation: Automatically identify why signals fail (e.g. low VIX chop, opening 15-min noise, wrong delta). 3. Agent Tuning: Use improvementnotes.md to refine strategy thresholds, risk weights, and LLM reasoning prompts. Automatically synced from Kaggle dual T4 runners via HFSessionPusher.

Publicly accessible mit n<1K

[View dataset](https://savrn.com/datasets/nifty-session-logs)

Dataset · Tabular classification

### [nhl-analytics](https://savrn.com/datasets/nhl-analytics)

[JJL](https://savrn.com/model-publishers/jjerlee)

This dataset provides comprehensive, multi-season panel data and advanced analytical measurements for the National Hockey League (NHL), spanning over 17,000 games, 600,000 player-game appearances, and millions of play-by-play event coordinates from 2013 to the present day (actively maintained and daily updated). The repository is structured into two primary tiers: 1. data/: Raw longitudinal panel datasets (games, box scores, rosters, shifts, play-by-play events, closing betting lines). 2. measurement/: Derived analytical metrics, team-season benchmarks, and physical action telemetry generated by automated pipelines, all indexed with standardized yrseason columns. Automated daily GitHub…

Publicly accessible mit 1M<n<10M

[View dataset](https://savrn.com/datasets/nhl-analytics)

Dataset · Tabular classification

### [RaceData](https://savrn.com/datasets/racedata)

[Tracing Insights](https://savrn.com/model-publishers/tracinginsights)

Multi-table Formula 1 dataset. Each table is exposed as a separate configuration so that every table keeps its own column schema.

Publicly accessible 100K<n<1M

[View dataset](https://savrn.com/datasets/racedata)

Dataset · Tabular classification

### [brawlstars-ranked](https://savrn.com/datasets/brawlstars-ranked)

[Eli Fried](https://savrn.com/model-publishers/elif77)

Ranked match telemetry from the public Brawl Stars API, one row per ranked set. A set is up to three games on one fixed map and mode, first team to two wins; record holds the game-by-game outcome. Collected and published automatically by an open-source ETL pipeline. This page shows season54, the season in progress. It is refreshed every time the crawler runs, so the numbers above move during the season. Each season is its own config, because they are not interchangeable — see Limitations. Earlier seasons: season53. Each season is one file, written in time order. Parquet stores the min and max of every row group, so a reader asking for a date range skips the groups that cannot match rather…

Publicly accessible mit 1M<n<10M

[View dataset](https://savrn.com/datasets/brawlstars-ranked)

Dataset · Tabular classification

### [3w-causal-real-group-audit](https://savrn.com/datasets/3w-causal-real-group-audit)

[Sankalp Thakur](https://savrn.com/model-publishers/sankalpsthakur)

Headline: the validation-selected detector covered 24 of 55 confirmation episodes, but 21 of those 24 are carried-in alarms (an alarm already active when the episode began, not a detection of its onset). It caught 3 of the 12 observable onsets within 300 seconds. Decision-level and episode-level results from a well-event detection study on real Petrobras 3W 2.0 recordings, tested on well groups the detectors never saw in training. Use these tables to see how detectors transfer across wells. This is not a new sensor dataset; raw sensor values stay with the upstream source. - Scores, labels and provenance columns are for auditing. Never feed them to a predictor as inputs. - eventtimestampns…

Publicly accessible cc-by-4.0

[View dataset](https://savrn.com/datasets/3w-causal-real-group-audit)

Dataset · Tabular classification

### [rocket-lab-launches](https://savrn.com/datasets/rocket-lab-launches)

[Julien Simon](https://savrn.com/model-publishers/juliensimon)

Part of a dataset collection on Hugging Face. Complete Rocket Lab launch manifest — past and upcoming missions flown or planned by Peter Beck's small-launch company, sourced from The Space Devs Launch Library 2 API. Covers Electron (small-lift two-stage rocket using Rutherford 3D-printed engines, operational since 2017 from Mahia Peninsula in New Zealand and from LC-2 at Wallops Island, Virginia) and the forthcoming Neutron medium-lift partially reusable rocket. Each row captures mission identifier, vehicle, launch time, status, pad location, target orbit, and a free-text mission description. Includes the full Electron history from the May 2017 'It's a Test' debut through the current…

Publicly accessible other n<1K

[View dataset](https://savrn.com/datasets/rocket-lab-launches)

Dataset · Tabular classification

### [ula-launches](https://savrn.com/datasets/ula-launches)

[Julien Simon](https://savrn.com/model-publishers/juliensimon)

Part of a dataset collection on Hugging Face. Complete United Launch Alliance (ULA) launch manifest — past and upcoming flights of Atlas V, Delta II, Delta IV, Delta IV Heavy, and Vulcan Centaur — sourced from The Space Devs Launch Library 2 API. ULA is the Boeing-Lockheed Martin joint venture formed in 2006 to consolidate US national security space launches under a single EELV (Evolved Expendable Launch Vehicle) provider. For nearly a decade ULA enjoyed a monopoly on high-value national security payloads before SpaceX's Falcon 9 broke into the market. ULA retired its Delta family in favor of Vulcan Centaur, which flew its first flight in 2024 and is now ramping to take over both national…

Publicly accessible other n<1K

[View dataset](https://savrn.com/datasets/ula-launches)

Dataset · Tabular classification

### [california-licensed-contractors](https://savrn.com/datasets/california-licensed-contractors)

[Joey](https://savrn.com/model-publishers/joeygambino)

This dataset contains clean, structured public data exported directly from production runs of Apify actors. It serves as a benchmark and sample for lead generation, labor market intelligence, and compliance verification. Public registry extract of verified California licensed specialty and general building contractors from the California Contractors State License Board (CSLB). Includes business names, license numbers, current license status, issue dates, expiration dates, and classifications. Generated via Apify Actor captainhandsome/ca-contractor-license-search. - contractorname: (e.g. smith jay r) - nametype: (e.g. previous) - licensenumber: (e.g. 1018539) - city: (e.g. berkeley)…

Publicly accessible mit n<1K

[View dataset](https://savrn.com/datasets/california-licensed-contractors)

Dataset · Tabular classification

### [austin-software-engineer-jobs](https://savrn.com/datasets/austin-software-engineer-jobs)

[Joey](https://savrn.com/model-publishers/joeygambino)

This dataset contains clean, structured public data exported directly from production runs of Apify actors. It serves as a benchmark and sample for lead generation, labor market intelligence, and compliance verification. Clean structured extract of active software engineering, full stack, and AI developer job listings in the Austin, Texas metro area. Includes canonical job URLs, company names, employer ratings, location tags, salary estimates, raw posting age (e.g. 24h, 3d), and normalized estimated posting dates. Generated via Apify Actor captainhandsome/glassdoor-jobs-scraper. - jobtitle: (e.g. Entry-level Software Developer) - joburl: (e.g.…

Publicly accessible mit n<1K

[View dataset](https://savrn.com/datasets/austin-software-engineer-jobs)

Dataset · Tabular classification

### [phoenix-hvac-contractor-leads](https://savrn.com/datasets/phoenix-hvac-contractor-leads)

[Joey](https://savrn.com/model-publishers/joeygambino)

This dataset contains clean, structured public data exported directly from production runs of Apify actors. It serves as a benchmark and sample for lead generation, labor market intelligence, and compliance verification. Real verified extract of HVAC repair, installation, and commercial contractor businesses across Phoenix, Arizona including business names, phone numbers, full addresses, ratings, review counts, Google Maps URLs, and website domains. Generated via Apify Actor captainhandsome/google-maps-business-search. - name: (e.g. Ken Muncy Air Conditioning) - placeurl: (e.g. https://www.google.com/maps/place/Ken+Muncy+Air+Conditioning) - placeid: (e.g.…

Publicly accessible mit n<1K

[View dataset](https://savrn.com/datasets/phoenix-hvac-contractor-leads)

Dataset · Tabular classification

### [clinical_trials_history](https://savrn.com/datasets/clinical-trials-history)

[Anamnesis Data](https://savrn.com/model-publishers/anamnesis-data)

The Clinical Trials Version History dataset by Anamnesis Data: structured medical and scientific data for biotech, pharma and healthcare research. Public trial registries show only a trial's latest state. This dataset keeps every version, so you can see what a trial said on any past date, or when a sponsor moved a completion date. 604,582 trials (4,444,543 versions), one folder of Parquet files per table (79 tables, 526,178,527 rows). Access is gated; request it above. A free complete trials has the same tables and columns. in the sample holds ready-to-run DuckDB queries, from a trial's current record to serious adverse event rates. They run unchanged against this dataset's which creates…

Access requested at publisher cc-by-nc-4.0 100M<n<1B

[View dataset](https://savrn.com/datasets/clinical-trials-history)

Dataset · Tabular classification

### [Community-Ceramics-Kiln-Thermal-Ledger-June-2036](https://savrn.com/datasets/community-ceramics-kiln-thermal-ledger-june-2036)

[Sota](https://savrn.com/model-publishers/sotaagi2030)

This release contains public-safe firing heat-load events for the cooperative ceramics maintenance program. Internal identifiers and non-public workshop equipment are excluded from the release.

Publicly accessible cc-by-4.0

[View dataset](https://savrn.com/datasets/community-ceramics-kiln-thermal-ledger-june-2036)

Dataset · Tabular classification

### [EMNLP_Cost-Aware-Protocol-Routing](https://savrn.com/datasets/emnlp-cost-aware-protocol-routing)

[AgentsSci — Agents for Science Research Group](https://savrn.com/model-publishers/agentssci)

The short version. We ran the same 6,803 reasoning problems through four different LLM collaboration setups — from a single direct answer up to a four-agent deliberation — and recorded, for every problem, which ones got it right. Then we asked whether a model can look at a problem beforehand and predict which setup is worth paying for. It can predict whether it will fail. It cannot predict which collaboration protocol will fix the failure. That gap is what this dataset is for. This is the data release for the EMNLP 2026 paper LLMs Can Predict Failure Risk, But Struggle to Predict Which Collaboration Protocol Pays Off. Every released problem was run under all four, with the same solver…

Publicly accessible cc-by-4.0 10K<n<100K

[View dataset](https://savrn.com/datasets/emnlp-cost-aware-protocol-routing)

Dataset · Tabular classification

### [floods-news-2019-2026](https://savrn.com/datasets/floods-news-2019-2026)

[Fliar BI](https://savrn.com/model-publishers/fliarbi)

A dataset of flood news from a global news index, January 2019 – July 2026, built with the Prism News API (historical and real-time news, https://radar-api.fliarbi.com/news). Every row is one news article about floods, with its date, location, tone, editorial priority, themes and the organisations it names, plus a link that returns the full article through the API. - 38.75% of each year's flood coverage falls in July–September (2019–2025 average). - Floods took a 39% smaller share of news in 2020 than in 2019, the low point of the period. - July 2021 (European and Henan floods) was the peak month: 57.91 flood articles per 10,000 news articles. - India's share of located flood news is 1.53…

Publicly accessible cc-by-nc-4.0 10K<n<100K

[View dataset](https://savrn.com/datasets/floods-news-2019-2026)

Dataset · Tabular classification

### [hurricanes-news-2019-2026](https://savrn.com/datasets/hurricanes-news-2019-2026)

[Fliar BI](https://savrn.com/model-publishers/fliarbi)

A dataset of news about hurricanes and other tropical cyclones (typhoons, cyclones and tropical storms) from a global news index, January 2019 – July 2026, built with the Prism News API (historical and real-time news, https://radar-api.fliarbi.com/news). Every row is one news article about a tropical cyclone, with its date, location, tone, machine-assigned priority, themes and the organisations it names, plus a link that returns the full article through the API. - 49.84% of each year's tropical-cyclone coverage falls in August–October (2019–2025 average). - October 2024 (Hurricane Milton, after Hurricane Helene) was the peak month: 102.1 articles per 10,000 news articles. - The 2025 share…

Publicly accessible cc-by-nc-4.0 10K<n<100K

[View dataset](https://savrn.com/datasets/hurricanes-news-2019-2026)

Dataset · Tabular classification

### [lagune-market-ecommerce](https://savrn.com/datasets/lagune-market-ecommerce)

[BuildersLab](https://savrn.com/model-publishers/builderslab)

Version française plus bas. Synthetic data for the BuildersLab trial period: short starter assignments for new cohort members. Lagune Market is a made-up online marketplace based in Abidjan, Côte d'Ivoire, with prices in FCFA and payments by mobile money, card or cash on delivery. Every customer, order and document is invented. Generated with a fixed seed by scripts/trial-datasets/ecommerceorders.py in the BuildersLab repository. The files come from a French-format Excel export, so they need some care when loading. The answers are not in this repository. One customer can place many orders, and one product can appear in many orders. Each folder has a README.md with full instructions. Données…

Publicly accessible cc-by-4.0 10K<n<100K

[View dataset](https://savrn.com/datasets/lagune-market-ecommerce)

Dataset · Tabular classification

### [nairobi-longitudinal-healthcare-utilization](https://savrn.com/datasets/nairobi-longitudinal-healthcare-utilization)

[STRIPED DONKEY Organization](https://savrn.com/model-publishers/stripeddonkey)

Synthetic population data for predicting healthcare demand across time. A genuine balanced longitudinal panel: the same 10,000 synthetic Nairobi residents, tracked at 3 annual observation dates (2023-09-01 / 2024-09-01 / 2025-09-01 = Train / Validation / Test) — 30,000 person-period rows, 38 columns. Each row carries up to 24 months of prior health, insurance, household and employment history as of that date, plus what happened to that same person over the following 12 months. This links the same synthetic person across health, insurance, household, education and employment domains, over time — not a single disease table. Marketplace question: Who is most likely to use healthcare — or…

Publicly accessible cc-by-4.0 10K<n<100K

[View dataset](https://savrn.com/datasets/nairobi-longitudinal-healthcare-utilization)

Dataset · Tabular classification

### [nws-telemetry-historical-warnings](https://savrn.com/datasets/nws-telemetry-historical-warnings)

[Schraads](https://savrn.com/model-publishers/schraads)

Tornado Warnings (TOR), Severe Thunderstorm Warnings (SVR) and Flash Flood Warnings (FFW), plus the follow-up Severe Weather / Flash Flood Statements (SVS, FFS) that continue, cancel or expire them. Includes warning polygons, storm motion, hazard tags and VTEC fields, and an eventkey that links every statement to its original warning. One row = one VTEC event line within one segment of one bulletin. A statement that continues several warnings produces several rows. Part of a family of datasets built from a continuous, deduplicated capture of the National Weather Service text feeds (NWWS-OI and EMWIN), recorded as each product is issued. Collection began in October 2026 and is ongoing; new…

Publicly accessible cc-by-4.0

[View dataset](https://savrn.com/datasets/nws-telemetry-historical-warnings)

Dataset · Tabular classification

### [oman-government-statistics](https://savrn.com/datasets/oman-government-statistics)

[Jaifar Alshizawi](https://savrn.com/model-publishers/jaifar)

A structured, bilingual (EN/AR) catalog of official statistical publications from Oman's National Centre for Statistics and Information (NCSI), harvested from - 1,844 publications across 15 subject areas, each with bilingual titles, direct EN/AR PDF links (and XLS where available), category, and publication dates. - Every file link was verified (HTTP status + size) at harvest time: 3,703/3,706 files confirmed reachable (~25.0 GB of official reports). - other - v0.2+: data.gov.om indicators, respecting its robots.txt (its SDMX API is disallowed). Published by NCSI, Sultanate of Oman. Redistribution follows the NCSI open-data terms of use (see license link). The catalog itself (metadata…

Publicly accessible other n<1K

[View dataset](https://savrn.com/datasets/oman-government-statistics)

Dataset · Tabular classification

### [snowfall-news-2019-2026](https://savrn.com/datasets/snowfall-news-2019-2026)

[Fliar BI](https://savrn.com/model-publishers/fliarbi)

A dataset of news about snowfall, snowstorms and blizzards from a global news index, January 2019 – July 2026, built with the Prism News API (historical and real-time news, https://radar-api.fliarbi.com/news). Every row is one news article about snowfall, with its date, location, tone, editorial priority, themes and the organisations it names, plus a link that returns the full article through the API. - 59.76% of each year's snowfall coverage falls in December–February (2019–2025 average); June–August holds 5.57%. - Snowfall's share of news ranged from 4.08 to 7.97 articles per 10,000 between 2019 and 2025; the 2025 level was 39.4% below 2019. - January 2026 (the January 23–27 North…

Publicly accessible cc-by-nc-4.0 10K<n<100K

[View dataset](https://savrn.com/datasets/snowfall-news-2019-2026)

## Other Tasks

- [Text Generation](https://savrn.com/datasets/tasks/text-generation) 140
- [Robotics](https://savrn.com/datasets/tasks/robotics) 120
- [Other](https://savrn.com/datasets/tasks/other) 50
- [Text Classification](https://savrn.com/datasets/tasks/text-classification) 50
- [Text Retrieval](https://savrn.com/datasets/tasks/text-retrieval) 44
- [Question Answering](https://savrn.com/datasets/tasks/question-answering) 39
- [Speech Recognition](https://savrn.com/datasets/tasks/speech-recognition) 34
- [Image to Text](https://savrn.com/datasets/tasks/image-to-text) 29
- [Time Series Forecasting](https://savrn.com/datasets/tasks/time-series-forecasting) 23
- [Image Classification](https://savrn.com/datasets/tasks/image-classification) 18
- [Object Detection](https://savrn.com/datasets/tasks/object-detection) 16
- [Visual Question Answering](https://savrn.com/datasets/tasks/visual-question-answering) 16

[See all](https://savrn.com/datasets/tasks)