datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
florida-layoffs-warn-act-notices-daily
Florida WARN Act layoff notices — every filing we hold since 2015, one CSV, rebuilt daily
3,116 Florida WARN notices — every one this dataset holds, back to 2015 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-16
· state source last checked 2026-09-24T14:05Z · official source: FloridaCommerce (REACT WARN list) — WARN notices.
Florida employers must file a WARN Act notice with the state before a qualifying
mass layoff or… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/florida-layoffs-warn-act-notices-daily.translateplus-flores-benchmark
TranslatePlus Translation Benchmark (FLORES 2026)
This dataset contains benchmark results for TranslatePlus Translation API across 20 global languages using the FLORES dataset.
👉 Try the API: https://translateplus.io
Methodology
Dataset: FLORES (Facebook)
Samples per language: 997
Source language: English
Target languages: Top 20 global languages
Evaluation metrics:
BLEU (sacreBLEU)
COMET (Unbabel/wmt22-comet-da)
Evaluation type: Reference-based (human… See the full description on the dataset page: https://huggingface.co/datasets/meetsohail/translateplus-flores-benchmark.floradb-houseplants-care-sample
🌿 FloraDB — Houseplant Care & Pet-Toxicity Dataset (Free Sample)
Full dataset: floradb.dataengineered.io · $49 one-time → Buy on Stripe · the same sample on Kaggle
A free sample of FloraDB: a structured dataset that turns subjective houseplant care advice — "bright indirect light", "water when dry" — into quantitative engineering metrics (Lux thresholds, watering-day intervals, temperature and humidity ranges), joined to ASPCA dog/cat toxicity and grounded on the GBIF… See the full description on the dataset page: https://huggingface.co/datasets/Ichlibitiche/floradb-houseplants-care-sample.flores-parallelmegalith-10m-florence2
Megalith-10M with Florence-2 Caption
日本語はこちら
This reposity is the supplymentary of Megalith-10M.
Megalith-10M is an CC-0 like image dataset. However, the dataset does not contain the image caption.
Therefore, we caption the images by Florence 2.
Usage
from datasets import load_dataset
dataset = load_dataset("aipicasso/megalith-10m-florence2")
How to get images
git lfs install
git clone https://huggingface.co/datasets/drawthingsai/megalith-10m… See the full description on the dataset page: https://huggingface.co/datasets/aipicasso/megalith-10m-florence2.f1_corner_telemetry_2024_2025
Readme Dataset
[!TIP]
This dataset is used in RacingDNA.
[!NOTE]
Dataset Overview
This repository includes:
2024-2025 Curve Dataset: Includes Race and Qualifying sessions.
Normalization: Data is already processed and normalized (see below).
2025 Raw Data: Raw data from the 2025 season is included.
Credits: Raw telemetry data is sourced from TracingInsights on Hugging Face.
Dataset Structure
The dataset is a CSV file where each row represents a specific curve taken… See the full description on the dataset page: https://huggingface.co/datasets/FlorindoDev/f1_corner_telemetry_2024_2025.flores_plus_gender
FLORES+Gender
This dataset builds on the FLORES+ benchmark, developed by Meta to assess machine translation (MT) systems for low-resource languages. FLORES+Gender is designed to assess gender bias in MT. While the typical approach examines bias by translating from a genderless language into a gendered one, this dataset follows the methodology of Costa-jussà et al. (2023) and reverses the direction to analyse whether translation quality is affected by the predominant grammatical… See the full description on the dataset page: https://huggingface.co/datasets/HiTZ/flores_plus_gender.aihub-flores-koen-integrated-prime-small-30k
High Quality Ko-En Translation Dataset (AIHub-FLoRes Integrated)
AI Hub의 한-영 번역 데이터셋과 FLoRes 한-영 번역 데이터셋의 합본입니다.
High Quality AIHub Dataset
AI Hub의 경우 한-영 번역 관련 데이터셋을 8개 병합한 병렬 데이터 traintogpb/aihub-koen-translation-integrated-tiny-100k에서 고품질의 번역 레퍼런스를 가진 데이터만 추출하였습니다.
번역 레퍼런스 품질 평가 척도는 Unbabel/XCOMET-XL (3.5B)로 측정한 xCOMET metric입니다.
8개의 AIHub 데이터 소스 중 기존 실험을 통해 번역 성능(SacreBLEU)이 낮았던 4개의 소스에서 xCOMET 기준 상위 5,000개, 그 외 4개의 소스에서 xCOMET 기준 상위 2,500개를 추출해 총 약 3만 개의 데이터를… See the full description on the dataset page: https://huggingface.co/datasets/traintogpb/aihub-flores-koen-integrated-prime-small-30k.2M-Flores-ASL
2M-Flores
As part of the 2M-Belebele project, we have produced video recodings of ASL signing for all the dev and devtest
sentences in the original flores200 dataset.
To obtain ASL sign recordings, we provide translators of ASL and native signers with the English text version of the sentences to be recorded.
The interpreters are then asked to translate these sentences into ASL, create glosses for all sentences, and record their interpretations into ASL one sentence at a time.
The… See the full description on the dataset page: https://huggingface.co/datasets/alj68/2M-Flores-ASL.flores_plusflorence2-ofa-captions-500
OFA Florence-2 Dataset (500 Samples)
This dataset was generated using microsoft/Florence-2-large on a subset of COCO 2017 Validation images.
It is pre-formatted for OFA Stage-1 fine-tuning (Headerless TSV, URL-safe base64, max 512x512 resolution).
aihub-flores-koen-integrated-prime-base-300k
High Quality Ko-En Translation Dataset (AIHub-FLoRes Integrated)
AI Hub의 한-영 번역 데이터셋과 FLoRes 한-영 번역 데이터셋의 합본입니다.
High Quality AIHub Dataset
AI Hub의 경우 한-영 번역 관련 데이터셋을 8개 병합한 병렬 데이터 traintogpb/aihub-koen-translation-integrated-mini-1m에서 고품질의 번역 레퍼런스를 가진 데이터만 추출하였습니다.
번역 레퍼런스 품질 평가 척도는 Unbabel/XCOMET-XL (3.5B)로 측정한 xCOMET metric입니다.
8개의 AIHub 데이터 소스의 구성 비율은 실험을 통해 확보한 번역 성능(SacreBLEU)에 따라 차등을 두었습니다.
FLoRes Dataset
FLoRes-200 데이터셋의 경우 997개의 dev, 1,012개의… See the full description on the dataset page: https://huggingface.co/datasets/traintogpb/aihub-flores-koen-integrated-prime-base-300k.FloridaStateLeagueRawDataEmDComF_OCR_post-correctionOCR-to-gold parallel dataset for OCR post-correcting early modern Dutch, originating from EmDComF.
FLORES200_translations_GPT4
Dataset Summary
This dataset consists of three synthetic parallel English-to-Faroese translations of 1,012 sentences from the FLORES-200 benchmark. The translations were generated using GPT-4 Turbo (gpt-4-1106-preview) with three different prompting strategies:
Zero-shot translation (no additional examples provided).
Random few-shot translation (12 few-shot examples selected randomly).
STS-based few-shot translation (12 few-shot examples selected using Semantic Textual Similarity).… See the full description on the dataset page: https://huggingface.co/datasets/barbaroo/FLORES200_translations_GPT4.florida-save-our-homes-by-county
Florida Save Our Homes Benefit by County (2026)
This Hugging Face copy holds counties.csv, counties.json, distribution_2026.csv, portability_by_county.csv and schema.json. The saved DOR Data Book files, the manifest of every raw roll file, the build tools and the full findings are in the GitHub repository. Paths below that begin with data/, tools/ or notebooks/ refer to that repository.
A county-by-county dataset of the Florida Save Our Homes (SOH) assessment differential, which… See the full description on the dataset page: https://huggingface.co/datasets/StepUpLaw/florida-save-our-homes-by-county.the-hhi-monopoly-index-for-florida-us-175106
The HHI Monopoly Index for Florida, US
Free sample dataset from BeamStation
--HHI Dominance--
Near-monopoly positions in their local market.
Businesses that mathematically "own" their local market (>30% share) with high HHI contribution of >900 within 1km.
Safe, cash-flow-heavy bets that competitors can't easily dislodge.
This dataset, titled "The HHI Monopoly Index for Florida, US," contains 1,881 records that identify firms exhibiting near‑monopoly characteristics within a… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/the-hhi-monopoly-index-for-florida-us-175106.all-restaurants-in-cape-coral-fort-myers-metro-florida-us-394799
All Restaurants in Cape Coral-Fort Myers (Metro), Florida, US
Free sample dataset from BeamStation
This dataset provides a complete metro export of every restaurant operating in the Cape Coral‑Fort Myers metropolitan area of Florida, United States. It contains 1,245 records, each representing a distinct establishment with all available profile columns included in the weekly refresh. The data capture location‑specific details such as address, contact information, cuisine type, hours… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-cape-coral-fort-myers-metro-florida-us-394799.Flores-subsetall-restaurants-in-tallahassee-metro-florida-us-125759
All Restaurants in Tallahassee (Metro), Florida, US
Free sample dataset from BeamStation
This dataset provides a complete Metro export of all restaurants in Tallahassee, Florida, United States. It contains 587 records, each representing a distinct dining establishment within the Tallahassee metro area. The data are refreshed on a weekly basis, ensuring that users have access to the most current listings, contact information, hours, cuisine types, and any other available columns… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-tallahassee-metro-florida-us-125759.top-50-restaurant-category-dominators-in-florida-us-193730
Top 50 Restaurant Category Dominators in Florida, US
Free sample dataset from BeamStation
Top 50 Restaurant Category Dominators in Florida, US
This dataset lists the 48 highest‑volume restaurants across the state of Florida, identified by their massive review counts and statewide ranking. Each entry represents a venue that consistently draws large crowds, making them reliable choices for diners seeking popular, well‑reviewed spots. The list is refreshed weekly to reflect… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/top-50-restaurant-category-dominators-in-florida-us-193730.all-restaurants-in-kissimmee-florida-us-295095
All Restaurants in Kissimmee, Florida, US
Free sample dataset from BeamStation
All Restaurants in Kissimmee, Florida, US is a weekly‑updated export that lists every dining establishment operating in the city. The dataset contains 562 records, each representing a single restaurant profile with all available columns such as name, address, cuisine type, contact information, hours of operation, and any additional attributes provided by the source. Because it is refreshed on a weekly… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-kissimmee-florida-us-295095.restaurant-sentiment-crashers-prime-in-florida-us-471551
Restaurant Sentiment Crashers Prime in Florida, US
Free sample dataset from BeamStation
--Distressed Restaurants with Verified Decline--
Established, well-reviewed restaurants now experiencing
Dataset Details
Field
Value
Full dataset
463 records
Sample size
46 records
Location
Florida
Category
Restaurants
Updated
weekly
Format
CSV
Columns
beam_id, title, category_main_group, category_sub_group, category, categories, address, street, city, state… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-sentiment-crashers-prime-in-florida-us-471551.EmDComFThe EmDComF dataset consists of 466 early modern Dutch comedies and farces, that appeared between 1650-1725.
Gold data originates from CENETON and DBNL.
OCR data is post-corrected after finetuning mBART on floriandebaene/EmDComF_OCR_post-correction.
the-hhi-monopoly-index-for-jacksonville-florida-us-169683
The HHI Monopoly Index for Jacksonville, Florida, US
Free sample dataset from BeamStation
--HHI Dominance--
This dataset provides the Herfindahl‑Hirschman Index (HHI) monopoly scores for businesses operating in Jacksonville, Florida, US. It contains 111 records, each representing a firm that holds a near‑monopoly position within a 1‑kilometer radius, defined as having a market share above 30 % and contributing more than 900 points to the local HHI. The data are refreshed weekly… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/the-hhi-monopoly-index-for-jacksonville-florida-us-169683.restaurant-tiktok-renegades-in-florida-us-232022
Restaurant TikTok Renegades in Florida, US
Free sample dataset from BeamStation
--Social Platform Gap--
This dataset captures Restaurant TikTok Renegades operating in Florida, US. It contains 346 records that are refreshed on a weekly basis, offering a timely view of establishments with strong Instagram followings exceeding 10k but minimal to no activity on TikTok. Each record includes location details within Florida, category tags for the restaurant sector, and signals that… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-tiktok-renegades-in-florida-us-232022.EmDComF_primary-emotionall-restaurants-in-miami-beach-florida-us-194303
All Restaurants in Miami Beach, Florida, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in Miami Beach, Florida, United States. It contains 688 records, each representing a distinct establishment with all available profile columns such as name, address, cuisine type, contact information, operating hours, and any additional attributes supplied by the source. The data is refreshed on a weekly basis, ensuring users have… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-miami-beach-florida-us-194303.all-restaurants-in-coral-springs-florida-us-180787
All Restaurants in Coral Springs, Florida, US
Free sample dataset from BeamStation
This dataset provides a complete export of every restaurant operating in Coral Springs, Florida, United States. It contains 174 records, each representing a distinct establishment with all available profile columns such as name, address, cuisine type, contact information, and any additional attributes sourced from local business listings. The data is refreshed on a weekly basis to reflect openings… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-coral-springs-florida-us-180787.all-restaurants-in-pensacola-ferry-pass-brent-metro-florida-us-424598
All Restaurants in Pensacola-Ferry Pass-Brent (Metro), Florida, US
Free sample dataset from BeamStation
This dataset provides a complete weekly export of every restaurant operating in the Pensacola‑Ferry Pass‑Brent metropolitan area of Florida. It contains 640 records, each representing a distinct establishment and includes all available columns such as name, address, cuisine type, contact information, hours of operation, and any additional attributes supplied by the source. The… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-pensacola-ferry-pass-brent-metro-florida-us-424598.