datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
the-stack-ruby-clean
Dataset 1: TheStack - Ruby - Cleaned
Description: This dataset is drawn from TheStack Corpus, an open-source code dataset with over 3TB of GitHub data covering 48 programming languages. We selected a small portion of this dataset to optimize smaller language models for Ruby, a popular statically typed language.
Target Language: Ruby
Dataset Size:
Training: 900,000 files
Validation: 50,000 files
Test: 50,000 files
Preprocessing:
Selected Ruby as the target language due to its… See the full description on the dataset page: https://huggingface.co/datasets/ammarnasr/the-stack-ruby-clean.RubyCraft-3.4-Eval-Logs
🚀 RubyCraft-3.4 Evaluation Logs
This dataset contains the comprehensive evaluation logs, including raw and processed outputs, for our research on the adaptation of Small Language Model (SLM) architectures to Ruby 3.4 syntax. It covers more than 26,000 evaluation rows generated across 96 LoRA configurations, 4 base models, and multiple teacher models.
⚡ Quick Performance Summary (The DSP Impact)
Our Diagnostic Sanitization Procedure (DSP) revealed massive hidden… See the full description on the dataset page: https://huggingface.co/datasets/mehmetdavut/RubyCraft-3.4-Eval-Logs.faers-respiratory-drug-safety
Respiratory — Drug Safety Intelligence (FAERS 2020–2025)
Version: 1.0.0 | Records: 303,090 | Parquet: 459 MB | Source: FDA FAERS
Dataset Summary
Structured adverse event reports for respiratory drugs from the FDA's FAERS
database, 2020–2025. Covers serious adverse events only (hospitalization,
life-threatening outcomes, death). Each record includes the suspect drug(s),
reported reactions (MedDRA coded), patient demographics, outcome codes,
reporter country, and… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/faers-respiratory-drug-safety.fda-facility-compliance-intelligence
FDA Facility Compliance Intelligence
Version: 1.0.0 | Records: 132,080 | Price: $3,500 | Source: FDA (public domain)
Dataset Summary
The dataset's core signal — whether a facility's inspections escalated to a Warning Letter — tracks FDA's own severity classifications: facilities whose most recent inspection was OAI have escalated to a Warning Letter 65.7% of the time, versus 2.5% for NAI — a ~26× relationship you can reproduce directly from this file (GROUP BY… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/fda-facility-compliance-intelligence.fda-warning-letter-escalation
FDA Warning Letter Escalation Dataset
Version: 1.0.0 | Records: 14,810 | Price: $2,000 | Source: FDA (public domain)
Dataset Summary
The dataset's core signal — whether an inspection escalated to a Warning Letter — is validated against FDA's own severity classifications: OAI inspections escalate at 64% versus 1.7% for NAI, a 39× relationship that confirms the data reflects real regulatory behavior.
The 14,810 inspections that escalated to enforcement — every… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/fda-warning-letter-escalation.ruby-code-corpus
Ruby Code Corpus
A large corpus of Ruby source code collected from public GitHub repositories.
Content
294,074 files from 3,920+ Ruby repositories on GitHub
Sourced from repos ranked by star count (quality signal)
Filtered: removed files under 200 bytes (trivial/empty files)
Only permissive licenses: MIT, Apache-2.0, BSD, ISC, Ruby
Fields
Field
Description
source
Always github
repo
owner/repo slug
repo_url
Full GitHub URL
path
File path… See the full description on the dataset page: https://huggingface.co/datasets/NickIBrody/ruby-code-corpus.faers-immunology-drug-safety
Immunology & Rheumatology — Drug Safety Intelligence (FAERS 2020–2025)
Version: 1.0.0 | Records: 535,632 | Source: FDA FAERS
Dataset Summary
Structured adverse event reports for immunology and rheumatology drugs from the FDA's FAERS
database, 2020–2025. Covers serious adverse events only (hospitalization,
life-threatening outcomes, death). Each record includes the suspect drug(s),
reported reactions (MedDRA coded), patient demographics, outcome codes,
reporter… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/faers-immunology-drug-safety.rubygems-scraper
RubyGems Scraper · Gems, Versions, Downloads & Dependencies
Scrape RubyGems packages, versions, download counts, licenses, authors, and dependencies. Filter by query, letter, download threshold, or license.
Rows in this dataset
2,214
Fields
28
Collector runs behind it
50
Most recent observation
2026-08-03
What this is
Every row here was returned by a real run of a public collector. Nothing is generated from a
template over a keyword list:… See the full description on the dataset page: https://huggingface.co/datasets/reapxdev/rubygems-scraper.fda-inspection-escalation-dataset
FDA Inspection & Escalation Dataset
Version: 1.0.0 | Records: 271,609 | Price: $2,500 | Source: FDA (public domain)
Dataset Summary
The dataset's core signal — whether an inspection escalated to a Warning Letter — is validated against FDA's own severity classifications: OAI inspections escalate at 64% versus 1.7% for NAI, a 39× relationship that confirms the data reflects real regulatory behavior.
Every FDA inspection on record — 271,609 inspections — enriched… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/fda-inspection-escalation-dataset.faers-metabolic-glp1-drug-safety
Metabolic & GLP-1 — Drug Safety Intelligence (FAERS 2020–2025)
Version: 1.0.0 | Records: 162,981 | Parquet: 209 MB | Source: FDA FAERS
Dataset Summary
Structured adverse event reports for metabolic & GLP-1 drugs from the FDA's FAERS
database, 2020–2025. Covers serious adverse events only (hospitalization,
life-threatening outcomes, death). Each record includes the suspect drug(s),
reported reactions (MedDRA coded), patient demographics, outcome codes,
reporter… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/faers-metabolic-glp1-drug-safety.stack_edu_rubyfaers-gastroenterology-drug-safety
Gastroenterology — Drug Safety Intelligence (FAERS 2020–2025)
Version: 1.0.0 | Records: 338,263 | Source: FDA FAERS
Dataset Summary
Structured adverse event reports for gastroenterology drugs from the FDA's FAERS
database, 2020–2025. Covers serious adverse events only (hospitalization,
life-threatening outcomes, death). Each record includes the suspect drug(s),
reported reactions (MedDRA coded), patient demographics, outcome codes,
reporter country, and… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/faers-gastroenterology-drug-safety.faers-cardiovascular-drug-safety
Cardiovascular — Drug Safety Intelligence (FAERS 2020–2025)
Version: 1.0.0 | Records: 312,039 | Source: FDA FAERS
Dataset Summary
Structured adverse event reports for cardiovascular drugs from the FDA's FAERS
database, 2020–2025. Covers serious adverse events only (hospitalization,
life-threatening outcomes, death). Each record includes the suspect drug(s),
reported reactions (MedDRA coded), patient demographics, outcome codes,
reporter country, and seriousness… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/faers-cardiovascular-drug-safety.xenc-training-datafaers-oncology-drug-safety
Oncology — Drug Safety Intelligence (FAERS 2020–2025)
Version: 1.0.0 | Records: 928,991 | Source: FDA FAERS
Dataset Summary
Structured adverse event reports for oncology drugs from the FDA's FAERS
database, 2020–2025. Covers serious adverse events only (hospitalization,
life-threatening outcomes, death). Each record includes the suspect drug(s),
reported reactions (MedDRA coded), patient demographics, outcome codes,
reporter country, and seriousness flags.… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/faers-oncology-drug-safety.faers-neurology-cns-drug-safety
Neurology & CNS — Drug Safety Intelligence (FAERS 2020–2025)
Version: 1.0.0 | Records: 302,062 | Source: FDA FAERS
Dataset Summary
Structured adverse event reports for neurology / CNS drugs from the FDA's FAERS
database, 2020–2025. Covers serious adverse events only (hospitalization,
life-threatening outcomes, death). Each record includes the suspect drug(s),
reported reactions (MedDRA coded), patient demographics, outcome codes,
reporter country, and seriousness… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/faers-neurology-cns-drug-safety.isic2016-2020_metadataruby-code-tuningisic-2024-processedpokemon_omega_ruby_berriesfda-high-risk-facilities-watchlist
FDA High-Risk Facilities Watchlist
Version: 1.0.0 | Records: 4,574 | Price: $1,500 | Source: FDA (public domain)
Dataset Summary
Every facility on this watchlist carries a composite risk score of ≥ 50, and 84.8% have already escalated to a Warning Letter or stronger enforcement action — both figures reproduce directly from the shipped file. This is the regulatory tail: the facilities with the most serious and most recent FDA exposure.
A focused watchlist of the 4… See the full description on the dataset page: https://huggingface.co/datasets/RubyIntelligence/fda-high-risk-facilities-watchlist.pr_comments_merged_ta