datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
claude-fable-5-claude-code-etheroi
claude-fable-5 Agent Traces
It's worth noting that our team was working with Glint-Research to collect as much fable data as possible.
These are just the anonymized raw traces of both of our teams combined. This means that Glint-Research/Fable-5-traces was created from formatting and splitting up this same dataset. If you use one for your tune, don't use the other (it's the same exact data).
For training on this dataset I recommend using the teich package to convert to openai… See the full description on the dataset page: https://huggingface.co/datasets/developerjeremylive/claude-fable-5-claude-code-etheroi.fetchtape-275epi-251117This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"total_episodes": 275,
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"splits": {
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},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape-275epi-251117.developer-creators-sponsors
Developer Creators and Their Sponsors
Who reaches software developers, how far each one actually reaches, and which
brands have sponsored them. 500 outlets on YouTube (158), GitHub (130), Dev.to (45), TikTok (32) and 8 more platforms,
81 sponsorship pairs and 68 distinct brands, exported from
the public API of devsponsors.com.
Every row links back to the page it came from, so a figure can be checked
against its source rather than taken on trust.
Files
File… See the full description on the dataset page: https://huggingface.co/datasets/devmarketing/developer-creators-sponsors.fetchtape-225epi-251117This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"fps": 30,
"splits": {
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},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape-225epi-251117.developer-productivity-simulated-behavioral-data
Synthetic AI Developer Productivity Dataset — Behavioral + Cognitive Simulation
A synthetic data generation resource for modeling behavioral and cognitive dynamics in developers.
📘 About This Dataset
This dataset simulates productivity data from AI-assisted software developers. It blends behavioral signals, physiological inputs, and productivity metrics to explore the nuanced relationships between deep work, distractions, caffeine, AI usage, and cognitive strain.… See the full description on the dataset page: https://huggingface.co/datasets/strova-ai/developer-productivity-simulated-behavioral-data.fetchtape-150epi-251117This dataset was created using LeRobot.
Dataset Structure
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"splits": {
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"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape-150epi-251117.fetchtape2-200epi-251119This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape2-200epi-251119.fetchtape2-175epi-251119This dataset was created using LeRobot.
Dataset Structure
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"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape2-175epi-251119.fetchtape-125epi-251117This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"total_episodes": 125,
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"fps": 30,
"splits": {
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},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape-125epi-251117.fetchtape2-125epi-251119This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape2-125epi-251119.fetchtape2-100epi-251119This dataset was created using LeRobot.
Dataset Structure
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"total_episodes": 100,
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"splits": {
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"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape2-100epi-251119.fetchtape-300epi-251117This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"total_episodes": 300,
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"splits": {
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},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape-300epi-251117.fetchtape-200epi-251117This dataset was created using LeRobot.
Dataset Structure
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"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape-200epi-251117.fetchtape2-150epi-251119This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"total_episodes": 150,
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"splits": {
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"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape2-150epi-251119.github-top-developers
GitHub Top Developers by Year (2015-2025)
A derived dataset showing the top-ranked GitHub trending developers for each year, based on weighted scoring of their trending appearances across 41,841 raw data points from the Wayback Machine.
📊 Dataset Overview
Total Entries: 8,125 ranked developers
Years Covered: 2015 - 2025 (11 years)
Unique Developers: 4,763
Source: Derived from Wayback Machine snapshots of GitHub trending developers
Data Order: Sorted by year (descending:… See the full description on the dataset page: https://huggingface.co/datasets/ronantakizawa/github-top-developers.developer-reference-datasets
Developer Reference Datasets
Open, reproducible lookup tables that web and app developers reach for constantly — computed from first principles, not scraped, so every value is exact and re-runnable. CC BY 4.0.
Quick answers (straight from the data)
What is 16:9 in pixels? 1920×1080, 1280×720, 3840×2160. 9:16 (Stories, Reels, TikTok) is those flipped. → aspect-ratios, resolutions
What contrast ratio does WCAG require? 4.5:1 for normal text (AA), 3:1 for large… See the full description on the dataset page: https://huggingface.co/datasets/cleanorlabs/developer-reference-datasets.fetchtape2-75epi-251119This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"robot_type": "so101_follower",
"total_episodes": 75,
"total_frames": 46130,
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"fps": 30,
"splits": {
"train": "0:75"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape2-75epi-251119.picktape-40epi-251112-mistakeThis dataset was created using LeRobot.
Dataset Structure
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"total_episodes": 40,
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"splits": {
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},
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"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/picktape-40epi-251112-mistake.fetchtape-175epi-251117This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"total_episodes": 175,
"total_frames": 52170,
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"fps": 30,
"splits": {
"train": "0:175"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape-175epi-251117.picktape-50epi-251113This dataset was created using LeRobot.
Dataset Structure
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"total_episodes": 50,
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"splits": {
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"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/picktape-50epi-251113.picktape-100epi-251113This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"robot_type": "so101_follower",
"total_episodes": 100,
"total_frames": 24703,
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"fps": 30,
"splits": {
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"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/picktape-100epi-251113.fetchtape2-25epi-251119This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"total_episodes": 25,
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"splits": {
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"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape2-25epi-251119.picktape-75epi-251113This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"total_episodes": 75,
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"splits": {
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"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/picktape-75epi-251113.picktape-25epi-251113This dataset was created using LeRobot.
Dataset Structure
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"total_episodes": 25,
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"fps": 30,
"splits": {
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"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/picktape-25epi-251113.fetchtape-250epi-251117This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"fps": 30,
"splits": {
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},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape-250epi-251117.fetchtape2-50epi-251119This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"total_episodes": 50,
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"fps": 30,
"splits": {
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"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/fetchtape2-50epi-251119.github-top-developers
GitHub Top Developers by Year (2015-2025)
A derived dataset showing the top-ranked GitHub trending developers for each year, based on weighted scoring of their trending appearances across 41,841 raw data points from the Wayback Machine.
📊 Dataset Overview
Total Entries: 8,125 ranked developers
Years Covered: 2015 - 2025 (11 years)
Unique Developers: 4,763
Source: Derived from Wayback Machine snapshots of GitHub trending developers
Data Order: Sorted by year (descending:… See the full description on the dataset page: https://huggingface.co/datasets/diamond-in/github-top-developers.picktape-20epi-251110-mistakeThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"total_episodes": 20,
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"fps": 30,
"splits": {
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},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/aidg-developer/picktape-20epi-251110-mistake.github-top-developers
GitHub Top Developers by Year (2015-2025)
A derived dataset showing the top-ranked GitHub trending developers for each year, based on weighted scoring of their trending appearances across 41,841 raw data points from the Wayback Machine.
📊 Dataset Overview
Total Entries: 8,125 ranked developers
Years Covered: 2015 - 2025 (11 years)
Unique Developers: 4,763
Source: Derived from Wayback Machine snapshots of GitHub trending developers
Data Order: Sorted by year (descending:… See the full description on the dataset page: https://huggingface.co/datasets/introvoyz041/github-top-developers.software-developer-hourly-rates-2026
Software Developer Hourly Rate Benchmarks 2026 (by Platform, Region & Tier)
Open benchmark of software/web developer hourly rates in 2026, segmented by technology platform, geographic region, and delivery tier (independent freelancer vs. team-based agency). Two files:
developer_hourly_rates_2026.csv — 120 rows: platform, region, tier, hourly_low_usd, hourly_median_usd, hourly_high_usd. Platforms include WordPress, Shopify, Magento, WooCommerce, custom (React/Next/Node), and… See the full description on the dataset page: https://huggingface.co/datasets/zimzum1984/software-developer-hourly-rates-2026.