{"adoption": {"forks": 188, "observed_at": "2026-08-28T04:06:01.352282+00:00", "stars": 1976}, "canonical_url": "https://ross.abutalabs.com/products/data_hacks", "card": {"archived": false, "artifact_type": "cli-tool", "description": "Command line utilities for data analysis", "domain": ["data-science", "analytics", "developer-tools"], "enriched": true, "function": ["data-science", "analytics", "cli", "data-visualization"], "health_score": 20, "homepage": "http://github.com/bitly/data_hacks", "language": "Python", "license": null, "license_family": "other", "maturity": "maintenance", "member_repos": ["bitly/data_hacks"], "name": "bitly/data_hacks", "platform": ["cli", "python", "cross-platform"], "pushed_at": "2024-01-16T09:55:12+00:00", "repo": "bitly/data_hacks", "stars": 1976, "tags": ["ascii-histogram", "percentiles", "stream-processing", "unix-pipes", "log-analysis", "command-line"], "topics": [], "urls": [], "use_cases": ["generate a text histogram from a stream of numbers", "compute the 95th percentile response time from access logs", "randomly sample a percentage of lines from a log file", "pass through a stream for a fixed duration like 10 seconds", "visualize counts of unique values as an ascii bar chart", "quick summary statistics like mean, median, and standard deviation from the command line"], "what_it_is": "A collection of small Python command-line utilities for quick data analysis over piped streams, including text histograms, 95th percentile calculation, random sampling, time-window filtering, and ASCII bar charts. It is designed to plug into Unix pipelines like awk, tail, and cat.", "when_to_avoid": ["you need interactive plotting or rich charting libraries", "you need a maintained tool with active development and a license", "you need to process large datasets with performance beyond simple streaming"], "when_to_choose": ["you want quick command-line statistics on piped numeric data without writing scripts", "you live in Unix pipelines and need lightweight log analysis tools", "you need ascii visualizations of data distributions in a terminal"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/data_hacks", "repo": "bitly/data_hacks", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.352282+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:04:49.347660+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81493abf632cc0545044b97197baaf34e6ce12379246728062dba09fb0110214", "fetched_at": "2026-08-28T04:06:01.352282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bitly/data_hacks"}, {"content_hash": "0a686284dc74db8254da70b9e07a23529eeda09c17d03572fcd6360e222858f9", "fetched_at": "2026-08-29T10:43:53.120332+00:00", "kind": "homepage", "missing": false, "url": "http://github.com/bitly/data_hacks"}, {"content_hash": "88a430fc11489a33811bb05cbf952220f690a7f7db4d9d79a35ed9b59beaf48a", "fetched_at": "2026-08-29T10:43:53.129753+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/data_hacks/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.352282+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:04:49.347660+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81493abf632cc0545044b97197baaf34e6ce12379246728062dba09fb0110214", "fetched_at": "2026-08-28T04:06:01.352282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bitly/data_hacks"}, {"content_hash": "0a686284dc74db8254da70b9e07a23529eeda09c17d03572fcd6360e222858f9", "fetched_at": "2026-08-29T10:43:53.120332+00:00", "kind": "homepage", "missing": false, "url": "http://github.com/bitly/data_hacks"}, {"content_hash": "88a430fc11489a33811bb05cbf952220f690a7f7db4d9d79a35ed9b59beaf48a", "fetched_at": "2026-08-29T10:43:53.129753+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/data_hacks/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:04:49.347660+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81493abf632cc0545044b97197baaf34e6ce12379246728062dba09fb0110214", "fetched_at": "2026-08-28T04:06:01.352282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bitly/data_hacks"}, {"content_hash": "0a686284dc74db8254da70b9e07a23529eeda09c17d03572fcd6360e222858f9", "fetched_at": "2026-08-29T10:43:53.120332+00:00", "kind": "homepage", "missing": false, "url": "http://github.com/bitly/data_hacks"}, {"content_hash": "88a430fc11489a33811bb05cbf952220f690a7f7db4d9d79a35ed9b59beaf48a", "fetched_at": "2026-08-29T10:43:53.129753+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/data_hacks/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.352282+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.352282+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.352282+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:04:49.347660+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81493abf632cc0545044b97197baaf34e6ce12379246728062dba09fb0110214", "fetched_at": "2026-08-28T04:06:01.352282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bitly/data_hacks"}, {"content_hash": "0a686284dc74db8254da70b9e07a23529eeda09c17d03572fcd6360e222858f9", "fetched_at": "2026-08-29T10:43:53.120332+00:00", "kind": "homepage", "missing": false, "url": "http://github.com/bitly/data_hacks"}, {"content_hash": "88a430fc11489a33811bb05cbf952220f690a7f7db4d9d79a35ed9b59beaf48a", "fetched_at": "2026-08-29T10:43:53.129753+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/data_hacks/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.352282+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.352282+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:04:49.347660+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81493abf632cc0545044b97197baaf34e6ce12379246728062dba09fb0110214", "fetched_at": "2026-08-28T04:06:01.352282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bitly/data_hacks"}, {"content_hash": "0a686284dc74db8254da70b9e07a23529eeda09c17d03572fcd6360e222858f9", "fetched_at": "2026-08-29T10:43:53.120332+00:00", "kind": "homepage", "missing": false, "url": "http://github.com/bitly/data_hacks"}, {"content_hash": "88a430fc11489a33811bb05cbf952220f690a7f7db4d9d79a35ed9b59beaf48a", "fetched_at": "2026-08-29T10:43:53.129753+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/data_hacks/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.352282+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.352282+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.352282+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:04:49.347660+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81493abf632cc0545044b97197baaf34e6ce12379246728062dba09fb0110214", "fetched_at": "2026-08-28T04:06:01.352282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bitly/data_hacks"}, {"content_hash": "0a686284dc74db8254da70b9e07a23529eeda09c17d03572fcd6360e222858f9", "fetched_at": "2026-08-29T10:43:53.120332+00:00", "kind": "homepage", "missing": false, "url": "http://github.com/bitly/data_hacks"}, {"content_hash": "88a430fc11489a33811bb05cbf952220f690a7f7db4d9d79a35ed9b59beaf48a", "fetched_at": "2026-08-29T10:43:53.129753+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/data_hacks/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.352282+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.352282+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:04:49.347660+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81493abf632cc0545044b97197baaf34e6ce12379246728062dba09fb0110214", "fetched_at": "2026-08-28T04:06:01.352282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bitly/data_hacks"}, {"content_hash": "0a686284dc74db8254da70b9e07a23529eeda09c17d03572fcd6360e222858f9", "fetched_at": "2026-08-29T10:43:53.120332+00:00", "kind": "homepage", "missing": false, "url": "http://github.com/bitly/data_hacks"}, {"content_hash": "88a430fc11489a33811bb05cbf952220f690a7f7db4d9d79a35ed9b59beaf48a", "fetched_at": "2026-08-29T10:43:53.129753+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/data_hacks/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:04:49.347660+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81493abf632cc0545044b97197baaf34e6ce12379246728062dba09fb0110214", "fetched_at": "2026-08-28T04:06:01.352282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bitly/data_hacks"}, {"content_hash": "0a686284dc74db8254da70b9e07a23529eeda09c17d03572fcd6360e222858f9", "fetched_at": "2026-08-29T10:43:53.120332+00:00", "kind": "homepage", "missing": false, "url": "http://github.com/bitly/data_hacks"}, {"content_hash": "88a430fc11489a33811bb05cbf952220f690a7f7db4d9d79a35ed9b59beaf48a", "fetched_at": "2026-08-29T10:43:53.129753+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/data_hacks/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:04:49.347660+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81493abf632cc0545044b97197baaf34e6ce12379246728062dba09fb0110214", "fetched_at": "2026-08-28T04:06:01.352282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bitly/data_hacks"}, {"content_hash": "0a686284dc74db8254da70b9e07a23529eeda09c17d03572fcd6360e222858f9", "fetched_at": "2026-08-29T10:43:53.120332+00:00", "kind": "homepage", "missing": false, "url": "http://github.com/bitly/data_hacks"}, {"content_hash": "88a430fc11489a33811bb05cbf952220f690a7f7db4d9d79a35ed9b59beaf48a", "fetched_at": "2026-08-29T10:43:53.129753+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/data_hacks/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:04:49.347660+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "81493abf632cc0545044b97197baaf34e6ce12379246728062dba09fb0110214", "fetched_at": "2026-08-28T04:06:01.352282+00:00", "kind": "readme", "missing": false, "url": "https://github.com/bitly/data_hacks"}, {"content_hash": "0a686284dc74db8254da70b9e07a23529eeda09c17d03572fcd6360e222858f9", "fetched_at": "2026-08-29T10:43:53.120332+00:00", "kind": "homepage", "missing": false, "url": "http://github.com/bitly/data_hacks"}, {"content_hash": "88a430fc11489a33811bb05cbf952220f690a7f7db4d9d79a35ed9b59beaf48a", "fetched_at": "2026-08-29T10:43:53.129753+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/data_hacks/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 5818, "days_push": 960, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 23, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}