{"adoption": {"forks": 155, "observed_at": "2026-08-28T04:04:43.376459+00:00", "stars": 1434}, "canonical_url": "https://ross.abutalabs.com/products/notes-to-cs-freshmen-from-the-future", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Notes to (NUS) Computer Science Freshmen, From The Future (Original by @ejamesc)", "domain": ["education", "tutorials"], "enriched": true, "function": ["documentation"], "health_score": 20, "homepage": "https://docs.google.com/document/d/1FbCWcnnajHWk594dKmN35b_we50WZf_-cwxqg-cYaRY/edit?usp=sharing", "language": null, "license": null, "license_family": "other", "maturity": "maintenance", "member_repos": ["nushackers/notes-to-cs-freshmen-from-the-future"], "name": "nushackers/notes-to-cs-freshmen-from-the-future", "platform": [], "pushed_at": "2023-11-03T15:31:39+00:00", "repo": "nushackers/notes-to-cs-freshmen-from-the-future", "stars": 1434, "tags": ["advice", "freshmen", "nus", "curated-links", "community-maintained", "computer-science", "web"], "topics": ["computer-science", "college", "university", "freshmen", "computer-science-education", "advice", "freshman"], "urls": [], "use_cases": ["advice for starting a computer science degree", "what should CS freshmen learn first", "recommended books and lectures for CS students", "introduction to CS specializations like grad school or game programming", "NUS School of Computing course recommendations", "learning resources for new programmers"], "what_it_is": "A community-maintained collection of advice, curated links, book lists, and course recommendations for NUS Computer Science freshmen, originally written by seniors in 2012. It is a Markdown document on GitHub, not software.", "when_to_avoid": ["you need structured courseware or interactive tutorials", "you need up-to-date NUS curriculum details, as much content dates from 2012", "you are looking for software or a tool rather than a document"], "when_to_choose": ["you are an NUS computing freshman seeking senior advice", "you want a curated reading list of classic CS essays, books, and lectures", "you want informal guidance on CS specializations and university life"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/notes-to-cs-freshmen-from-the-future", "repo": "nushackers/notes-to-cs-freshmen-from-the-future", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.376459+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:36:55.500998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "77c7b676414c6bf6b545f0fcc9ac08515004cb144c2f705271199bf6711e8f4f", "fetched_at": "2026-08-28T04:04:43.376459+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nushackers/notes-to-cs-freshmen-from-the-future"}, {"content_hash": "a995d85544b7cac8c9f669bb31e1a42d4678c732d15f85e265c5fb2bb8457805", "fetched_at": "2026-08-29T11:48:20.051395+00:00", "kind": "homepage", "missing": false, "url": "https://docs.google.com/document/d/1FbCWcnnajHWk594dKmN35b_we50WZf_-cwxqg-cYaRY/edit?usp=sharing"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.376459+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:36:55.500998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "77c7b676414c6bf6b545f0fcc9ac08515004cb144c2f705271199bf6711e8f4f", "fetched_at": "2026-08-28T04:04:43.376459+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nushackers/notes-to-cs-freshmen-from-the-future"}, {"content_hash": "a995d85544b7cac8c9f669bb31e1a42d4678c732d15f85e265c5fb2bb8457805", "fetched_at": "2026-08-29T11:48:20.051395+00:00", "kind": "homepage", "missing": false, "url": "https://docs.google.com/document/d/1FbCWcnnajHWk594dKmN35b_we50WZf_-cwxqg-cYaRY/edit?usp=sharing"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:36:55.500998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "77c7b676414c6bf6b545f0fcc9ac08515004cb144c2f705271199bf6711e8f4f", "fetched_at": "2026-08-28T04:04:43.376459+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nushackers/notes-to-cs-freshmen-from-the-future"}, {"content_hash": "a995d85544b7cac8c9f669bb31e1a42d4678c732d15f85e265c5fb2bb8457805", "fetched_at": "2026-08-29T11:48:20.051395+00:00", "kind": "homepage", "missing": false, "url": "https://docs.google.com/document/d/1FbCWcnnajHWk594dKmN35b_we50WZf_-cwxqg-cYaRY/edit?usp=sharing"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.376459+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.376459+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.376459+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:36:55.500998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "77c7b676414c6bf6b545f0fcc9ac08515004cb144c2f705271199bf6711e8f4f", "fetched_at": "2026-08-28T04:04:43.376459+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nushackers/notes-to-cs-freshmen-from-the-future"}, {"content_hash": "a995d85544b7cac8c9f669bb31e1a42d4678c732d15f85e265c5fb2bb8457805", "fetched_at": "2026-08-29T11:48:20.051395+00:00", "kind": "homepage", "missing": false, "url": "https://docs.google.com/document/d/1FbCWcnnajHWk594dKmN35b_we50WZf_-cwxqg-cYaRY/edit?usp=sharing"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.376459+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.376459+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:36:55.500998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "77c7b676414c6bf6b545f0fcc9ac08515004cb144c2f705271199bf6711e8f4f", "fetched_at": "2026-08-28T04:04:43.376459+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nushackers/notes-to-cs-freshmen-from-the-future"}, {"content_hash": "a995d85544b7cac8c9f669bb31e1a42d4678c732d15f85e265c5fb2bb8457805", "fetched_at": "2026-08-29T11:48:20.051395+00:00", "kind": "homepage", "missing": false, "url": "https://docs.google.com/document/d/1FbCWcnnajHWk594dKmN35b_we50WZf_-cwxqg-cYaRY/edit?usp=sharing"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.376459+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.376459+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.376459+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:36:55.500998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "77c7b676414c6bf6b545f0fcc9ac08515004cb144c2f705271199bf6711e8f4f", "fetched_at": "2026-08-28T04:04:43.376459+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nushackers/notes-to-cs-freshmen-from-the-future"}, {"content_hash": "a995d85544b7cac8c9f669bb31e1a42d4678c732d15f85e265c5fb2bb8457805", "fetched_at": "2026-08-29T11:48:20.051395+00:00", "kind": "homepage", "missing": false, "url": "https://docs.google.com/document/d/1FbCWcnnajHWk594dKmN35b_we50WZf_-cwxqg-cYaRY/edit?usp=sharing"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.376459+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.376459+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:36:55.500998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "77c7b676414c6bf6b545f0fcc9ac08515004cb144c2f705271199bf6711e8f4f", "fetched_at": "2026-08-28T04:04:43.376459+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nushackers/notes-to-cs-freshmen-from-the-future"}, {"content_hash": "a995d85544b7cac8c9f669bb31e1a42d4678c732d15f85e265c5fb2bb8457805", "fetched_at": "2026-08-29T11:48:20.051395+00:00", "kind": "homepage", "missing": false, "url": "https://docs.google.com/document/d/1FbCWcnnajHWk594dKmN35b_we50WZf_-cwxqg-cYaRY/edit?usp=sharing"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:36:55.500998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "77c7b676414c6bf6b545f0fcc9ac08515004cb144c2f705271199bf6711e8f4f", "fetched_at": "2026-08-28T04:04:43.376459+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nushackers/notes-to-cs-freshmen-from-the-future"}, {"content_hash": "a995d85544b7cac8c9f669bb31e1a42d4678c732d15f85e265c5fb2bb8457805", "fetched_at": "2026-08-29T11:48:20.051395+00:00", "kind": "homepage", "missing": false, "url": "https://docs.google.com/document/d/1FbCWcnnajHWk594dKmN35b_we50WZf_-cwxqg-cYaRY/edit?usp=sharing"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:36:55.500998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "77c7b676414c6bf6b545f0fcc9ac08515004cb144c2f705271199bf6711e8f4f", "fetched_at": "2026-08-28T04:04:43.376459+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nushackers/notes-to-cs-freshmen-from-the-future"}, {"content_hash": "a995d85544b7cac8c9f669bb31e1a42d4678c732d15f85e265c5fb2bb8457805", "fetched_at": "2026-08-29T11:48:20.051395+00:00", "kind": "homepage", "missing": false, "url": "https://docs.google.com/document/d/1FbCWcnnajHWk594dKmN35b_we50WZf_-cwxqg-cYaRY/edit?usp=sharing"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:36:55.500998+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "77c7b676414c6bf6b545f0fcc9ac08515004cb144c2f705271199bf6711e8f4f", "fetched_at": "2026-08-28T04:04:43.376459+00:00", "kind": "readme", "missing": false, "url": "https://github.com/nushackers/notes-to-cs-freshmen-from-the-future"}, {"content_hash": "a995d85544b7cac8c9f669bb31e1a42d4678c732d15f85e265c5fb2bb8457805", "fetched_at": "2026-08-29T11:48:20.051395+00:00", "kind": "homepage", "missing": false, "url": "https://docs.google.com/document/d/1FbCWcnnajHWk594dKmN35b_we50WZf_-cwxqg-cYaRY/edit?usp=sharing"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3464, "days_push": 1034, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}