Data guide
This index lists the column names in current CSV files. It defines common fields and flags fields that still need a definition. Preserved snapshots are listed separately in the project history.
Current inventory: post_inventory.csv / records.json. Grouped-name view: identity/grouped_records.json. Model inclusion: nlp/corpus_manifest.csv. Frozen fitted values: the saved nlp model-run directories. Historical baseline: attribution_revision/before/, retained solely for audit comparison; do not use it as the current author record. No live reading route uses that snapshot as its data source.
academic_year_summary.csv
academic_year: August–July grouping, labelled by both calendar years.published: See the script that made this table and its methods notes for this field.local_unflagged: See the script that made this table and its methods notes for this field.curated: See the script that made this table and its methods notes for this field.summer: See the script that made this table and its methods notes for this field.confirmed_local_posts: See the script that made this table and its methods notes for this field.Web & scholarly identity: See the script that made this table and its methods notes for this field.Code & computational methods: See the script that made this table and its methods notes for this field.Maps & visualization: See the script that made this table and its methods notes for this field.Archives, text & media: See the script that made this table and its methods notes for this field.Teaching & learning: See the script that made this table and its methods notes for this field.Community & collaboration: See the script that made this table and its methods notes for this field.Ethics, access & power: See the script that made this table and its methods notes for this field.AI & machine learning: See the script that made this table and its methods notes for this field.
annual_reports/activity.csv
Academic year or span: See the script that made this table and its methods notes for this field.Measure: See the script that made this table and its methods notes for this field.Value: See the script that made this table and its methods notes for this field.Qualifier: See the script that made this table and its methods notes for this field.Unit: See the script that made this table and its methods notes for this field.Report ID: See the script that made this table and its methods notes for this field.PDF page: See the script that made this table and its methods notes for this field.Scope and caveat: See the script that made this table and its methods notes for this field.
annual_reports/archive_matches.csv
Academic year: See the script that made this table and its methods notes for this field.Term: See the script that made this table and its methods notes for this field.WXR post ID: See the script that made this table and its methods notes for this field.Publication date: See the script that made this table and its methods notes for this field.Title: See the script that made this table and its methods notes for this field.URL: See the script that made this table and its methods notes for this field.Reason: See the script that made this table and its methods notes for this field.
annual_reports/archive_publication_mix.csv
Academic year: See the script that made this table and its methods notes for this field.Fall local: See the script that made this table and its methods notes for this field.Fall curated: See the script that made this table and its methods notes for this field.Spring local: See the script that made this table and its methods notes for this field.Spring curated: See the script that made this table and its methods notes for this field.Fall–spring total: See the script that made this table and its methods notes for this field.
annual_reports/archive_title_visibility.csv
Period: See the script that made this table and its methods notes for this field.Local published records: See the script that made this table and its methods notes for this field.Title signal: See the script that made this table and its methods notes for this field.Matching records: See the script that made this table and its methods notes for this field.Pattern: See the script that made this table and its methods notes for this field.
annual_reports/programs.csv
Academic year or span: See the script that made this table and its methods notes for this field.Program: See the script that made this table and its methods notes for this field.Reported change or activity: See the script that made this table and its methods notes for this field.Report ID: See the script that made this table and its methods notes for this field.PDF page: See the script that made this table and its methods notes for this field.Scope: See the script that made this table and its methods notes for this field.
annual_reports/roster_source_comparison.csv
Report period: See the script that made this table and its methods notes for this field.Directory years: See the script that made this table and its methods notes for this field.Report listed: See the script that made this table and its methods notes for this field.Directory listed: See the script that made this table and its methods notes for this field.Shared names: See the script that made this table and its methods notes for this field.Report only or spelling unresolved: See the script that made this table and its methods notes for this field.Directory only or spelling unresolved: See the script that made this table and its methods notes for this field.
annual_reports/sources.csv
Report ID: See the script that made this table and its methods notes for this field.Coverage: See the script that made this table and its methods notes for this field.PDF URL: See the script that made this table and its methods notes for this field.Discovery evidence: See the script that made this table and its methods notes for this field.PDF pages: See the script that made this table and its methods notes for this field.Pages with text: See the script that made this table and its methods notes for this field.SHA-256: See the script that made this table and its methods notes for this field.Method: See the script that made this table and its methods notes for this field.PDF file: See the script that made this table and its methods notes for this field.Text file: See the script that made this table and its methods notes for this field.
annual_reports/staffing.csv
Academic year: See the script that made this table and its methods notes for this field.Name as transcribed: See the script that made this table and its methods notes for this field.Role family: See the script that made this table and its methods notes for this field.Report ID: See the script that made this table and its methods notes for this field.PDF page: See the script that made this table and its methods notes for this field.
annual_reports/staffing_overlap.csv
Earlier AY: See the script that made this table and its methods notes for this field.Later AY: See the script that made this table and its methods notes for this field.Earlier listed: See the script that made this table and its methods notes for this field.Later listed: See the script that made this table and its methods notes for this field.Shared listed: See the script that made this table and its methods notes for this field.Distinct across both: See the script that made this table and its methods notes for this field.Shared names: See the script that made this table and its methods notes for this field.
annual_reports/web_archive_sources.csv
Original path: See the script that made this table and its methods notes for this field.Capture timestamp: See the script that made this table and its methods notes for this field.Page title: See the script that made this table and its methods notes for this field.Replay URL: See the script that made this table and its methods notes for this field.Evidence use: See the script that made this table and its methods notes for this field.
annual_reports/years.csv
Academic year: See the script that made this table and its methods notes for this field.Report status: See the script that made this table and its methods notes for this field.Report ID: See the script that made this table and its methods notes for this field.Listed Digital Fellows: See the script that made this table and its methods notes for this field.Fall archive posts: See the script that made this table and its methods notes for this field.Spring archive posts: See the script that made this table and its methods notes for this field.
archive_reading/source_evidence.csv
post_id: WordPress post identifier.interpretive_connection: See the script that made this table and its methods notes for this field.title: See the script that made this table and its methods notes for this field.date: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.credited_authors: Source credit strings as audited; grouped identity view is separate.credit_basis: See the script that made this table and its methods notes for this field.authorship_tier: See the script that made this table and its methods notes for this field.credit_evidence: See the script that made this table and its methods notes for this field.posting_account: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.body_excerpt: See the script that made this table and its methods notes for this field.normalized_body_sha256: See the script that made this table and its methods notes for this field.
attribution_revision/byline_candidates.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.paragraph: See the script that made this table and its methods notes for this field.candidate_text: See the script that made this table and its methods notes for this field.decision: See the script that made this table and its methods notes for this field.
attribution_revision/credit_changes.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.previous_credits: See the script that made this table and its methods notes for this field.corrected_credits: See the script that made this table and its methods notes for this field.evidence: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
attribution_revision/credit_changes_2026-11-02.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.previous_credits: See the script that made this table and its methods notes for this field.corrected_credits: See the script that made this table and its methods notes for this field.evidence: See the script that made this table and its methods notes for this field.basis: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
attribution_revision/full_body_candidates.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.context: See the script that made this table and its methods notes for this field.decision: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
attribution_revision/full_credit_review.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.status: Publication state, such as publish or draft.kind: Local/unflagged or curated/source-linked classification.posting_account: See the script that made this table and its methods notes for this field.author_taxonomy: See the script that made this table and its methods notes for this field.export_author_fields: See the script that made this table and its methods notes for this field.full_body_characters_scanned: See the script that made this table and its methods notes for this field.body_signal_matches: See the script that made this table and its methods notes for this field.credited_authors: Source credit strings as audited; grouped identity view is separate.credit_status: See the script that made this table and its methods notes for this field.accepted_ledger_entry: See the script that made this table and its methods notes for this field.evidence: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
attribution_revision/opening_review.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.status: Publication state, such as publish or draft.kind: Local/unflagged or curated/source-linked classification.posting_account: See the script that made this table and its methods notes for this field.previous_credits: See the script that made this table and its methods notes for this field.corrected_credits: See the script that made this table and its methods notes for this field.credit_status: See the script that made this table and its methods notes for this field.evidence: See the script that made this table and its methods notes for this field.opening_for_review: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
attribution_revision/unresolved_account_credits.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.status: Publication state, such as publish or draft.kind: Local/unflagged or curated/source-linked classification.posting_account: See the script that made this table and its methods notes for this field.author_taxonomy: See the script that made this table and its methods notes for this field.export_author_fields: See the script that made this table and its methods notes for this field.full_body_characters_scanned: See the script that made this table and its methods notes for this field.body_signal_matches: See the script that made this table and its methods notes for this field.credited_authors: Source credit strings as audited; grouped identity view is separate.credit_status: See the script that made this table and its methods notes for this field.accepted_ledger_entry: See the script that made this table and its methods notes for this field.evidence: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
body_text_evidence.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.period: See the script that made this table and its methods notes for this field.excluded_welcome: See the script that made this table and its methods notes for this field.motif: See the script that made this table and its methods notes for this field.match: See the script that made this table and its methods notes for this field.context: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
body_text_signals.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.period: See the script that made this table and its methods notes for this field.credited_authors: Source credit strings as audited; grouped identity view is separate.url: Recorded article link; source may differ from the export snapshot.excluded_welcome: See the script that made this table and its methods notes for this field.words: See the script that made this table and its methods notes for this field.questions: See the script that made this table and its methods notes for this field.Difficulty & learning affect: See the script that made this table and its methods notes for this field.Failure, repair & upkeep: See the script that made this table and its methods notes for this field.Relations & collective practice: See the script that made this table and its methods notes for this field.Labor & material resources: See the script that made this table and its methods notes for this field.Authority, protection & power: See the script that made this table and its methods notes for this field.Openness: See the script that made this table and its methods notes for this field.
body_text_summary.csv
period: See the script that made this table and its methods notes for this field.posts: See the script that made this table and its methods notes for this field.median_words: See the script that made this table and its methods notes for this field.Difficulty & learning affect: See the script that made this table and its methods notes for this field.Failure, repair & upkeep: See the script that made this table and its methods notes for this field.Relations & collective practice: See the script that made this table and its methods notes for this field.Labor & material resources: See the script that made this table and its methods notes for this field.Authority, protection & power: See the script that made this table and its methods notes for this field.Openness: See the script that made this table and its methods notes for this field.
cohort_memberships_evidence.csv
academic_year: August–July grouping, labelled by both calendar years.semester: See the script that made this table and its methods notes for this field.name: See the script that made this table and its methods notes for this field.as_listed: See the script that made this table and its methods notes for this field.evidence_post: See the script that made this table and its methods notes for this field.evidence_title: See the script that made this table and its methods notes for this field.evidence_date: See the script that made this table and its methods notes for this field.evidence_url: See the script that made this table and its methods notes for this field.
contributors_by_year.csv
academic_year: August–July grouping, labelled by both calendar years.credited_author: See the script that made this table and its methods notes for this field.local_posts: See the script that made this table and its methods notes for this field.roster_matched_posts: See the script that made this table and its methods notes for this field.themes: See the script that made this table and its methods notes for this field.
coverage/article_review_ledger.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.date: See the script that made this table and its methods notes for this field.status: Publication state, such as publish or draft.kind: Local/unflagged or curated/source-linked classification.credited_authors: Source credit strings as audited; grouped identity view is separate.grouped_names: See the script that made this table and its methods notes for this field.posting_account: See the script that made this table and its methods notes for this field.recorded_author_taxonomy: See the script that made this table and its methods notes for this field.raw_source_author: See the script that made this table and its methods notes for this field.credit_status: See the script that made this table and its methods notes for this field.cohort_match: See the script that made this table and its methods notes for this field.cohort_match_basis: See the script that made this table and its methods notes for this field.review_disposition: See the script that made this table and its methods notes for this field.decision: See the script that made this table and its methods notes for this field.credit_basis: See the script that made this table and its methods notes for this field.accepted_evidence: See the script that made this table and its methods notes for this field.evidence_source_url: See the script that made this table and its methods notes for this field.modeled: See the script that made this table and its methods notes for this field.model_exclusion: See the script that made this table and its methods notes for this field.body_signal_table: See the script that made this table and its methods notes for this field.current_motif_analysis: See the script that made this table and its methods notes for this field.source_body_sha256: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
coverage/export_item_accounting.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.item_type: See the script that made this table and its methods notes for this field.status: Publication state, such as publish or draft.in_archive: See the script that made this table and its methods notes for this field.decision: See the script that made this table and its methods notes for this field.
coverage/ordinary_posts_accounting.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.status: Publication state, such as publish or draft.title: See the script that made this table and its methods notes for this field.in_archive: See the script that made this table and its methods notes for this field.decision: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
credits/human_author_register.csv
name: See the script that made this table and its methods notes for this field.post_id: WordPress post identifier.title: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.post_type: See the script that made this table and its methods notes for this field.status: Publication state, such as publish or draft.credit_basis: See the script that made this table and its methods notes for this field.review_disposition: See the script that made this table and its methods notes for this field.raw_credit: See the script that made this table and its methods notes for this field.evidence: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.source_url: See the script that made this table and its methods notes for this field.
design/annual_feature_matrix.csv
design_year: See the script that made this table and its methods notes for this field.direction: See the script that made this table and its methods notes for this field.evidence_type: See the script that made this table and its methods notes for this field.typography: See the script that made this table and its methods notes for this field.depth: See the script that made this table and its methods notes for this field.composition: See the script that made this table and its methods notes for this field.ornament: See the script that made this table and its methods notes for this field.panel_radius_px: See the script that made this table and its methods notes for this field.control_radius_px: See the script that made this table and its methods notes for this field.palette_mode: See the script that made this table and its methods notes for this field.source_ids: See the script that made this table and its methods notes for this field.interpretation_limit: See the script that made this table and its methods notes for this field.
design/palettes/nyc-pit-2026/contrast.csv
foreground: See the script that made this table and its methods notes for this field.background: See the script that made this table and its methods notes for this field.ratio: See the script that made this table and its methods notes for this field.normal_text_4_5: See the script that made this table and its methods notes for this field.large_text_3: See the script that made this table and its methods notes for this field.
identity/credit_crosswalk.csv
post_id: WordPress post identifier.title: See the script that made this table and its methods notes for this field.original_credit: See the script that made this table and its methods notes for this field.grouped_authors: See the script that made this table and its methods notes for this field.attribution_status: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
internal_post_links.csv
source_id: See the script that made this table and its methods notes for this field.source_title: See the script that made this table and its methods notes for this field.source_year: See the script that made this table and its methods notes for this field.source_welcome: See the script that made this table and its methods notes for this field.target_id: See the script that made this table and its methods notes for this field.target_title: See the script that made this table and its methods notes for this field.target_year: See the script that made this table and its methods notes for this field.source_authors: See the script that made this table and its methods notes for this field.target_authors: See the script that made this table and its methods notes for this field.shared_credited_author: See the script that made this table and its methods notes for this field.
membership/annual_memberships.csv
name: See the script that made this table and its methods notes for this field.role_family: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.semesters: See the script that made this table and its methods notes for this field.claim_ids: See the script that made this table and its methods notes for this field.source_names: See the script that made this table and its methods notes for this field.basis: See the script that made this table and its methods notes for this field.
membership/annual_role_counts.csv
academic_year: August–July grouping, labelled by both calendar years.digital: See the script that made this table and its methods notes for this field.social-media: See the script that made this table and its methods notes for this field.manifold: See the script that made this table and its methods notes for this field.advising: See the script that made this table and its methods notes for this field.scholarship-center: See the script that made this table and its methods notes for this field.postdoctoral: See the script that made this table and its methods notes for this field.coordinator: See the script that made this table and its methods notes for this field.videography: See the script that made this table and its methods notes for this field.assistant: See the script that made this table and its methods notes for this field.
membership/post_membership_matches.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.academic_year: August–July grouping, labelled by both calendar years.semester: See the script that made this table and its methods notes for this field.status: Publication state, such as publish or draft.kind: Local/unflagged or curated/source-linked classification.credited_authors: Source credit strings as audited; grouped identity view is separate.authorship_tier: See the script that made this table and its methods notes for this field.signed: See the script that made this table and its methods notes for this field.resolved-signed: See the script that made this table and its methods notes for this field.directory-digital: See the script that made this table and its methods notes for this field.directory-any: See the script that made this table and its methods notes for this field.combined: See the script that made this table and its methods notes for this field.
membership/role_claims.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.source_row: See the script that made this table and its methods notes for this field.source_name: See the script that made this table and its methods notes for this field.archive_name: See the script that made this table and its methods notes for this field.department: See the script that made this table and its methods notes for this field.role_label: See the script that made this table and its methods notes for this field.role_family: See the script that made this table and its methods notes for this field.start_year: See the script that made this table and its methods notes for this field.end_year_exclusive: See the script that made this table and its methods notes for this field.semester_limit: See the script that made this table and its methods notes for this field.date_basis: See the script that made this table and its methods notes for this field.raw_source_line: See the script that made this table and its methods notes for this field.source_url: See the script that made this table and its methods notes for this field.note: See the script that made this table and its methods notes for this field.
membership/signed_name_resolutions.csv
academic_year: August–July grouping, labelled by both calendar years.semester: See the script that made this table and its methods notes for this field.name: See the script that made this table and its methods notes for this field.as_listed: See the script that made this table and its methods notes for this field.evidence_post: See the script that made this table and its methods notes for this field.evidence_title: See the script that made this table and its methods notes for this field.evidence_date: See the script that made this table and its methods notes for this field.evidence_url: See the script that made this table and its methods notes for this field.original_name: See the script that made this table and its methods notes for this field.resolved_name: See the script that made this table and its methods notes for this field.resolution: See the script that made this table and its methods notes for this field.candidate_names: See the script that made this table and its methods notes for this field.directory_source: See the script that made this table and its methods notes for this field.
membership/topic_means_by_membership_basis.csv
basis: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.posts: See the script that made this table and its methods notes for this field.topic: Arbitrary topic number within a specific model run.mean_post_weight: See the script that made this table and its methods notes for this field.
nlp/corpus_manifest.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.period: See the script that made this table and its methods notes for this field.credited_authors: Source credit strings as audited; grouped identity view is separate.creator: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.raw_word_tokens: See the script that made this table and its methods notes for this field.cleaned_tokens: See the script that made this table and its methods notes for this field.included: See the script that made this table and its methods notes for this field.exclusion: See the script that made this table and its methods notes for this field.
nlp/document_topic_weights.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.authors: Credited names; check the table producer and identity layer for grouping.cohort_link: Credited names matched to the saved same-semester signed list.topic_0: See the script that made this table and its methods notes for this field.topic_1: See the script that made this table and its methods notes for this field.topic_2: See the script that made this table and its methods notes for this field.topic_3: See the script that made this table and its methods notes for this field.topic_4: See the script that made this table and its methods notes for this field.topic_5: See the script that made this table and its methods notes for this field.topic_6: See the script that made this table and its methods notes for this field.topic_7: See the script that made this table and its methods notes for this field.
nlp/model_comparison.csv
topics: See the script that made this table and its methods notes for this field.seed: See the script that made this table and its methods notes for this field.mean_document_npmi: See the script that made this table and its methods notes for this field.top10_diversity: See the script that made this table and its methods notes for this field.
nlp/nltk_collocations.csv
phrase: See the script that made this table and its methods notes for this field.count: See the script that made this table and its methods notes for this field.documents: See the script that made this table and its methods notes for this field.pmi: See the script that made this table and its methods notes for this field.likelihood_ratio: See the script that made this table and its methods notes for this field.
nlp/nltk_concordances.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.term: See the script that made this table and its methods notes for this field.context: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
nlp/period_word_contrasts.csv
word: See the script that made this table and its methods notes for this field.early_count: See the script that made this table and its methods notes for this field.recent_count: See the script that made this table and its methods notes for this field.log2_recent_vs_early: See the script that made this table and its methods notes for this field.
nlp/representative_posts.csv
topic: Arbitrary topic number within a specific model run.rank: See the script that made this table and its methods notes for this field.id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.authors: Credited names; check the table producer and identity layer for grouping.weight: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
nlp/seed_stability.csv
primary_topic: See the script that made this table and its methods notes for this field.other_seed: See the script that made this table and its methods notes for this field.matched_topic: See the script that made this table and its methods notes for this field.jensen_shannon_distance: See the script that made this table and its methods notes for this field.top10_jaccard: See the script that made this table and its methods notes for this field.
nlp/topic1_author_sensitivity.csv
academic_year: August–July grouping, labelled by both calendar years.scope: See the script that made this table and its methods notes for this field.posts: See the script that made this table and its methods notes for this field.topic_id: See the script that made this table and its methods notes for this field.topic_mean: See the script that made this table and its methods notes for this field.
nlp/topic_author_sensitivity.csv
academic_year: August–July grouping, labelled by both calendar years.scope: See the script that made this table and its methods notes for this field.posts: See the script that made this table and its methods notes for this field.topic_id: See the script that made this table and its methods notes for this field.topic_mean: See the script that made this table and its methods notes for this field.
nlp/topic_summary.csv
topic: Arbitrary topic number within a specific model run.top_words: See the script that made this table and its methods notes for this field.mean_post_weight: See the script that made this table and its methods notes for this field.document_npmi: See the script that made this table and its methods notes for this field.mean_seed_distance: See the script that made this table and its methods notes for this field.
nlp/topics_by_academic_year.csv
academic_year: August–July grouping, labelled by both calendar years.posts: See the script that made this table and its methods notes for this field.topic: Arbitrary topic number within a specific model run.mean_post_weight: See the script that made this table and its methods notes for this field.token_weighted_share: See the script that made this table and its methods notes for this field.
nlp/topics_roster_matched.csv
academic_year: August–July grouping, labelled by both calendar years.matched_posts: See the script that made this table and its methods notes for this field.topic: Arbitrary topic number within a specific model run.mean_post_weight: See the script that made this table and its methods notes for this field.
nlp/vocabulary_exclusions.csv
word: See the script that made this table and its methods notes for this field.documents: See the script that made this table and its methods notes for this field.reason: See the script that made this table and its methods notes for this field.
nlp/word_frequencies.csv
word: See the script that made this table and its methods notes for this field.count: See the script that made this table and its methods notes for this field.documents: See the script that made this table and its methods notes for this field.model_vocabulary: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v2/baseline_reproduction.csv
topics: See the script that made this table and its methods notes for this field.seed: See the script that made this table and its methods notes for this field.file: See the script that made this table and its methods notes for this field.identical: See the script that made this table and its methods notes for this field.saved_sha256: See the script that made this table and its methods notes for this field.fresh_sha256: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v2/corpus_comparison.csv
variant: See the script that made this table and its methods notes for this field.posts: See the script that made this table and its methods notes for this field.tokens: See the script that made this table and its methods notes for this field.vocabulary: See the script that made this table and its methods notes for this field.sha256: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v2/corpus_manifest.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.period: See the script that made this table and its methods notes for this field.credited_authors: Source credit strings as audited; grouped identity view is separate.creator: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.raw_word_tokens: See the script that made this table and its methods notes for this field.cleaned_tokens: See the script that made this table and its methods notes for this field.included: See the script that made this table and its methods notes for this field.exclusion: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v2/document_topic_weights.csv
run: See the script that made this table and its methods notes for this field.id: WordPress post identifier; preserve as an identifier, not a measurement.topic_0: See the script that made this table and its methods notes for this field.topic_1: See the script that made this table and its methods notes for this field.topic_2: See the script that made this table and its methods notes for this field.topic_3: See the script that made this table and its methods notes for this field.topic_4: See the script that made this table and its methods notes for this field.topic_5: See the script that made this table and its methods notes for this field.topic_6: See the script that made this table and its methods notes for this field.topic_7: See the script that made this table and its methods notes for this field.topic_8: See the script that made this table and its methods notes for this field.topic_9: See the script that made this table and its methods notes for this field.topic_10: See the script that made this table and its methods notes for this field.topic_11: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v2/model_comparison.csv
run: See the script that made this table and its methods notes for this field.variant: See the script that made this table and its methods notes for this field.topics: See the script that made this table and its methods notes for this field.seed: See the script that made this table and its methods notes for this field.iterations: See the script that made this table and its methods notes for this field.mean_document_npmi: See the script that made this table and its methods notes for this field.minimum_topic_npmi: See the script that made this table and its methods notes for this field.top10_diversity: See the script that made this table and its methods notes for this field.seconds: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v2/normalization_audit.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.saved_cleaned_tokens: See the script that made this table and its methods notes for this field.reconstruction_exact: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v2/representative_posts.csv
topic: Arbitrary topic number within a specific model run.selection: See the script that made this table and its methods notes for this field.id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.credited_names: See the script that made this table and its methods notes for this field.credit_evidence: See the script that made this table and its methods notes for this field.year: See the script that made this table and its methods notes for this field.weight: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
nlp_experiments/lda_v2/seed_stability.csv
topics: See the script that made this table and its methods notes for this field.reference_seed: See the script that made this table and its methods notes for this field.other_seed: See the script that made this table and its methods notes for this field.reference_topic: See the script that made this table and its methods notes for this field.other_topic: See the script that made this table and its methods notes for this field.js_distance: See the script that made this table and its methods notes for this field.top10_jaccard: See the script that made this table and its methods notes for this field.reference_shared_mass: See the script that made this table and its methods notes for this field.other_shared_mass: See the script that made this table and its methods notes for this field.document_mean_absolute_difference: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v2/sensitivity.csv
comparison: See the script that made this table and its methods notes for this field.seed: See the script that made this table and its methods notes for this field.reference_topic: See the script that made this table and its methods notes for this field.other_topic: See the script that made this table and its methods notes for this field.js_distance: See the script that made this table and its methods notes for this field.top10_jaccard: See the script that made this table and its methods notes for this field.reference_shared_mass: See the script that made this table and its methods notes for this field.other_shared_mass: See the script that made this table and its methods notes for this field.document_mean_absolute_difference: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v2/topic_diagnostics.csv
run: See the script that made this table and its methods notes for this field.topic: Arbitrary topic number within a specific model run.npmi: See the script that made this table and its methods notes for this field.optimized_alpha: See the script that made this table and its methods notes for this field.top_words: See the script that made this table and its methods notes for this field.diagnostics: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v2/topics_by_year_all_seeds.csv
academic_year: August–July grouping, labelled by both calendar years.posts: See the script that made this table and its methods notes for this field.seed: See the script that made this table and its methods notes for this field.reference_topic: See the script that made this table and its methods notes for this field.actual_topic: See the script that made this table and its methods notes for this field.mean_post_weight: See the script that made this table and its methods notes for this field.length_weighted_share: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v3_20261109/corpus_comparison.csv
variant: See the script that made this table and its methods notes for this field.posts: See the script that made this table and its methods notes for this field.tokens: See the script that made this table and its methods notes for this field.vocabulary: See the script that made this table and its methods notes for this field.sha256: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v3_20261109/corpus_manifest.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.period: See the script that made this table and its methods notes for this field.credited_authors: Source credit strings as audited; grouped identity view is separate.creator: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.raw_word_tokens: See the script that made this table and its methods notes for this field.cleaned_tokens: See the script that made this table and its methods notes for this field.included: See the script that made this table and its methods notes for this field.exclusion: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v3_20261109/document_topic_weights.csv
run: See the script that made this table and its methods notes for this field.id: WordPress post identifier; preserve as an identifier, not a measurement.topic_0: See the script that made this table and its methods notes for this field.topic_1: See the script that made this table and its methods notes for this field.topic_2: See the script that made this table and its methods notes for this field.topic_3: See the script that made this table and its methods notes for this field.topic_4: See the script that made this table and its methods notes for this field.topic_5: See the script that made this table and its methods notes for this field.topic_6: See the script that made this table and its methods notes for this field.topic_7: See the script that made this table and its methods notes for this field.topic_8: See the script that made this table and its methods notes for this field.topic_9: See the script that made this table and its methods notes for this field.topic_10: See the script that made this table and its methods notes for this field.topic_11: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v3_20261109/model_comparison.csv
run: See the script that made this table and its methods notes for this field.variant: See the script that made this table and its methods notes for this field.topics: See the script that made this table and its methods notes for this field.seed: See the script that made this table and its methods notes for this field.iterations: See the script that made this table and its methods notes for this field.mean_document_npmi: See the script that made this table and its methods notes for this field.minimum_topic_npmi: See the script that made this table and its methods notes for this field.top10_diversity: See the script that made this table and its methods notes for this field.seconds: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v3_20261109/normalization_audit.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.saved_cleaned_tokens: See the script that made this table and its methods notes for this field.reconstruction_exact: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v3_20261109/representative_posts.csv
topic: Arbitrary topic number within a specific model run.selection: See the script that made this table and its methods notes for this field.id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.credited_names: See the script that made this table and its methods notes for this field.credit_evidence: See the script that made this table and its methods notes for this field.year: See the script that made this table and its methods notes for this field.weight: See the script that made this table and its methods notes for this field.url: Recorded article link; source may differ from the export snapshot.
nlp_experiments/lda_v3_20261109/seed_stability.csv
topics: See the script that made this table and its methods notes for this field.reference_seed: See the script that made this table and its methods notes for this field.other_seed: See the script that made this table and its methods notes for this field.reference_topic: See the script that made this table and its methods notes for this field.other_topic: See the script that made this table and its methods notes for this field.js_distance: See the script that made this table and its methods notes for this field.top10_jaccard: See the script that made this table and its methods notes for this field.reference_shared_mass: See the script that made this table and its methods notes for this field.other_shared_mass: See the script that made this table and its methods notes for this field.document_mean_absolute_difference: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v3_20261109/sensitivity.csv
comparison: See the script that made this table and its methods notes for this field.seed: See the script that made this table and its methods notes for this field.reference_topic: See the script that made this table and its methods notes for this field.other_topic: See the script that made this table and its methods notes for this field.js_distance: See the script that made this table and its methods notes for this field.top10_jaccard: See the script that made this table and its methods notes for this field.reference_shared_mass: See the script that made this table and its methods notes for this field.other_shared_mass: See the script that made this table and its methods notes for this field.document_mean_absolute_difference: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v3_20261109/topic_diagnostics.csv
run: See the script that made this table and its methods notes for this field.topic: Arbitrary topic number within a specific model run.npmi: See the script that made this table and its methods notes for this field.optimized_alpha: See the script that made this table and its methods notes for this field.top_words: See the script that made this table and its methods notes for this field.diagnostics: See the script that made this table and its methods notes for this field.
nlp_experiments/lda_v3_20261109/topics_by_year_all_seeds.csv
academic_year: August–July grouping, labelled by both calendar years.posts: See the script that made this table and its methods notes for this field.seed: See the script that made this table and its methods notes for this field.reference_topic: See the script that made this table and its methods notes for this field.actual_topic: See the script that made this table and its methods notes for this field.mean_post_weight: See the script that made this table and its methods notes for this field.length_weighted_share: See the script that made this table and its methods notes for this field.
post_inventory.csv
id: WordPress post identifier; preserve as an identifier, not a measurement.title: See the script that made this table and its methods notes for this field.date: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.semester: See the script that made this table and its methods notes for this field.status: Publication state, such as publish or draft.url: Recorded article link; source may differ from the export snapshot.creator_login: See the script that made this table and its methods notes for this field.creator_name: Posting-account display name, not necessarily the writer.credited_authors: Source credit strings as audited; grouped identity view is separate.author_evidence: See the script that made this table and its methods notes for this field.author_credit_status: See the script that made this table and its methods notes for this field.author_credit_quote: See the script that made this table and its methods notes for this field.author_terms: See the script that made this table and its methods notes for this field.kind: Local/unflagged or curated/source-linked classification.source_url: See the script that made this table and its methods notes for this field.source_author: See the script that made this table and its methods notes for this field.tags: See the script that made this table and its methods notes for this field.themes: See the script that made this table and its methods notes for this field.cohort_link: Credited names matched to the saved same-semester signed list.cohort_link_status: See the script that made this table and its methods notes for this field.
reviews/quote_audience_simulation/engagement_shortlist.csv
candidate_id: See the script that made this table and its methods notes for this field.primary_audience: See the script that made this table and its methods notes for this field.text: See the script that made this table and its methods notes for this field.article_title: See the script that made this table and its methods notes for this field.article_credited_authors: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.source_url: See the script that made this table and its methods notes for this field.reader_url: See the script that made this table and its methods notes for this field.source_license: See the script that made this table and its methods notes for this field.paragraph_index: See the script that made this table and its methods notes for this field.start: See the script that made this table and its methods notes for this field.end: See the script that made this table and its methods notes for this field.words: See the script that made this table and its methods notes for this field.why_it_may_matter: See the script that made this table and its methods notes for this field.context_and_access_caution: See the script that made this table and its methods notes for this field.engagement_hooks: See the script that made this table and its methods notes for this field.revision: See the script that made this table and its methods notes for this field.potential_audiences: See the script that made this table and its methods notes for this field.featured_for_discussion: See the script that made this table and its methods notes for this field.
reviews/quote_audience_simulation/shortlist.csv
candidate_id: See the script that made this table and its methods notes for this field.primary_audience: See the script that made this table and its methods notes for this field.text: See the script that made this table and its methods notes for this field.article_title: See the script that made this table and its methods notes for this field.article_credited_authors: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.source_url: See the script that made this table and its methods notes for this field.reader_url: See the script that made this table and its methods notes for this field.source_license: See the script that made this table and its methods notes for this field.paragraph_index: See the script that made this table and its methods notes for this field.start: See the script that made this table and its methods notes for this field.end: See the script that made this table and its methods notes for this field.words: See the script that made this table and its methods notes for this field.why_it_may_matter: See the script that made this table and its methods notes for this field.context_and_access_caution: See the script that made this table and its methods notes for this field.
theme_coding.csv
post_id: WordPress post identifier.academic_year: August–July grouping, labelled by both calendar years.status: Publication state, such as publish or draft.kind: Local/unflagged or curated/source-linked classification.theme: See the script that made this table and its methods notes for this field.title_tag_match: See the script that made this table and its methods notes for this field.matching_terms: See the script that made this table and its methods notes for this field.fulltext_match: See the script that made this table and its methods notes for this field.
themes/annual_theme_counts.csv
mode: See the script that made this table and its methods notes for this field.academic_year: August–July grouping, labelled by both calendar years.theme: See the script that made this table and its methods notes for this field.matching_posts: See the script that made this table and its methods notes for this field.eligible_posts: See the script that made this table and its methods notes for this field.