{ "name": "Indian premarital conversations: aggregate counts", "generated": "2026-09-29", "source": "https://prevow.app/research/indian-premarital-conversations-2026", "method": "https://prevow.app/research/methodology", "corpus": { "total_records": { "value": 391459, "denominator": null, "source": "00_corpus_profile.md §1", "label": "public Reddit records" }, "posts": { "value": 32971, "denominator": 391459, "source": "00_corpus_profile.md §1" }, "comments": { "value": 358488, "denominator": 391459, "source": "00_corpus_profile.md §1" }, "subreddits_contributing": { "value": 63, "denominator": 72, "source": "00_corpus_profile.md §12", "label": "contributing subreddits, of 72 listed" }, "subreddits_listed": { "value": 72, "denominator": null, "source": "06_gaps.md §5" }, "window_start": { "value": "2024-09-02", "source": "00_corpus_profile.md §8" }, "window_end": { "value": "2026-09-02", "source": "00_corpus_profile.md §8", "note": "measured by p0_integrity_audit.py. 07_findings.md's header states 2026-08-31 and is two days short of the corpus as delivered." }, "corpus_built": { "value": "2026-09-02", "source": "00_corpus_profile.md header" }, "final_month_posts": { "value": 47, "denominator": 32971, "source": "00_corpus_profile.md §8", "note": "two days only; treat 2026-08 and 2026-09 as incomplete months" }, "final_month_comments": { "value": 702, "denominator": 358488, "source": "00_corpus_profile.md §8" }, "cleaned_records": { "value": 388969, "denominator": 391459, "pct": 99.364, "source": "05_cuts/denominators.json", "note": "used from Phase 5 onward, after removing 401 planted advertisements and 2,089 moderator or bot notices" }, "ledger_rows": { "value": 111, "source": "07_claim_ledger.csv" }, "patterns_tested": { "value": 101, "source": "04_disconfirmation.md §5" }, "publishable_as_stated": { "value": 56, "denominator": 111, "source": "07_claim_ledger.csv" }, "largest_subreddit": { "value": "Arrangedmarriage", "source": "05_cuts/subreddit_shares_before_after_exclusion.csv" }, "largest_subreddit_share": { "value": 41.964, "denominator": 388969, "source": "05_cuts/subreddit_shares_before_after_exclusion.csv" }, "two_subreddit_post_share": { "value": 47.51, "denominator": 32971, "source": "01_counts/10_subreddit_stratification_reference.csv" }, "tier_a_post_share": { "value": 72.35, "denominator": 32971, "source": "01_counts/03e_posts_by_source_tier.csv" } }, "counts": { "counselling.records": { "value": 82, "denominator": 391459, "pct": 0.021, "source": "07_claim_ledger.csv C-01; 06_gaps.md §1", "note": null }, "counselling.comments": { "value": 71, "denominator": 82, "pct": null, "source": "01_counts/02_comments_by_topic_label.csv", "note": null }, "counselling.posts": { "value": 11, "denominator": 82, "pct": null, "source": "01_counts/01_posts_by_topic_label.csv", "note": null }, "counselling.one_in": { "value": 4773, "denominator": null, "pct": null, "source": "06_gaps.md §1.1", "note": "391,459 divided by the counselling-label total, rounded down as 06_gaps.md §1.1 states it (found hardcoded to the wrong value, 4774, in PH11.1 review; 391459/82 floors to 4773)" }, "counselling.imperative": { "value": 31, "denominator": 82, "pct": 37.8, "source": "03_coding/F09_counselling_coded.md", "note": null }, "counselling.first_hand": { "value": 4, "denominator": 82, "pct": null, "source": "07_claim_ledger.csv F09-PC2, verdict FAILS", "note": "below the traceability minimum; renders only with its FAILS verdict shown" }, "q1.direct_ask_went_well": { "value": 5, "denominator": 391459, "pct": null, "source": "04_integrity/targeted_disconfirmation.json Q1", "note": null }, "q2.veto_overturned": { "value": 100, "denominator": 391459, "pct": null, "source": "targeted_disconfirmation.json Q2", "note": null }, "q2.veto_overturned_subreddits": { "value": 16, "denominator": null, "pct": null, "source": "targeted_disconfirmation.json Q2", "note": null }, "q4.intimacy_discussed_before": { "value": 0, "denominator": 391459, "pct": null, "source": "targeted_disconfirmation.json Q4", "note": "a null result, reported as a null and not as proof" }, "q5.verification_confirmed": { "value": 3, "denominator": 391459, "pct": null, "source": "targeted_disconfirmation.json Q5", "note": null }, "q6.counselling_changed_decision": { "value": 0, "denominator": 391459, "pct": null, "source": "targeted_disconfirmation.json Q6", "note": "a null result, same caveat as Q4" }, "q7.counselling_price": { "value": 26, "denominator": 391459, "pct": null, "source": "targeted_disconfirmation.json Q7", "note": "none carries the Premarital counselling label; this is why 82 is the wrong denominator" }, "q7.counselling_price_subreddits": { "value": 10, "denominator": null, "pct": null, "source": "targeted_disconfirmation.json Q7", "note": null }, "q8.listing_template": { "value": 184, "denominator": 391459, "pct": null, "source": "targeted_disconfirmation.json Q8", "note": null }, "q10.asking_welcomed": { "value": 2, "denominator": 391459, "pct": null, "source": "targeted_disconfirmation.json Q10", "note": null }, "asking.welcomed_total": { "value": 7, "denominator": 391459, "pct": null, "source": "04_disconfirmation.md §3 Q10, being Q1 plus Q10", "note": null }, "q3.raw_over_broad": { "value": 110, "denominator": 391459, "pct": null, "source": "04_disconfirmation.md §3 Q3", "note": "the discarded first query. Never quote this as a result." }, "q3b.candidates": { "value": 4, "denominator": 391459, "pct": null, "source": "04_disconfirmation.md §3 Q3", "note": null }, "q3b.genuine": { "value": 1, "denominator": 391459, "pct": null, "source": "04_disconfirmation.md §3 Q3", "note": "the three rejected were read and did not describe the thing searched for" }, "q9.raw_over_broad": { "value": 2574, "denominator": 391459, "pct": null, "source": "04_disconfirmation.md §3 Q9", "note": "the discarded first query. Never quote this as a result." }, "q9b.height_weight_fields": { "value": 486, "denominator": 391459, "pct": null, "source": "04_disconfirmation.md §3 Q9", "note": null }, "q9b.posts": { "value": 404, "denominator": 486, "pct": null, "source": "04_disconfirmation.md §3 Q9", "note": null }, "q9b.comments": { "value": 82, "denominator": 486, "pct": null, "source": "04_disconfirmation.md §3 Q9", "note": null }, "career.supporting_records": { "value": 14, "denominator": null, "pct": null, "source": "04_disconfirmation.md §6.3", "note": "two frames drawn on different filters, F10-CH8 and F12-CW4, every one naming a woman's career" }, "career.counter_frame_share": { "value": 75, "denominator": 100, "pct": null, "source": "04_verdicts.csv F10 CH8", "note": "r/Arrangedmarriage share of CH8's supporting records; the corpus-wide search is what carries this claim, not the frame" }, "kundli.example_score": { "value": 33, "denominator": 36, "pct": null, "source": "07_findings.md §7", "note": "one record, given as an example and not as a distribution" }, "kundli.example_max": { "value": 36, "denominator": null, "pct": null, "source": "07_findings.md §7", "note": null }, "integrity.age_field_impossible": { "value": 90, "denominator": null, "pct": null, "source": "07_findings.md §9.3", "note": "one record, the reason the age field was not used for any cut" }, "integrity.age_field_actual": { "value": 23, "denominator": null, "pct": null, "source": "07_findings.md §9.3", "note": null }, "counselling.frame_size": { "value": 82, "denominator": null, "pct": null, "source": "07_findings.md §8", "note": "the whole matched set; too small to support patterns at this standard" }, "integrity.excerpt_cap_chars": { "value": 914, "denominator": null, "pct": null, "source": "00_corpus_profile.md §9", "note": "an undocumented limitation of the corpus; it binds every reading in Phases 3 and 4" }, "integrity.post_excerpts_truncated": { "value": 19025, "denominator": 32971, "pct": 57.7, "source": "00_corpus_profile.md §9", "note": null }, "integrity.identifier_survivals": { "value": 18, "denominator": 391459, "pct": 0.0046, "source": "04_integrity/20_identifier_survivals.csv", "note": null }, "integrity.identifier_survivals_with_marker": { "value": 2, "denominator": 18, "pct": null, "source": "04_integrity/20_identifier_survivals.csv", "note": null }, "skew.largest_subreddit_share": { "value": 41.964, "denominator": 388969, "pct": null, "source": "05_cuts/subreddit_shares_before_after_exclusion.csv", "note": "r/Arrangedmarriage" }, "skew.two_subreddit_post_share": { "value": 47.51, "denominator": 32971, "pct": null, "source": "01_counts/10_subreddit_stratification_reference.csv", "note": "r/Arrangedmarriage and r/RelationshipIndia, of posts" }, "skew.tier_a_post_share": { "value": 72.35, "denominator": 32971, "pct": null, "source": "01_counts/03e_posts_by_source_tier.csv", "note": "of posts" }, "integrity.planted_adverts": { "value": 401, "denominator": 358488, "pct": 0.112, "source": "05_cuts/denominators.json; 04_disconfirmation.md §1.1", "note": null }, "integrity.moderator_or_bot": { "value": 2089, "denominator": 358488, "pct": 0.583, "source": "05_cuts/denominators.json; 04_disconfirmation.md §1.2", "note": null }, "integrity.non_participant_comments": { "value": 2490, "denominator": 358488, "pct": 0.695, "source": "04_disconfirmation.md §1.3", "note": null }, "collection.searches_logged": { "value": 1948, "denominator": null, "pct": null, "source": "06_gaps.md §4", "note": null }, "collection.searches_completed": { "value": 1922, "denominator": 1948, "pct": null, "source": "06_gaps.md §4", "note": null }, "collection.searches_incomplete": { "value": 26, "denominator": 1948, "pct": 1.33, "source": "06_gaps.md §4", "note": null }, "collection.subreddits_listed": { "value": 72, "denominator": null, "pct": null, "source": "06_gaps.md §5", "note": null }, "collection.subreddits_silent": { "value": 32, "denominator": 72, "pct": null, "source": "06_gaps.md §5", "note": null }, "collection.subreddits_posts_no_comments": { "value": 13, "denominator": null, "pct": null, "source": "06_gaps.md §5", "note": null }, "integrity.untranslated_non_latin": { "value": 408, "denominator": 391459, "pct": null, "source": "07_findings.md §9.1", "note": null }, "integrity.final_month_caveat_searches": { "value": 137, "denominator": 1948, "pct": null, "source": "06_gaps.md §4", "note": null }, "quotes.harvested": { "value": 318, "denominator": null, "pct": null, "source": "07_quotable.md", "note": null }, "quotes.excluded": { "value": 3, "denominator": 318, "pct": null, "source": "07_quotable.md", "note": null }, "quotes.survived": { "value": 315, "denominator": 318, "pct": null, "source": "07_quotable.md", "note": null }, "quotes.selected": { "value": 60, "denominator": 315, "pct": null, "source": "07_quotable.md", "note": null }, "quotes.cleared": { "value": 0, "denominator": 60, "pct": null, "source": "content/research/quotes-cleared.json", "note": "Owner policy 2026-10-05: no Reddit quotes on the public site; cleared stays 0" }, "ledger.rows": { "value": 111, "denominator": null, "pct": null, "source": "07_claim_ledger.csv", "note": null }, "ledger.patterns_tested": { "value": 101, "denominator": null, "pct": null, "source": "04_disconfirmation.md §5", "note": null }, "ledger.publishable": { "value": 56, "denominator": 111, "pct": null, "source": "07_claim_ledger.csv", "note": null }, "ledger.withheld": { "value": 55, "denominator": 111, "pct": null, "source": "07_claim_ledger.csv", "note": null }, "ledger.rendered": { "value": 63, "denominator": 111, "pct": null, "source": "content/research/claims.json", "note": null }, "ledger.not_rendered": { "value": 48, "denominator": 111, "pct": null, "source": "content/research/claims.json", "note": null }, "verdict.survives": { "value": 46, "denominator": 101, "pct": null, "source": "07_claim_ledger.csv", "note": null }, "verdict.survives_narrowed": { "value": 22, "denominator": 101, "pct": null, "source": "07_claim_ledger.csv", "note": null }, "verdict.community_specific": { "value": 15, "denominator": 101, "pct": null, "source": "07_claim_ledger.csv", "note": null }, "verdict.fails": { "value": 10, "denominator": 101, "pct": null, "source": "07_claim_ledger.csv", "note": null }, "verdict.not_scorable_on_hold_out": { "value": 4, "denominator": 101, "pct": null, "source": "07_claim_ledger.csv", "note": null }, "verdict.count_based": { "value": 4, "denominator": 101, "pct": null, "source": "07_claim_ledger.csv", "note": null }, "verdict.n_a_corpus_count": { "value": 10, "denominator": 111, "pct": null, "source": "07_claim_ledger.csv", "note": null } }, "tables": { "topic-labels": { "source": "analysis/outputs/06_gaps.md §1", "denominator": 391459, "rows": [ { "label": "Arranged-marriage process", "primary": 115941, "primary_pct": 29.619, "any_position": 115945 }, { "label": "Partner-selection criteria", "primary": 83333, "primary_pct": 24.11, "any_position": 94380 }, { "label": "Financial discussion", "primary": 25171, "primary_pct": 12.417, "any_position": 48608 }, { "label": "Career and relocation", "primary": 24200, "primary_pct": 10.853, "any_position": 42485 }, { "label": "Trust and privacy", "primary": 20822, "primary_pct": 9.604, "any_position": 37594 }, { "label": "Children and parenting", "primary": 20263, "primary_pct": 8.597, "any_position": 33654 }, { "label": "Religion and caste", "primary": 16749, "primary_pct": 7.705, "any_position": 30160 }, { "label": "Matrimonial platform", "primary": 26807, "primary_pct": 7.674, "any_position": 30039 }, { "label": "Dating-to-marriage context", "primary": 0, "primary_pct": 7.309, "any_position": 28610 }, { "label": "Compatibility", "primary": 18433, "primary_pct": 7.075, "any_position": 27695 }, { "label": "Red flags", "primary": 8226, "primary_pct": 4.186, "any_position": 16388 }, { "label": "Family and in-laws", "primary": 7351, "primary_pct": 3.515, "any_position": 13760 }, { "label": "Love-marriage decision", "primary": 7667, "primary_pct": 2.45, "any_position": 9592 }, { "label": "Sexual compatibility", "primary": 3843, "primary_pct": 1.778, "any_position": 6960 }, { "label": "Health disclosure", "primary": 3373, "primary_pct": 1.757, "any_position": 6878 }, { "label": "Past relationships", "primary": 3705, "primary_pct": 1.66, "any_position": 6500 }, { "label": "Household roles", "primary": 2406, "primary_pct": 1.522, "any_position": 5959 }, { "label": "Post-marriage reflection", "primary": 0, "primary_pct": 0.749, "any_position": 2933 }, { "label": "Engagement doubts", "primary": 1179, "primary_pct": 0.648, "any_position": 2536 }, { "label": "Parental pressure", "primary": 865, "primary_pct": 0.558, "any_position": 2184 }, { "label": "NRI or diaspora", "primary": 561, "primary_pct": 0.394, "any_position": 1542 }, { "label": "Premarital questions", "primary": 316, "primary_pct": 0.115, "any_position": 451 }, { "label": "Engagement cancelled", "primary": 208, "primary_pct": 0.115, "any_position": 450 }, { "label": "Premarital counselling", "primary": 28, "primary_pct": 0.021, "any_position": 82 }, { "label": "Family introduction", "primary": 12, "primary_pct": 0.006, "any_position": 25 }, { "label": "Other explicit topic", "primary": 0, "primary_pct": 0, "any_position": 0 } ] }, "posts-by-topic-label": { "source": "analysis/outputs/01_counts/01_posts_by_topic_label.csv", "rows": [ { "topic_label": "Arranged-marriage process", "n_primary": "15662", "pct_of_32971_primary": "47.5", "n_secondary": "4", "n_any_position": "15666", "pct_of_32971_any_position": "47.51" }, { "topic_label": "Dating-to-marriage context", "n_primary": "0", "pct_of_32971_primary": "0.0", "n_secondary": "12685", "n_any_position": "12685", "pct_of_32971_any_position": "38.47" }, { "topic_label": "Partner-selection criteria", "n_primary": "5248", "pct_of_32971_primary": "15.92", "n_secondary": "6463", "n_any_position": "11711", "pct_of_32971_any_position": "35.52" }, { "topic_label": "Career and relocation", "n_primary": "1603", "pct_of_32971_primary": "4.86", "n_secondary": "7822", "n_any_position": "9425", "pct_of_32971_any_position": "28.59" }, { "topic_label": "Financial discussion", "n_primary": "1325", "pct_of_32971_primary": "4.02", "n_secondary": "6189", "n_any_position": "7514", "pct_of_32971_any_position": "22.79" }, { "topic_label": "Trust and privacy", "n_primary": "739", "pct_of_32971_primary": "2.24", "n_secondary": "5620", "n_any_position": "6359", "pct_of_32971_any_position": "19.29" }, { "topic_label": "Religion and caste", "n_primary": "983", "pct_of_32971_primary": "2.98", "n_secondary": "5281", "n_any_position": "6264", "pct_of_32971_any_position": "19.0" }, { "topic_label": "Matrimonial platform", "n_primary": "3197", "pct_of_32971_primary": "9.7", "n_secondary": "2000", "n_any_position": "5197", "pct_of_32971_any_position": "15.76" }, { "topic_label": "Compatibility", "n_primary": "1249", "pct_of_32971_primary": "3.79", "n_secondary": "3874", "n_any_position": "5123", "pct_of_32971_any_position": "15.54" }, { "topic_label": "Children and parenting", "n_primary": "816", "pct_of_32971_primary": "2.47", "n_secondary": "4179", "n_any_position": "4995", "pct_of_32971_any_position": "15.15" }, { "topic_label": "Red flags", "n_primary": "214", "pct_of_32971_primary": "0.65", "n_secondary": "2628", "n_any_position": "2842", "pct_of_32971_any_position": "8.62" }, { "topic_label": "Family and in-laws", "n_primary": "303", "pct_of_32971_primary": "0.92", "n_secondary": "2022", "n_any_position": "2325", "pct_of_32971_any_position": "7.05" }, { "topic_label": "Post-marriage reflection", "n_primary": "0", "pct_of_32971_primary": "0.0", "n_secondary": "1926", "n_any_position": "1926", "pct_of_32971_any_position": "5.84" }, { "topic_label": "Past relationships", "n_primary": "214", "pct_of_32971_primary": "0.65", "n_secondary": "1430", "n_any_position": "1644", "pct_of_32971_any_position": "4.99" }, { "topic_label": "Sexual compatibility", "n_primary": "253", "pct_of_32971_primary": "0.77", "n_secondary": "1319", "n_any_position": "1572", "pct_of_32971_any_position": "4.77" }, { "topic_label": "Love-marriage decision", "n_primary": "738", "pct_of_32971_primary": "2.24", "n_secondary": "813", "n_any_position": "1551", "pct_of_32971_any_position": "4.7" }, { "topic_label": "Health disclosure", "n_primary": "142", "pct_of_32971_primary": "0.43", "n_secondary": "1238", "n_any_position": "1380", "pct_of_32971_any_position": "4.19" }, { "topic_label": "Household roles", "n_primary": "78", "pct_of_32971_primary": "0.24", "n_secondary": "939", "n_any_position": "1017", "pct_of_32971_any_position": "3.08" }, { "topic_label": "Engagement doubts", "n_primary": "77", "pct_of_32971_primary": "0.23", "n_secondary": "741", "n_any_position": "818", "pct_of_32971_any_position": "2.48" }, { "topic_label": "Parental pressure", "n_primary": "61", "pct_of_32971_primary": "0.19", "n_secondary": "717", "n_any_position": "778", "pct_of_32971_any_position": "2.36" }, { "topic_label": "NRI or diaspora", "n_primary": "20", "pct_of_32971_primary": "0.06", "n_secondary": "340", "n_any_position": "360", "pct_of_32971_any_position": "1.09" }, { "topic_label": "Engagement cancelled", "n_primary": "16", "pct_of_32971_primary": "0.05", "n_secondary": "150", "n_any_position": "166", "pct_of_32971_any_position": "0.5" }, { "topic_label": "Premarital questions", "n_primary": "30", "pct_of_32971_primary": "0.09", "n_secondary": "87", "n_any_position": "117", "pct_of_32971_any_position": "0.35" }, { "topic_label": "Family introduction", "n_primary": "2", "pct_of_32971_primary": "0.01", "n_secondary": "13", "n_any_position": "15", "pct_of_32971_any_position": "0.05" }, { "topic_label": "Premarital counselling", "n_primary": "1", "pct_of_32971_primary": "0.0", "n_secondary": "10", "n_any_position": "11", "pct_of_32971_any_position": "0.03" }, { "topic_label": "# DENOMINATOR N=32971 included posts. n_primary sums to N. n_any_position does NOT sum to N because a post carries up to 9 labels.", "n_primary": "", "pct_of_32971_primary": "", "n_secondary": "", "n_any_position": "", "pct_of_32971_any_position": "" } ] }, "comments-by-topic-label": { "source": "analysis/outputs/01_counts/02_comments_by_topic_label.csv", "rows": [ { "topic_label": "Arranged-marriage process", "n_primary": "100279", "pct_of_358488_primary": "27.97", "n_any_position": "100279", "pct_of_358488_any_position": "27.97" }, { "topic_label": "Partner-selection criteria", "n_primary": "78085", "pct_of_358488_primary": "21.78", "n_any_position": "82669", "pct_of_358488_any_position": "23.06" }, { "topic_label": "Financial discussion", "n_primary": "23846", "pct_of_358488_primary": "6.65", "n_any_position": "41094", "pct_of_358488_any_position": "11.46" }, { "topic_label": "Career and relocation", "n_primary": "22597", "pct_of_358488_primary": "6.3", "n_any_position": "33060", "pct_of_358488_any_position": "9.22" }, { "topic_label": 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"n_any_position": "4856", "pct_of_358488_any_position": "1.35" }, { "topic_label": "Engagement doubts", "n_primary": "1102", "pct_of_358488_primary": "0.31", "n_any_position": "1718", "pct_of_358488_any_position": "0.48" }, { "topic_label": "Parental pressure", "n_primary": "804", "pct_of_358488_primary": "0.22", "n_any_position": "1406", "pct_of_358488_any_position": "0.39" }, { "topic_label": "NRI or diaspora", "n_primary": "541", "pct_of_358488_primary": "0.15", "n_any_position": "1182", "pct_of_358488_any_position": "0.33" }, { "topic_label": "Post-marriage reflection", "n_primary": "0", "pct_of_358488_primary": "0.0", "n_any_position": "1007", "pct_of_358488_any_position": "0.28" }, { "topic_label": "Premarital questions", "n_primary": "286", "pct_of_358488_primary": "0.08", "n_any_position": "334", "pct_of_358488_any_position": "0.09" }, { "topic_label": "Engagement cancelled", "n_primary": "192", "pct_of_358488_primary": "0.05", "n_any_position": "284", 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}, { "subreddit": "navimumbai", "n_posts": "12", "pct_of_32971_posts": "0.04", "n_comments": "0", "pct_of_358488_comments": "0.0", "comments_per_post": "0.0", "flag": "NO COMMENTS COLLECTED" }, { "subreddit": "Bumble", "n_posts": "8", "pct_of_32971_posts": "0.02", "n_comments": "0", "pct_of_358488_comments": "0.0", "comments_per_post": "0.0", "flag": "NO COMMENTS COLLECTED" }, { "subreddit": "IndianWomenUnfiltered", "n_posts": "6", "pct_of_32971_posts": "0.02", "n_comments": "27", "pct_of_358488_comments": "0.01", "comments_per_post": "4.5", "flag": "" }, { "subreddit": "lucknow", "n_posts": "6", "pct_of_32971_posts": "0.02", "n_comments": "0", "pct_of_358488_comments": "0.0", "comments_per_post": "0.0", "flag": "NO COMMENTS COLLECTED" }, { "subreddit": "Goa", "n_posts": "4", "pct_of_32971_posts": "0.01", "n_comments": "0", "pct_of_358488_comments": "0.0", "comments_per_post": "0.0", "flag": "NO COMMENTS COLLECTED" }, { "subreddit": "ArrangedmarriageWomen", "n_posts": "3", "pct_of_32971_posts": "0.01", "n_comments": "0", "pct_of_358488_comments": "0.0", "comments_per_post": "0.0", "flag": "NO COMMENTS COLLECTED" }, { "subreddit": "ArrangedMarriage_NRI", "n_posts": "3", "pct_of_32971_posts": "0.01", "n_comments": "0", "pct_of_358488_comments": "0.0", "comments_per_post": "0.0", "flag": "NO COMMENTS COLLECTED" }, { "subreddit": "IndiaDating", "n_posts": "3", "pct_of_32971_posts": "0.01", "n_comments": "2", "pct_of_358488_comments": "0.0", "comments_per_post": "0.67", "flag": "" }, { "subreddit": "hingeapp", "n_posts": "3", "pct_of_32971_posts": "0.01", "n_comments": "0", "pct_of_358488_comments": "0.0", "comments_per_post": "0.0", "flag": "NO COMMENTS COLLECTED" }, { "subreddit": "DatingApps", "n_posts": "3", "pct_of_32971_posts": "0.01", "n_comments": "0", "pct_of_358488_comments": "0.0", "comments_per_post": "0.0", "flag": "NO COMMENTS COLLECTED" }, { "subreddit": "ForIndianWomen", "n_posts": "2", "pct_of_32971_posts": "0.01", "n_comments": "0", 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"cell_flag": "" }, { "topic_label_any_position": "Past relationships", "quarter": "2025Q1", "n_posts_in_quarter_with_label": "202", "n_posts_in_quarter_total": "3593", "pct_of_quarter": "5.62", "cell_flag": "" }, { "topic_label_any_position": "Past relationships", "quarter": "2025Q2", "n_posts_in_quarter_with_label": "168", "n_posts_in_quarter_total": "3946", "pct_of_quarter": "4.26", "cell_flag": "" }, { "topic_label_any_position": "Past relationships", "quarter": "2025Q3", "n_posts_in_quarter_with_label": "190", "n_posts_in_quarter_total": "4159", "pct_of_quarter": "4.57", "cell_flag": "" }, { "topic_label_any_position": "Past relationships", "quarter": "2025Q4", "n_posts_in_quarter_with_label": "217", "n_posts_in_quarter_total": "4347", "pct_of_quarter": "4.99", "cell_flag": "" }, { "topic_label_any_position": "Past relationships", "quarter": "2026Q1", "n_posts_in_quarter_with_label": "255", "n_posts_in_quarter_total": "4849", "pct_of_quarter": "5.26", "cell_flag": "" }, { "topic_label_any_position": "Past relationships", "quarter": "2026Q2", "n_posts_in_quarter_with_label": "271", "n_posts_in_quarter_total": "5147", "pct_of_quarter": "5.27", "cell_flag": "" }, { "topic_label_any_position": "Past relationships", "quarter": "2026Q3", "n_posts_in_quarter_with_label": "153", "n_posts_in_quarter_total": "2939", "pct_of_quarter": "5.21", "cell_flag": "" }, { "topic_label_any_position": "Post-marriage reflection", "quarter": "2024Q3", "n_posts_in_quarter_with_label": "38", "n_posts_in_quarter_total": "842", "pct_of_quarter": "4.51", "cell_flag": "" }, { "topic_label_any_position": "Post-marriage reflection", "quarter": "2024Q4", "n_posts_in_quarter_with_label": "209", "n_posts_in_quarter_total": "3149", "pct_of_quarter": "6.64", "cell_flag": "" }, { "topic_label_any_position": "Post-marriage reflection", "quarter": "2025Q1", "n_posts_in_quarter_with_label": "187", "n_posts_in_quarter_total": "3593", "pct_of_quarter": "5.2", "cell_flag": "" }, { "topic_label_any_position": "Post-marriage reflection", "quarter": "2025Q2", "n_posts_in_quarter_with_label": "218", "n_posts_in_quarter_total": "3946", "pct_of_quarter": "5.52", "cell_flag": "" }, { "topic_label_any_position": "Post-marriage reflection", "quarter": "2025Q3", "n_posts_in_quarter_with_label": "291", "n_posts_in_quarter_total": "4159", "pct_of_quarter": "7.0", "cell_flag": "" }, { "topic_label_any_position": "Post-marriage reflection", "quarter": "2025Q4", "n_posts_in_quarter_with_label": "232", "n_posts_in_quarter_total": "4347", "pct_of_quarter": "5.34", "cell_flag": "" }, { "topic_label_any_position": "Post-marriage reflection", "quarter": "2026Q1", "n_posts_in_quarter_with_label": "283", "n_posts_in_quarter_total": "4849", "pct_of_quarter": "5.84", "cell_flag": "" }, { "topic_label_any_position": "Post-marriage reflection", "quarter": "2026Q2", "n_posts_in_quarter_with_label": "275", "n_posts_in_quarter_total": "5147", "pct_of_quarter": "5.34", "cell_flag": "" }, { "topic_label_any_position": "Post-marriage reflection", "quarter": "2026Q3", "n_posts_in_quarter_with_label": "193", "n_posts_in_quarter_total": "2939", "pct_of_quarter": "6.57", "cell_flag": "" }, { "topic_label_any_position": "Premarital counselling", "quarter": "2024Q3", "n_posts_in_quarter_with_label": "0", "n_posts_in_quarter_total": "842", "pct_of_quarter": "0.0", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital counselling", "quarter": "2024Q4", "n_posts_in_quarter_with_label": "2", "n_posts_in_quarter_total": "3149", "pct_of_quarter": "0.06", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital counselling", "quarter": "2025Q1", "n_posts_in_quarter_with_label": "0", "n_posts_in_quarter_total": "3593", "pct_of_quarter": "0.0", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital counselling", "quarter": "2025Q2", "n_posts_in_quarter_with_label": "1", "n_posts_in_quarter_total": "3946", "pct_of_quarter": "0.03", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital counselling", "quarter": "2025Q3", "n_posts_in_quarter_with_label": "2", "n_posts_in_quarter_total": "4159", "pct_of_quarter": "0.05", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital counselling", "quarter": "2025Q4", "n_posts_in_quarter_with_label": "2", "n_posts_in_quarter_total": "4347", "pct_of_quarter": "0.05", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital counselling", "quarter": "2026Q1", "n_posts_in_quarter_with_label": "1", "n_posts_in_quarter_total": "4849", "pct_of_quarter": "0.02", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital counselling", "quarter": "2026Q2", "n_posts_in_quarter_with_label": "1", "n_posts_in_quarter_total": "5147", "pct_of_quarter": "0.02", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital counselling", "quarter": "2026Q3", "n_posts_in_quarter_with_label": "2", "n_posts_in_quarter_total": "2939", "pct_of_quarter": "0.07", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital questions", "quarter": "2024Q3", "n_posts_in_quarter_with_label": "2", "n_posts_in_quarter_total": "842", "pct_of_quarter": "0.24", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital questions", "quarter": "2024Q4", "n_posts_in_quarter_with_label": "15", "n_posts_in_quarter_total": "3149", "pct_of_quarter": "0.48", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital questions", "quarter": "2025Q1", "n_posts_in_quarter_with_label": "12", "n_posts_in_quarter_total": "3593", "pct_of_quarter": "0.33", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital questions", "quarter": "2025Q2", "n_posts_in_quarter_with_label": "14", "n_posts_in_quarter_total": "3946", "pct_of_quarter": "0.35", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital questions", "quarter": "2025Q3", "n_posts_in_quarter_with_label": "11", "n_posts_in_quarter_total": "4159", "pct_of_quarter": "0.26", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital questions", "quarter": "2025Q4", "n_posts_in_quarter_with_label": "15", "n_posts_in_quarter_total": "4347", "pct_of_quarter": "0.35", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital questions", "quarter": "2026Q1", "n_posts_in_quarter_with_label": "15", "n_posts_in_quarter_total": "4849", "pct_of_quarter": "0.31", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital questions", "quarter": "2026Q2", "n_posts_in_quarter_with_label": "20", "n_posts_in_quarter_total": "5147", "pct_of_quarter": "0.39", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Premarital questions", "quarter": "2026Q3", "n_posts_in_quarter_with_label": "13", "n_posts_in_quarter_total": "2939", "pct_of_quarter": "0.44", "cell_flag": "LOW CELL" }, { "topic_label_any_position": "Red flags", "quarter": "2024Q3", "n_posts_in_quarter_with_label": "65", "n_posts_in_quarter_total": "842", "pct_of_quarter": "7.72", "cell_flag": "" }, { "topic_label_any_position": "Red flags", "quarter": "2024Q4", "n_posts_in_quarter_with_label": "226", "n_posts_in_quarter_total": "3149", "pct_of_quarter": "7.18", "cell_flag": "" }, { "topic_label_any_position": "Red flags", "quarter": "2025Q1", "n_posts_in_quarter_with_label": "264", "n_posts_in_quarter_total": "3593", "pct_of_quarter": "7.35", "cell_flag": "" }, { "topic_label_any_position": "Red flags", "quarter": "2025Q2", "n_posts_in_quarter_with_label": "328", "n_posts_in_quarter_total": "3946", "pct_of_quarter": "8.31", "cell_flag": "" }, { "topic_label_any_position": "Red flags", "quarter": "2025Q3", "n_posts_in_quarter_with_label": "402", "n_posts_in_quarter_total": "4159", "pct_of_quarter": "9.67", "cell_flag": "" }, { "topic_label_any_position": "Red flags", "quarter": "2025Q4", "n_posts_in_quarter_with_label": "353", "n_posts_in_quarter_total": "4347", "pct_of_quarter": "8.12", "cell_flag": "" }, { "topic_label_any_position": "Red flags", "quarter": "2026Q1", "n_posts_in_quarter_with_label": "456", "n_posts_in_quarter_total": "4849", "pct_of_quarter": "9.4", "cell_flag": "" }, { "topic_label_any_position": "Red flags", "quarter": "2026Q2", "n_posts_in_quarter_with_label": "483", "n_posts_in_quarter_total": "5147", "pct_of_quarter": "9.38", "cell_flag": "" }, { "topic_label_any_position": "Red flags", "quarter": "2026Q3", "n_posts_in_quarter_with_label": "265", "n_posts_in_quarter_total": "2939", "pct_of_quarter": "9.02", "cell_flag": "" }, { "topic_label_any_position": "Religion and caste", "quarter": "2024Q3", "n_posts_in_quarter_with_label": "166", "n_posts_in_quarter_total": "842", "pct_of_quarter": "19.71", "cell_flag": "" }, { "topic_label_any_position": "Religion and caste", "quarter": "2024Q4", "n_posts_in_quarter_with_label": "598", "n_posts_in_quarter_total": "3149", "pct_of_quarter": "18.99", "cell_flag": "" }, { "topic_label_any_position": "Religion and caste", "quarter": "2025Q1", "n_posts_in_quarter_with_label": "722", "n_posts_in_quarter_total": "3593", "pct_of_quarter": "20.09", "cell_flag": "" }, { "topic_label_any_position": "Religion and caste", "quarter": "2025Q2", "n_posts_in_quarter_with_label": "762", "n_posts_in_quarter_total": "3946", "pct_of_quarter": "19.31", "cell_flag": "" }, { "topic_label_any_position": "Religion and caste", "quarter": "2025Q3", "n_posts_in_quarter_with_label": "795", "n_posts_in_quarter_total": "4159", "pct_of_quarter": "19.12", "cell_flag": "" }, { "topic_label_any_position": "Religion and caste", "quarter": "2025Q4", "n_posts_in_quarter_with_label": "844", "n_posts_in_quarter_total": "4347", "pct_of_quarter": "19.42", "cell_flag": "" }, { "topic_label_any_position": "Religion and caste", "quarter": "2026Q1", "n_posts_in_quarter_with_label": "868", "n_posts_in_quarter_total": "4849", "pct_of_quarter": "17.9", "cell_flag": "" }, { "topic_label_any_position": "Religion and caste", "quarter": "2026Q2", "n_posts_in_quarter_with_label": "925", "n_posts_in_quarter_total": "5147", "pct_of_quarter": "17.97", "cell_flag": "" }, { "topic_label_any_position": "Religion and caste", "quarter": "2026Q3", "n_posts_in_quarter_with_label": "584", "n_posts_in_quarter_total": "2939", "pct_of_quarter": "19.87", "cell_flag": "" }, { "topic_label_any_position": "Sexual compatibility", "quarter": "2024Q3", "n_posts_in_quarter_with_label": "33", "n_posts_in_quarter_total": "842", "pct_of_quarter": "3.92", "cell_flag": "" }, { "topic_label_any_position": "Sexual compatibility", "quarter": "2024Q4", "n_posts_in_quarter_with_label": "129", "n_posts_in_quarter_total": "3149", "pct_of_quarter": "4.1", "cell_flag": "" }, { "topic_label_any_position": "Sexual compatibility", "quarter": "2025Q1", "n_posts_in_quarter_with_label": "156", "n_posts_in_quarter_total": "3593", "pct_of_quarter": "4.34", "cell_flag": "" }, { "topic_label_any_position": "Sexual compatibility", "quarter": "2025Q2", "n_posts_in_quarter_with_label": "179", "n_posts_in_quarter_total": "3946", "pct_of_quarter": "4.54", "cell_flag": "" }, { "topic_label_any_position": "Sexual compatibility", "quarter": "2025Q3", "n_posts_in_quarter_with_label": "209", "n_posts_in_quarter_total": "4159", "pct_of_quarter": "5.03", "cell_flag": "" }, { "topic_label_any_position": "Sexual compatibility", "quarter": "2025Q4", "n_posts_in_quarter_with_label": "195", "n_posts_in_quarter_total": "4347", "pct_of_quarter": "4.49", "cell_flag": "" }, { "topic_label_any_position": "Sexual compatibility", "quarter": "2026Q1", "n_posts_in_quarter_with_label": "270", "n_posts_in_quarter_total": "4849", "pct_of_quarter": "5.57", "cell_flag": "" }, { "topic_label_any_position": "Sexual compatibility", "quarter": "2026Q2", "n_posts_in_quarter_with_label": "266", "n_posts_in_quarter_total": "5147", "pct_of_quarter": "5.17", "cell_flag": "" }, { "topic_label_any_position": "Sexual compatibility", "quarter": "2026Q3", "n_posts_in_quarter_with_label": "135", "n_posts_in_quarter_total": "2939", "pct_of_quarter": "4.59", "cell_flag": "" }, { "topic_label_any_position": "Trust and privacy", "quarter": "2024Q3", "n_posts_in_quarter_with_label": "146", "n_posts_in_quarter_total": "842", "pct_of_quarter": "17.34", "cell_flag": "" }, { "topic_label_any_position": "Trust and privacy", "quarter": "2024Q4", "n_posts_in_quarter_with_label": "537", "n_posts_in_quarter_total": "3149", "pct_of_quarter": "17.05", "cell_flag": "" }, { "topic_label_any_position": "Trust and privacy", "quarter": "2025Q1", "n_posts_in_quarter_with_label": "624", "n_posts_in_quarter_total": "3593", "pct_of_quarter": "17.37", "cell_flag": "" }, { "topic_label_any_position": "Trust and privacy", "quarter": "2025Q2", "n_posts_in_quarter_with_label": "725", "n_posts_in_quarter_total": "3946", "pct_of_quarter": "18.37", "cell_flag": "" }, { "topic_label_any_position": "Trust and privacy", "quarter": "2025Q3", "n_posts_in_quarter_with_label": "841", "n_posts_in_quarter_total": "4159", "pct_of_quarter": "20.22", "cell_flag": "" }, { "topic_label_any_position": "Trust and privacy", "quarter": "2025Q4", "n_posts_in_quarter_with_label": "827", "n_posts_in_quarter_total": "4347", "pct_of_quarter": "19.02", "cell_flag": "" }, { "topic_label_any_position": "Trust and privacy", "quarter": "2026Q1", "n_posts_in_quarter_with_label": "966", "n_posts_in_quarter_total": "4849", "pct_of_quarter": "19.92", "cell_flag": "" }, { "topic_label_any_position": "Trust and privacy", "quarter": "2026Q2", "n_posts_in_quarter_with_label": "1006", "n_posts_in_quarter_total": "5147", "pct_of_quarter": "19.55", "cell_flag": "" }, { "topic_label_any_position": "Trust and privacy", "quarter": "2026Q3", "n_posts_in_quarter_with_label": "687", "n_posts_in_quarter_total": "2939", "pct_of_quarter": "23.38", "cell_flag": "" }, { "topic_label_any_position": "# DENOMINATOR: per-quarter post totals shown in column 4", "quarter": " summing to 32971 included posts. Labels counted in ANY position so column 3 does not sum to column 4. 2026Q3 covers 2026-07-01 to 2026-09-02 only and 2026-08 is 48.5% below 2026-07 (Phase 0 section 8) - treat 2026Q3 as truncated.", "n_posts_in_quarter_with_label": "", "n_posts_in_quarter_total": "", "pct_of_quarter": "", "cell_flag": "" } ] }, "quarter-totals": { "source": "analysis/outputs/01_counts/09b_quarter_totals.csv", "rows": [ { "quarter": "2024Q3", "n_posts": "842" }, { "quarter": "2024Q4", "n_posts": "3149" }, { "quarter": "2025Q1", "n_posts": "3593" }, { "quarter": "2025Q2", "n_posts": "3946" }, { "quarter": "2025Q3", "n_posts": "4159" }, { "quarter": "2025Q4", "n_posts": "4347" }, { "quarter": "2026Q1", "n_posts": "4849" }, { "quarter": "2026Q2", "n_posts": "5147" }, { "quarter": "2026Q3", "n_posts": "2939" } ] }, "verdicts": { "source": "analysis/outputs/04_disconfirmation.md §5; 07_claim_ledger.csv", "denominator": 101, "note": "101 patterns tested. The ten corpus counts in the ledger are not patterns and are not in this table.", "rows": [ { "verdict": "SURVIVES", "n": 46 }, { "verdict": "SURVIVES NARROWED", "n": 22 }, { "verdict": "COMMUNITY SPECIFIC", "n": 15 }, { "verdict": "FAILS", "n": 10 }, { "verdict": "NOT SCORABLE ON HOLD-OUT", "n": 4 }, { "verdict": "COUNT-BASED", "n": 4 } ] }, "unlabelled-subjects": { "source": "analysis/outputs/06_gaps.md §3", "denominator": 391459, "note": "lower bounds. A term search under-counts, and it under-counts transliterated records especially.", "rows": [ { "subject": "disability (physical, neurological, psychiatric)", "records": 2986, "pct_of_corpus": 0.763, "subreddits": 39 }, { "subject": "second marriage / divorcee re-entering the search", "records": 1198, "pct_of_corpus": 0.306, "subreddits": 31 }, { "subject": "height as a selection criterion", "records": 925, "pct_of_corpus": 0.236, "subreddits": 22 }, { "subject": "skin tone and colourism", "records": 906, "pct_of_corpus": 0.231, "subreddits": 30 }, { "subject": "asexuality", "records": 546, "pct_of_corpus": 0.139, "subreddits": 21 }, { "subject": "loneliness given as the reason for marrying", "records": 449, "pct_of_corpus": 0.115, "subreddits": 29 }, { "subject": "lavender marriage / marriage of convenience", "records": 330, "pct_of_corpus": 0.084, "subreddits": 16 }, { "subject": "private investigator or detective", "records": 315, "pct_of_corpus": 0.08, "subreddits": 16 }, { "subject": "deciding not to marry at all", "records": 271, "pct_of_corpus": 0.069, "subreddits": 22 } ] }, "targeted-searches": { "source": "analysis/outputs/04_integrity/targeted_disconfirmation.json", "note": "Q3 and Q9 are the first, over-broad queries. Both were replaced; use the q3b and q9b keys.", "rows": [ { "key": "Q1_direct_ask_went_well", "claim": "F08 PQ4 / F09 PC4 / F11 ID6 - a hard question cannot be asked directly by the couple, so it is routed to a third party.", "n_hits": 5, "n_subreddits": 2 }, { "key": "Q2_family_veto_overturned", "claim": "F10 CH7 / F12 CW1 / F13 FC3 - the family holds a veto and it is not reversed by argument.", "n_hits": 100, "n_subreddits": 16 }, { "key": "Q3_man_pauses_career", "claim": "F10 CH8 / F12 CW4 - where a career pause is described it is the woman's; 14 of 14 supporting records name hers.", "n_hits": 110, "n_subreddits": 11 }, { "key": "Q4_intimacy_discussed_before", "claim": "F11 ID1 - the intimacy conversation is deferred past the wedding; no record in the drawn 200 reports it held beforehand.", "n_hits": 0, "n_subreddits": 0 }, { "key": "Q5_verification_confirmed", "claim": "F14 LG5 - independent verification of a matrimonial claim is reported 6 times and finds a discrepancy 6 times.", "n_hits": 3, "n_subreddits": 3 }, { "key": "Q6_counselling_changed_decision", "claim": "F09 - no record in the 82-record counselling frame describes counselling changing a decision.", "n_hits": 0, "n_subreddits": 0 }, { "key": "Q7_counselling_price", "claim": "F09 section 4 - price is absent from all 82 counselling records.", "n_hits": 26, "n_subreddits": 10 }, { "key": "Q8_form_field_hard_question", "claim": "F10 CH3 / F13 FC6 - communities using a listing template turn a hard question into a short form field.", "n_hits": 184, "n_subreddits": 3 }, { "key": "Q9_precise_nonincome_disclosure", "claim": "F12 CW6 - income is the one attribute disclosed with numeric precision early and unprompted.", "n_hits": 2574, "n_subreddits": 11 }, { "key": "Q10_asking_welcomed", "claim": "F08 PQ4 - asking a hard question carries a social price.", "n_hits": 2, "n_subreddits": 1 } ] } } }