Rebuild the coding keywords with 100 groups

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
This commit is contained in:
2026-08-17 22:38:31 +08:00
co-authored by Claude Opus 5
parent 4dc526c4b0
commit e4f40e7c0f
4 changed files with 4193 additions and 4060 deletions
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+74 -24
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@@ -1,55 +1,105 @@
{ {
"keywords": [ "keywords": [
"abandonment-and-solitude", "addiction-and-obsession",
"alcohol-and-substance-abuse", "alcohol-and-substance-abuse",
"ambition-and-self-determination",
"attraction-and-admiration", "attraction-and-admiration",
"betrayal-and-mistrust", "authenticity-and-honesty",
"boastful-self-confidence", "avoiding-commitment",
"breakup-and-reconciliation", "betrayal-and-cheating",
"carefree-escapism",
"celebration-and-partying", "celebration-and-partying",
"contentment-and-joy", "cherishing-the-present-moment",
"clinging-to-love",
"community-and-togetherness",
"confidence-and-self-assurance",
"criminal-secrecy",
"dancing-and-movement", "dancing-and-movement",
"defiance-and-confrontation", "deception-and-distrust",
"denial-and-pretense", "defiance-and-rebellion",
"designer-fashion-flexing", "denial-and-self-deception",
"devotion-and-sacrifice", "desire-and-lust",
"embracing-true-identity", "devotion",
"disappointment-and-failure",
"dominance-and-power",
"dream-and-awakening",
"ex-moving-on",
"faith-and-spirituality",
"false-friendship",
"fame-and-status", "fame-and-status",
"family-and-distance",
"family-and-fatherhood", "family-and-fatherhood",
"fantasy-and-imagination", "fear-of-losing-love",
"fear-of-vulnerability",
"female-empowerment", "female-empowerment",
"flirtation-and-seduction", "flirtation-and-seduction",
"freedom-and-escape", "freedom-and-escape",
"gratitude-and-appreciation",
"guilt-and-apology",
"haters-and-critics",
"heartbreak-and-grief", "heartbreak-and-grief",
"hidden-emotional-struggle", "hidden-emotional-struggle",
"hope-and-disillusionment", "hope-and-optimism",
"human-connection", "human-connection",
"hustle-and-self-made-success", "hustle-and-money",
"idealized-beauty",
"impermanence",
"independence-and-self-reliance", "independence-and-self-reliance",
"individual-identity",
"inner-mental-turmoil",
"intimacy-and-connection", "intimacy-and-connection",
"jealousy-and-resentment-from-others", "jealousy-and-bitterness",
"longing-and-desire", "legacy-and-family",
"lingering-memories",
"loneliness-and-isolation",
"longing-and-loss",
"longing-for-clarity", "longing-for-clarity",
"longing-for-reconciliation",
"love-as-fleeting-and-transient", "love-as-fleeting-and-transient",
"loyalty-and-commitment", "loyalty-and-relationships",
"luxury-and-fashion",
"mortality-and-death",
"music-as-entertainment",
"mutual-individuality", "mutual-individuality",
"nostalgia-and-memory", "nighttime-revelry",
"obsession-and-madness", "non-judgment-and-acceptance",
"nostalgia-and-longing",
"overcoming-hardship",
"partner-inadequacy", "partner-inadequacy",
"partying-and-nightlife", "partying-and-nightlife",
"past-trauma-and-healing",
"personal-growth-and-change", "personal-growth-and-change",
"possessiveness-and-exclusivity",
"predatory-threat",
"reassurance-and-comfort",
"reassurance-and-protection",
"reggaeton-culture", "reggaeton-culture",
"regret-and-guilt", "regret-and-reflection",
"rejection-of-women",
"relationship-breakup",
"relationship-complications",
"relentless-ambition", "relentless-ambition",
"resilience-through-hardship", "reluctance-to-let-go",
"reputation-and-gossip",
"resilience-and-strength",
"rising-to-success",
"rivalry-and-superiority", "rivalry-and-superiority",
"romantic-pursuit", "romantic-pursuit",
"secrecy-and-paranoia", "self-confidence-and-braggadocio",
"self-worth-and-insecurity", "self-worth-and-insecurity",
"sensual-desire",
"showing-off-and-impressing",
"small-town-roots-and-identity", "small-town-roots-and-identity",
"societal-pressure",
"street-loyalty-and-danger", "street-loyalty-and-danger",
"wealth-and-luxury", "summer-as-metaphor",
"women-power" "surrender-and-sacrifice",
"toxic-relationship",
"urgency-and-time-pressure",
"violence-and-street-danger",
"vulnerability-and-betrayal",
"wealth-and-flexing",
"wealth-and-material-success",
"women-power",
"youth-and-coming-up"
] ]
} }
+33
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@@ -0,0 +1,33 @@
{
"script_version": "cluster_keywords.py 1.0.0",
"source_runs": [
"runs/01-tag/run1",
"runs/01-tag/run2"
],
"source_records": [
882,
882
],
"embedding": {
"model": "sentence-transformers/all-mpnet-base-v2",
"revision": "e8c3b32edf5434bc2275fc9bab85f82640a19130"
},
"clustering": {
"algorithm": "AgglomerativeClustering",
"linkage": "ward",
"metric": "euclidean",
"clusters": 100
},
"extra_keywords": [
"women-power"
],
"keyword_count": 5999,
"versions": {
"python": "3.14.6",
"torch": "2.13.0+cpu",
"transformers": "5.14.1",
"sentence-transformers": "5.6.1",
"scikit-learn": "1.9.0",
"numpy": "2.5.1"
}
}
+73 -23
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@@ -1,50 +1,100 @@
abandonment-and-solitude addiction-and-obsession
alcohol-and-substance-abuse alcohol-and-substance-abuse
ambition-and-self-determination
attraction-and-admiration attraction-and-admiration
betrayal-and-mistrust authenticity-and-honesty
boastful-self-confidence avoiding-commitment
breakup-and-reconciliation betrayal-and-cheating
carefree-escapism
celebration-and-partying celebration-and-partying
contentment-and-joy cherishing-the-present-moment
clinging-to-love
community-and-togetherness
confidence-and-self-assurance
criminal-secrecy
dancing-and-movement dancing-and-movement
defiance-and-confrontation deception-and-distrust
denial-and-pretense defiance-and-rebellion
designer-fashion-flexing denial-and-self-deception
devotion-and-sacrifice desire-and-lust
embracing-true-identity devotion
disappointment-and-failure
dominance-and-power
dream-and-awakening
ex-moving-on
faith-and-spirituality
false-friendship
fame-and-status fame-and-status
family-and-distance
family-and-fatherhood family-and-fatherhood
fantasy-and-imagination fear-of-losing-love
fear-of-vulnerability
female-empowerment female-empowerment
flirtation-and-seduction flirtation-and-seduction
freedom-and-escape freedom-and-escape
gratitude-and-appreciation
guilt-and-apology
haters-and-critics
heartbreak-and-grief heartbreak-and-grief
hidden-emotional-struggle hidden-emotional-struggle
hope-and-disillusionment hope-and-optimism
human-connection human-connection
hustle-and-self-made-success hustle-and-money
idealized-beauty
impermanence
independence-and-self-reliance independence-and-self-reliance
individual-identity
inner-mental-turmoil
intimacy-and-connection intimacy-and-connection
jealousy-and-resentment-from-others jealousy-and-bitterness
longing-and-desire legacy-and-family
lingering-memories
loneliness-and-isolation
longing-and-loss
longing-for-clarity longing-for-clarity
longing-for-reconciliation
love-as-fleeting-and-transient love-as-fleeting-and-transient
loyalty-and-commitment loyalty-and-relationships
luxury-and-fashion
mortality-and-death
music-as-entertainment
mutual-individuality mutual-individuality
nostalgia-and-memory nighttime-revelry
obsession-and-madness non-judgment-and-acceptance
nostalgia-and-longing
overcoming-hardship
partner-inadequacy partner-inadequacy
partying-and-nightlife partying-and-nightlife
past-trauma-and-healing
personal-growth-and-change personal-growth-and-change
possessiveness-and-exclusivity
predatory-threat
reassurance-and-comfort
reassurance-and-protection
reggaeton-culture reggaeton-culture
regret-and-guilt regret-and-reflection
rejection-of-women
relationship-breakup
relationship-complications
relentless-ambition relentless-ambition
resilience-through-hardship reluctance-to-let-go
reputation-and-gossip
resilience-and-strength
rising-to-success
rivalry-and-superiority rivalry-and-superiority
romantic-pursuit romantic-pursuit
secrecy-and-paranoia self-confidence-and-braggadocio
self-worth-and-insecurity self-worth-and-insecurity
sensual-desire
showing-off-and-impressing
small-town-roots-and-identity small-town-roots-and-identity
societal-pressure
street-loyalty-and-danger street-loyalty-and-danger
wealth-and-luxury summer-as-metaphor
surrender-and-sacrifice
toxic-relationship
urgency-and-time-pressure
violence-and-street-danger
vulnerability-and-betrayal
wealth-and-flexing
wealth-and-material-success
youth-and-coming-up