srilekha/hiffi-artist-intelligence
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feat(pipeline): complete end-to-end multiplatform ingestion, QA governance, zero anomalies, and docs

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Srilekha committed 2026-10-24 15:57:20 +05:30
1 parent 62aea7a85b
commit 05da5050df
13 files changed
+1874 -1103
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data/handle_overrides.json
+67 -2
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@@ -11,7 +11,12 @@
"Masego": "masego",
"Russ": "russ",
"Your Old Droog": "yourolddroog",
"Xanman": "xanman_shootemup",
"Xanman": {
"instagram_handle": "xanservin",
"instagram_followers": 185000,
"curated_at": "2026-10-24T10:00:00+00:00",
"auditor_notes": "Official artist profile verified by curator"
},
"Rylo Rodriguez": "rylorodriguez",
"Q Da Fool": "_qdafoolrs",
"Kasher Quon": "kasherquon",
@@ -21,5 +26,65 @@
"Nyck Caution": "nyckcaution",
"Ecco2k": "aloegarten",
"Quelle Chris": "quellechris",
"Killah Priest": "killahpriest"
"Killah Priest": "killahpriest",
"Token": {
"instagram_handle": "tokenhiphop",
"instagram_followers": null,
"curated_at": "2026-10-24T09:09:13.379799+00:00",
"auditor_notes": "nan"
},
"BKtherula": {
"instagram_handle": "bktherula",
"instagram_followers": null,
"curated_at": "2026-10-24T09:09:13.391322+00:00",
"auditor_notes": "nan"
},
"YTB Fatt": {
"instagram_handle": "ytbfatt",
"instagram_followers": null,
"curated_at": "2026-10-24T09:09:13.391322+00:00",
"auditor_notes": "nan"
},
"TiaCorine": {
"instagram_handle": "tiacorine",
"instagram_followers": null,
"curated_at": "2026-10-24T09:09:13.391322+00:00",
"auditor_notes": "nan"
},
"Icewear Vezzo": {
"instagram_handle": "icewear_vezzo",
"instagram_followers": null,
"curated_at": "2026-10-24T09:09:13.391322+00:00",
"auditor_notes": "nan"
},
"Public Enemy": {
"instagram_handle": "publicenemy",
"instagram_followers": null,
"curated_at": "2026-10-24T09:09:13.391322+00:00",
"auditor_notes": "nan"
},
"Cypress Hill": {
"instagram_handle": "cypresshill",
"instagram_followers": null,
"curated_at": "2026-10-24T09:09:13.391322+00:00",
"auditor_notes": "nan"
},
"Ray Vaughn": {
"instagram_handle": "rayvaughn",
"instagram_followers": null,
"curated_at": "2026-10-24T09:09:13.391322+00:00",
"auditor_notes": "nan"
},
"Blxst": {
"instagram_handle": "blxst",
"instagram_followers": null,
"curated_at": "2026-10-24T09:09:13.391322+00:00",
"auditor_notes": "nan"
},
"Monaleo": {
"instagram_handle": "themonaleo",
"instagram_followers": null,
"curated_at": "2026-10-24T09:09:13.391322+00:00",
"auditor_notes": "nan"
}
}
data/hiffi_multiplatform_500.csv
+501 -501
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data/review_queue.csv
+27
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@@ -0,0 +1,27 @@
name,production_hiffi_rank,instagram_handle,instagram_followers,instagram_confidence_score,instagram_verification_status,instagram_audit_evidence,channel_title,auditor_action,corrected_handle,auditor_notes
Token,53.0,,,0.0,UNMATCHED_NO_HANDLE,No candidate handle available,tokenhiphop,MODIFY,tokenhiphop,
BKtherula,58.0,,,0.0,UNMATCHED_NO_HANDLE,No candidate handle available,BKTHERULA,MODIFY,bktherula,
YTB Fatt,71.0,,,0.0,UNMATCHED_NO_HANDLE,No candidate handle available,YTB Fatt ,MODIFY,ytbfatt,
TiaCorine,74.0,,,0.0,UNMATCHED_NO_HANDLE,No candidate handle available,TiaCorine,MODIFY,tiacorine,
Icewear Vezzo,76.0,,,0.0,UNMATCHED_NO_HANDLE,No candidate handle available,Icewear Vezzo,MODIFY,icewear_vezzo,
Public Enemy,79.0,publicenemyftp,,0.3,UNCERTAIN_NEEDS_REVIEW,Substring containment between artist name and handle; No follower count provided to assess volume,Channel ZERO,MODIFY,publicenemy,
Cypress Hill,81.0,,,0.0,UNMATCHED_NO_HANDLE,No candidate handle available,Cypress Hill,MODIFY,cypresshill,
Ray Vaughn,99.0,,,0.0,UNMATCHED_NO_HANDLE,No candidate handle available,Ray Vaughn,MODIFY,rayvaughn,
Blxst,100.0,,,0.0,UNMATCHED_NO_HANDLE,No candidate handle available,BLXST,MODIFY,blxst,
Monaleo,101.0,themonaleo,,0.45,UNCERTAIN_NEEDS_REVIEW,Substring containment between artist name and handle; Handle correlates with YouTube channel 'Monaleo'; No follower count provided to assess volume,Monaleo,ACCEPT,,
Rowdy Rebel,167.0,rowdyshmoney,,0.25,UNCERTAIN_NEEDS_REVIEW,Token overlap identified: ['rowdy']; No follower count provided to assess volume,Rowdy Rebel,REVIEW_PENDING,,
Skepta,169.0,skeptagram,,0.45,UNCERTAIN_NEEDS_REVIEW,Substring containment between artist name and handle; Handle correlates with YouTube channel 'SKEPTA'; No follower count provided to assess volume,SKEPTA,REVIEW_PENDING,,
Dreezy,287.0,dreezydreezy,55.0,0.4,UNCERTAIN_NEEDS_REVIEW,Substring containment between artist name and handle; Handle correlates with YouTube channel 'dreezy'; Follower count (55) is below 10k threshold; quarantined,dreezy,REVIEW_PENDING,,
CJ Fly,301.0,flyestintheeera,,0.25,UNCERTAIN_NEEDS_REVIEW,Token overlap identified: ['fly']; No follower count provided to assess volume,Fly High,REVIEW_PENDING,,
Z-Ro,319.0,zromocitydon,30.0,0.3,UNCERTAIN_NEEDS_REVIEW,Substring containment between artist name and handle; Follower count (30) is below 10k threshold; quarantined,TheRealZRo,REVIEW_PENDING,,
dvsn,335.0,dvsndvsn,,0.45,UNCERTAIN_NEEDS_REVIEW,Substring containment between artist name and handle; Handle correlates with YouTube channel 'Dvsn Dvsn'; No follower count provided to assess volume,Dvsn Dvsn,REVIEW_PENDING,,
Talib Kweli,339.0,talibkweli,372.0,0.4,UNCERTAIN_NEEDS_REVIEW,Exact alphanumeric match between artist name and handle; Follower count (372) is below 10k threshold; quarantined,,REVIEW_PENDING,,
Styles P,339.0,realholidaystyles,841.0,0.25,UNCERTAIN_NEEDS_REVIEW,Token overlap identified: ['styles']; Follower count (841) is below 10k threshold; quarantined,,REVIEW_PENDING,,
Chingy,339.0,chingyfulldekk,369.0,0.3,UNCERTAIN_NEEDS_REVIEW,Substring containment between artist name and handle; Follower count (369) is below 10k threshold; quarantined,,REVIEW_PENDING,,
Mannie Fresh,339.0,djmanniefresh,4780.0,0.3,UNCERTAIN_NEEDS_REVIEW,"Substring containment between artist name and handle; Follower count (4,780) is below 10k threshold; quarantined",,REVIEW_PENDING,,
Hopsin,339.0,hopsinson,,0.3,UNCERTAIN_NEEDS_REVIEW,Substring containment between artist name and handle; No follower count provided to assess volume,,REVIEW_PENDING,,
Stormzy,339.0,stormzyoffical,,0.3,UNCERTAIN_NEEDS_REVIEW,Substring containment between artist name and handle; No follower count provided to assess volume,,REVIEW_PENDING,,
Westside Boogie,339.0,ws_boogie,3618.0,0.25,UNCERTAIN_NEEDS_REVIEW,"Token overlap identified: ['boogie']; Follower count (3,618) is below 10k threshold; quarantined",,REVIEW_PENDING,,
Merkules,339.0,merkulesmusic,580.0,0.3,UNCERTAIN_NEEDS_REVIEW,Substring containment between artist name and handle; Follower count (580) is below 10k threshold; quarantined,,REVIEW_PENDING,,
K-os,490.0,koszen,928.0,0.3,UNCERTAIN_NEEDS_REVIEW,Substring containment between artist name and handle; Follower count (928) is below 10k threshold; quarantined,,REVIEW_PENDING,,
SpaceGhostPurrp,490.0,1.spaceghostpurrp,,0.3,UNCERTAIN_NEEDS_REVIEW,Substring containment between artist name and handle; No follower count provided to assess volume,,REVIEW_PENDING,,
1 name production_hiffi_rank instagram_handle instagram_followers instagram_confidence_score instagram_verification_status instagram_audit_evidence channel_title auditor_action corrected_handle auditor_notes
2 Token 53.0 0.0 UNMATCHED_NO_HANDLE No candidate handle available tokenhiphop MODIFY tokenhiphop
3 BKtherula 58.0 0.0 UNMATCHED_NO_HANDLE No candidate handle available BKTHERULA MODIFY bktherula
4 YTB Fatt 71.0 0.0 UNMATCHED_NO_HANDLE No candidate handle available YTB Fatt MODIFY ytbfatt
5 TiaCorine 74.0 0.0 UNMATCHED_NO_HANDLE No candidate handle available TiaCorine MODIFY tiacorine
6 Icewear Vezzo 76.0 0.0 UNMATCHED_NO_HANDLE No candidate handle available Icewear Vezzo MODIFY icewear_vezzo
7 Public Enemy 79.0 publicenemyftp 0.3 UNCERTAIN_NEEDS_REVIEW Substring containment between artist name and handle; No follower count provided to assess volume Channel ZERO MODIFY publicenemy
8 Cypress Hill 81.0 0.0 UNMATCHED_NO_HANDLE No candidate handle available Cypress Hill MODIFY cypresshill
9 Ray Vaughn 99.0 0.0 UNMATCHED_NO_HANDLE No candidate handle available Ray Vaughn MODIFY rayvaughn
10 Blxst 100.0 0.0 UNMATCHED_NO_HANDLE No candidate handle available BLXST MODIFY blxst
11 Monaleo 101.0 themonaleo 0.45 UNCERTAIN_NEEDS_REVIEW Substring containment between artist name and handle; Handle correlates with YouTube channel 'Monaleo'; No follower count provided to assess volume Monaleo ACCEPT
12 Rowdy Rebel 167.0 rowdyshmoney 0.25 UNCERTAIN_NEEDS_REVIEW Token overlap identified: ['rowdy']; No follower count provided to assess volume Rowdy Rebel REVIEW_PENDING
13 Skepta 169.0 skeptagram 0.45 UNCERTAIN_NEEDS_REVIEW Substring containment between artist name and handle; Handle correlates with YouTube channel 'SKEPTA'; No follower count provided to assess volume SKEPTA REVIEW_PENDING
14 Dreezy 287.0 dreezydreezy 55.0 0.4 UNCERTAIN_NEEDS_REVIEW Substring containment between artist name and handle; Handle correlates with YouTube channel 'dreezy'; Follower count (55) is below 10k threshold; quarantined dreezy REVIEW_PENDING
15 CJ Fly 301.0 flyestintheeera 0.25 UNCERTAIN_NEEDS_REVIEW Token overlap identified: ['fly']; No follower count provided to assess volume Fly High REVIEW_PENDING
16 Z-Ro 319.0 zromocitydon 30.0 0.3 UNCERTAIN_NEEDS_REVIEW Substring containment between artist name and handle; Follower count (30) is below 10k threshold; quarantined TheRealZRo REVIEW_PENDING
17 dvsn 335.0 dvsndvsn 0.45 UNCERTAIN_NEEDS_REVIEW Substring containment between artist name and handle; Handle correlates with YouTube channel 'Dvsn Dvsn'; No follower count provided to assess volume Dvsn Dvsn REVIEW_PENDING
18 Talib Kweli 339.0 talibkweli 372.0 0.4 UNCERTAIN_NEEDS_REVIEW Exact alphanumeric match between artist name and handle; Follower count (372) is below 10k threshold; quarantined REVIEW_PENDING
19 Styles P 339.0 realholidaystyles 841.0 0.25 UNCERTAIN_NEEDS_REVIEW Token overlap identified: ['styles']; Follower count (841) is below 10k threshold; quarantined REVIEW_PENDING
20 Chingy 339.0 chingyfulldekk 369.0 0.3 UNCERTAIN_NEEDS_REVIEW Substring containment between artist name and handle; Follower count (369) is below 10k threshold; quarantined REVIEW_PENDING
21 Mannie Fresh 339.0 djmanniefresh 4780.0 0.3 UNCERTAIN_NEEDS_REVIEW Substring containment between artist name and handle; Follower count (4,780) is below 10k threshold; quarantined REVIEW_PENDING
22 Hopsin 339.0 hopsinson 0.3 UNCERTAIN_NEEDS_REVIEW Substring containment between artist name and handle; No follower count provided to assess volume REVIEW_PENDING
23 Stormzy 339.0 stormzyoffical 0.3 UNCERTAIN_NEEDS_REVIEW Substring containment between artist name and handle; No follower count provided to assess volume REVIEW_PENDING
24 Westside Boogie 339.0 ws_boogie 3618.0 0.25 UNCERTAIN_NEEDS_REVIEW Token overlap identified: ['boogie']; Follower count (3,618) is below 10k threshold; quarantined REVIEW_PENDING
25 Merkules 339.0 merkulesmusic 580.0 0.3 UNCERTAIN_NEEDS_REVIEW Substring containment between artist name and handle; Follower count (580) is below 10k threshold; quarantined REVIEW_PENDING
26 K-os 490.0 koszen 928.0 0.3 UNCERTAIN_NEEDS_REVIEW Substring containment between artist name and handle; Follower count (928) is below 10k threshold; quarantined REVIEW_PENDING
27 SpaceGhostPurrp 490.0 1.spaceghostpurrp 0.3 UNCERTAIN_NEEDS_REVIEW Substring containment between artist name and handle; No follower count provided to assess volume REVIEW_PENDING