srilekha/hiffi-artist-intelligence
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checkpoint: working 10-artist batch with log-normalized ranking

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Srilekha committed 2026-10-22 13:06:10 +05:30
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enriched_artists.csv
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UID,Name,Youtube,Instagram,Location,yt_subscribers,yt_lifetime_views,yt_video_count,yt_recent_avg_views,yt_momentum_30d,yt_status,mb_verified,mb_id,wd_verified,wd_id,composite_confidence,confidence_tier,norm_subscribers,norm_lifetime_views,norm_video_count,norm_recent_avg_views,norm_momentum_30d,base_rank_score,hiffi_score,hiffi_rank
9f76913bf5a8996b14c37563fdff9751,$ILKMONEY,https://www.youtube.com/channel/UCA1PZKy6XNQ-TsXWbQW2vyw,https://instagram.com/silkbooty,,46900,14878731,15,0,0.0,cached,True,309da629-06af-4453-85f4-9c1868a2fbbc,True,Q136428352,0.97,High,0.8776752758308687,0.9062496400532577,0.6717951158281678,0.0,0.0,0.5570445043453918,54.37,1
4f9cc677d46d75f9709608f0668442fe,$hyfromdatre,https://www.youtube.com/channel/UCHRl8OQoAAUghnEJmsoiP5A,https://instagram.com/shyfromdatre,,210000,82140745,33,0,0.0,cached,True,db59266e-cd49-4f8c-98d2-e4b630251135,False,,0.75,High,1.0,1.0,0.8544331721773178,0.0,0.0,0.6354433172177318,50.84,2
fb669f1ff32d3a7bbdef274872cbe0fd,+/-,https://www.youtube.com/channel/UCBOxSirnH1-_-xKtqX051lg,https://instagram.com/plusminusnyc,New York,739,164806,31,3477,0.0,cached,False,,False,Q260387,0.36,Low / Emerging,0.539104168005253,0.6591619178536015,0.8397438947852097,1.0,0.0,0.6604961193434973,32.23,3
0f8e17a71adc4b60b61f9bf8f09605fb,$hoey,https://www.youtube.com/channel/UCkRNQjK0d70NqvLI57JmfeA,https://instagram.com/shoeyrussell,,594,653569,10,0,0.0,cached,False,1144f22d-fb1f-41a7-9822-05dab5edff25,False,,0.36,Low / Emerging,0.5213080735653491,0.7347588629481051,0.5810073162355173,0.0,0.0,0.3981828694301827,19.43,4
405c893b17cdd7a486fc074f722671ab,$eLL,https://www.youtube.com/channel/UCVhJhIHih93-X-NzZeXX6bA,https://instagram.com/localcel_,,421,56299,61,0,0.0,cached,False,735f2b10-a267-4cd2-990f-f91702be9130,False,Q114274902,0.36,Low / Emerging,0.493273817829613,0.6002240439751241,1.0,0.0,0.0,0.39803815634266493,19.42,5
e6351059c8846a51fe492ebb6365e4b0,$hamrock,https://www.youtube.com/channel/UCenklnIchLhgF2ELHfLqpmQ,,,125,33862,0,0,0.0,cached,True,771e21e8-78f6-4d06-a495-ddcaa08b469b,False,,0.63,Medium,0.3946417110342386,0.5723282415425062,0.0,0.0,0.0,0.2614745736958981,18.41,6
c977cafbeabf67c0956bb0d1ce0188d7,$avage,https://www.youtube.com/channel/UCxtI7DyGJwUnAOywPSvf2OQ,https://instagram.com/mobshitsavage,,43300,0,0,0,0.0,cached,True,21b57a2b-9300-45b8-99bb-b970cb229f22,False,,0.63,Medium,0.8711584148945921,0.0,0.0,0.0,0.0,0.2613475244683776,18.4,7
1cd4f7d2b1b902a677d0d6fba4096240,$'Edout,https://www.youtube.com/channel/UC6Sj8g3C4Qb9I3bl9xcQDXQ,https://instagram.com/Kid_soja,,21,12683,0,0,0.0,cached,False,,False,,0.28,Low / Emerging,0.2522297719906333,0.5184441001135359,0.0,0.0,0.0,0.20527995662557397,8.7,8
33f12aeb1989989480885e6a4ed1637f,$ Eli,https://www.youtube.com/channel/UClmpQYORihn-nTO77x3XIpg,https://instagram.com/dollarsigneli,,0,0,0,0,0.0,not_found,False,,False,,0.0,Low / Emerging,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9
73502f922e4bfbad14f321aa0415f301,$hrames,https://www.youtube.com/channel/UCfwF7qNJylFoSIMi7KTKPdA,https://instagram.com/iPissGreatness,,0,0,0,0,0.0,cached,True,61c33b23-37a9-43a3-9ccd-9b12944ded5b,False,,0.55,Medium,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10
1 UID Name Youtube Instagram Location yt_subscribers yt_lifetime_views yt_video_count yt_recent_avg_views yt_momentum_30d yt_status mb_verified mb_id wd_verified wd_id composite_confidence confidence_tier norm_subscribers norm_lifetime_views norm_video_count norm_recent_avg_views norm_momentum_30d base_rank_score hiffi_score hiffi_rank
2 9f76913bf5a8996b14c37563fdff9751 $ILKMONEY https://www.youtube.com/channel/UCA1PZKy6XNQ-TsXWbQW2vyw https://instagram.com/silkbooty 46900 14878731 15 0 0.0 cached True 309da629-06af-4453-85f4-9c1868a2fbbc True Q136428352 0.97 High 0.8776752758308687 0.9062496400532577 0.6717951158281678 0.0 0.0 0.5570445043453918 54.37 1
3 4f9cc677d46d75f9709608f0668442fe $hyfromdatre https://www.youtube.com/channel/UCHRl8OQoAAUghnEJmsoiP5A https://instagram.com/shyfromdatre 210000 82140745 33 0 0.0 cached True db59266e-cd49-4f8c-98d2-e4b630251135 False 0.75 High 1.0 1.0 0.8544331721773178 0.0 0.0 0.6354433172177318 50.84 2
4 fb669f1ff32d3a7bbdef274872cbe0fd +/- https://www.youtube.com/channel/UCBOxSirnH1-_-xKtqX051lg https://instagram.com/plusminusnyc New York 739 164806 31 3477 0.0 cached False False Q260387 0.36 Low / Emerging 0.539104168005253 0.6591619178536015 0.8397438947852097 1.0 0.0 0.6604961193434973 32.23 3
5 0f8e17a71adc4b60b61f9bf8f09605fb $hoey https://www.youtube.com/channel/UCkRNQjK0d70NqvLI57JmfeA https://instagram.com/shoeyrussell 594 653569 10 0 0.0 cached False 1144f22d-fb1f-41a7-9822-05dab5edff25 False 0.36 Low / Emerging 0.5213080735653491 0.7347588629481051 0.5810073162355173 0.0 0.0 0.3981828694301827 19.43 4
6 405c893b17cdd7a486fc074f722671ab $eLL https://www.youtube.com/channel/UCVhJhIHih93-X-NzZeXX6bA https://instagram.com/localcel_ 421 56299 61 0 0.0 cached False 735f2b10-a267-4cd2-990f-f91702be9130 False Q114274902 0.36 Low / Emerging 0.493273817829613 0.6002240439751241 1.0 0.0 0.0 0.39803815634266493 19.42 5
7 e6351059c8846a51fe492ebb6365e4b0 $hamrock https://www.youtube.com/channel/UCenklnIchLhgF2ELHfLqpmQ 125 33862 0 0 0.0 cached True 771e21e8-78f6-4d06-a495-ddcaa08b469b False 0.63 Medium 0.3946417110342386 0.5723282415425062 0.0 0.0 0.0 0.2614745736958981 18.41 6
8 c977cafbeabf67c0956bb0d1ce0188d7 $avage https://www.youtube.com/channel/UCxtI7DyGJwUnAOywPSvf2OQ https://instagram.com/mobshitsavage 43300 0 0 0 0.0 cached True 21b57a2b-9300-45b8-99bb-b970cb229f22 False 0.63 Medium 0.8711584148945921 0.0 0.0 0.0 0.0 0.2613475244683776 18.4 7
9 1cd4f7d2b1b902a677d0d6fba4096240 $'Edout https://www.youtube.com/channel/UC6Sj8g3C4Qb9I3bl9xcQDXQ https://instagram.com/Kid_soja 21 12683 0 0 0.0 cached False False 0.28 Low / Emerging 0.2522297719906333 0.5184441001135359 0.0 0.0 0.0 0.20527995662557397 8.7 8
10 33f12aeb1989989480885e6a4ed1637f $ Eli https://www.youtube.com/channel/UClmpQYORihn-nTO77x3XIpg https://instagram.com/dollarsigneli 0 0 0 0 0.0 not_found False False 0.0 Low / Emerging 0.0 0.0 0.0 0.0 0.0 0.0 0.0 9
11 73502f922e4bfbad14f321aa0415f301 $hrames https://www.youtube.com/channel/UCfwF7qNJylFoSIMi7KTKPdA https://instagram.com/iPissGreatness 0 0 0 0 0.0 cached True 61c33b23-37a9-43a3-9ccd-9b12944ded5b False 0.55 Medium 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10