Nia Sharma: raw computed results

The raw ranking from the production similarity calculation (face-embedding centroid cosine → gender-cohort z-normalization). The web-opinion crown, curation, and fusion re-rank are removed.

1. 1
   Manasi Parekh Gohil
   93.5%

   z 5.49
2. 2
   Genelia D'Souza
   90.4%

   z 4.90
3. 3
   Mayra Jaime
   83.4%

   z 4.29
4. 4
   Mahima Das
   82.5%

   z 4.22
5. 5
   Janhvi Kapoor
   82.2%

   z 4.19
6. 6
   Shiv Pandit
   82.1%

   z 4.19
7. 7
   Kim Hee-chul
   82%

   z 4.18
8. 8
   Naushad
   73.2%

   z 3.94
9. 9
   Sonal Chauhan
   66.4%

   z 3.87
10. 10
    Shraddha Srinath
    63.7%

    z 3.84
11. 11
    Thulasi Nair
    59.6%

    z 3.79
12. 12
    Avika Gor
    59.1%

    z 3.79
13. 13
    Malavika Mohanan
    58.2%

    z 3.78
14. 14
    Sonam Bajwa
    55.5%

    z 3.75
15. 15
    Lila Downs
    54.6%

    z 3.74
16. 16
    Rachel Gupta
    53.6%

    z 3.73
17. 17
    Mahima Chaudhry
    50.7%

    z 3.70
18. 18
    Kento Yamazaki
    49.8%

    z 3.69
19. 19
    Christy Chung
    48.2%

    z 3.67
20. 20
    Janey
    47.7%

    z 3.65
21. 21
    Shafaq Naaz
    47.2%

    z 3.61
22. 22
    Sargun Mehta
    47%

    z 3.60
23. 23
    Dian Sastrowardoyo
    46.7%

    z 3.58
24. 24
    Aditi Kinkhabwala
    46.7%

    z 3.58
25. 25
    Trent Richardson
    46.5%

    z 3.57
26. 26
    Sameera Reddy
    46.1%

    z 3.55
27. 27
    Sukirti Kandpal
    46.1%

    z 3.54
28. 28
    Son Na-eun
    45.8%

    z 3.52
29. 29
    Hina Khan
    45.3%

    z 3.49
30. 30
    Mrunal Thakur
    45.2%

    z 3.49
31. 31
    Donovan Patton
    45.1%

    z 3.48
32. 32
    Karthika Nair
    44.8%

    z 3.46
33. 33
    Sophie Winkleman
    44.8%

    z 3.46
34. 34
    Manoj Manchu
    44.7%

    z 3.45
35. 35
    Jacqueline Bracamontes
    44.6%

    z 3.45
36. 36
    Barkha Bisht
    44.4%

    z 3.43
37. 37
    Shoma Anand
    43.7%

    z 3.39
38. 38
    Mumaith Khan
    43.6%

    z 3.38
39. 39
    Seema Biswas
    43.6%

    z 3.38
40. 40
    Dinah Jane
    43.2%

    z 3.36
41. 41
    Dapper Dan
    43.1%

    z 3.35
42. 42
    Denny Miller
    42.7%

    z 3.32
43. 43
    Kay Lertsittichai
    42.6%

    z 3.32
44. 44
    Karen David
    42.6%

    z 3.32
45. 45
    Maimie McCoy
    42.6%

    z 3.31
46. 46
    Nikki Galrani Pinisetty
    42.5%

    z 3.31
47. 47
    Varun Dhawan
    42.5%

    z 3.31
48. 48
    Alyssa Diaz
    42.2%

    z 3.29
49. 49
    Myolie Wu
    42.2%

    z 3.29
50. 50
    Mohit Raina
    42.2%

    z 3.29