Mona Singh: 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
   Hrishitaa Bhatt
   87.3%

   z 4.62
2. 2
   Sonia Agarwal
   86.4%

   z 4.54
3. 3
   Ana Claudia Talancón
   85.1%

   z 4.43
4. 4
   Emily Rios
   84.4%

   z 4.38
5. 5
   Yancy Butler
   70.9%

   z 3.92
6. 6
   Maya Sansa
   65.7%

   z 3.86
7. 7
   Katrina Kaif
   63.6%

   z 3.84
8. 8
   Melissa Fumero
   61.6%

   z 3.82
9. 9
   Elio Petri
   51.6%

   z 3.71
10. 10
    Yuvika Chaudhary
    50.9%

    z 3.70
11. 11
    Avika Gor
    50.6%

    z 3.69
12. 12
    Melonie Diaz
    49.4%

    z 3.68
13. 13
    Sumukhi Suresh
    48.6%

    z 3.67
14. 14
    Mandy Takhar
    48%

    z 3.67
15. 15
    Pooja Gandhi
    47.8%

    z 3.66
16. 16
    Edie Adams
    47.8%

    z 3.65
17. 17
    Salma Hayek
    47.8%

    z 3.65
18. 18
    Cristela Alonzo
    47.7%

    z 3.65
19. 19
    Mita Vashisht
    46.9%

    z 3.60
20. 20
    Nicole Maines
    46.6%

    z 3.57
21. 21
    Kelly Clarkson
    46.5%

    z 3.57
22. 22
    Angélica Vale
    46.3%

    z 3.56
23. 23
    Diane Guerrero
    45.9%

    z 3.53
24. 24
    Maya Ali
    45.9%

    z 3.53
25. 25
    Layla El
    45.7%

    z 3.52
26. 26
    Jacqueline Bracamontes
    45.6%

    z 3.51
27. 27
    Cheryl
    45%

    z 3.47
28. 28
    Sonam Bajwa
    44.9%

    z 3.47
29. 29
    Ariadna Gutiérrez
    44.4%

    z 3.43
30. 30
    Jessica Marais
    43.6%

    z 3.38
31. 31
    Heo Young-ji
    43.5%

    z 3.38
32. 32
    Hend Sabry
    43.5%

    z 3.37
33. 33
    Laila Ali
    43.4%

    z 3.37
34. 34
    Catalina Sandino Moreno
    43.3%

    z 3.36
35. 35
    Tessa Thompson
    43%

    z 3.35
36. 36
    Liu Tao
    42.5%

    z 3.31
37. 37
    Devika Rani
    42.4%

    z 3.30
38. 38
    Cyrine Abdelnour
    42.2%

    z 3.29
39. 39
    Nathalie Kelley
    42.1%

    z 3.28
40. 40
    Mumaith Khan
    41.9%

    z 3.27
41. 41
    Mithila Palkar
    41.8%

    z 3.27
42. 42
    Masato Sakai
    41.7%

    z 3.26
43. 43
    Jessie Anderson
    41.6%

    z 3.25
44. 44
    Adah Sharma
    41.6%

    z 3.25
45. 45
    Udita Goswami
    41%

    z 3.21
46. 46
    Angélica Celaya
    40.7%

    z 3.19
47. 47
    Andrea Savage
    40.5%

    z 3.18
48. 48
    Rania Youssef
    40.3%

    z 3.17
49. 49
    Nikki Blonsky
    40.2%

    z 3.16
50. 50
    Jean Marais
    40.2%

    z 3.16