Kelly Clarkson: 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
   Martin Cruz Smith
   83.8%

   z 4.32
2. 2
   Lauren Alaina
   83.1%

   z 4.27
3. 3
   Katherine McNamara
   81%

   z 4.09
4. 4
   Adrianne Palicki
   80.3%

   z 4.04
5. 5
   Annaleigh Ashford
   73.6%

   z 3.95
6. 6
   Chandra Wilson
   71%

   z 3.92
7. 7
   Olga Koch
   71%

   z 3.92
8. 8
   Khatia Buniatishvili
   70.7%

   z 3.91
9. 9
   Kerry Katona
   70.5%

   z 3.91
10. 10
    Hsiao Huang-Chi
    59.6%

    z 3.79
11. 11
    Allison Harvard
    56.1%

    z 3.76
12. 12
    Brec Bassinger
    55.9%

    z 3.75
13. 13
    James Faulkner
    48.1%

    z 3.67
14. 14
    Mona Singh
    46.5%

    z 3.57
15. 15
    Ragini Sutradhar
    46.5%

    z 3.57
16. 16
    Bam Margera
    46.2%

    z 3.55
17. 17
    Jodie Kidd
    45.2%

    z 3.49
18. 18
    Elle King
    45.1%

    z 3.48
19. 19
    Güven Kıraç
    44.4%

    z 3.43
20. 20
    Jhené Aiko
    44.3%

    z 3.43
21. 21
    Lawrence Bender
    44%

    z 3.41
22. 22
    Harry Bellaver
    44%

    z 3.41
23. 23
    Karin Viard
    44%

    z 3.40
24. 24
    Amber Smith
    43.6%

    z 3.38
25. 25
    Milena Roucka
    43.4%

    z 3.37
26. 26
    Adrian Dunbar
    43.3%

    z 3.36
27. 27
    Tara Reid
    42.8%

    z 3.33
28. 28
    Joan Caulfield
    42.6%

    z 3.32
29. 29
    Rick Barry
    42.2%

    z 3.29
30. 30
    Mumaith Khan
    42%

    z 3.27
31. 31
    Hornswoggle
    41.9%

    z 3.27
32. 32
    Jay Asher
    41.8%

    z 3.26
33. 33
    Dziga Vertov
    41.7%

    z 3.26
34. 34
    Emmanuelle Chriqui
    41.5%

    z 3.25
35. 35
    Rafael Casal
    41.5%

    z 3.24
36. 36
    Chris Harrison
    41.4%

    z 3.24
37. 37
    Hrishitaa Bhatt
    40.8%

    z 3.20
38. 38
    Philip Hammond
    40.7%

    z 3.19
39. 39
    Loretta Young
    40.5%

    z 3.18
40. 40
    Gemma Collins
    40.5%

    z 3.18
41. 41
    Miriam Cates
    40.5%

    z 3.18
42. 42
    Jeremy McWilliams
    40.4%

    z 3.18
43. 43
    Lucio Battisti
    40.3%

    z 3.17
44. 44
    Stefano Benni
    40.1%

    z 3.16
45. 45
    Lisa Bloom
    39.9%

    z 3.14
46. 46
    Pascale Bussières
    39.8%

    z 3.13
47. 47
    Lindsay Ellingson
    39.7%

    z 3.13
48. 48
    Aamina Sheikh
    39.6%

    z 3.12
49. 49
    Mason Taylor
    39.5%

    z 3.12
50. 50
    Bobbie Gentry
    39.4%

    z 3.11