Liana Liberato: 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
   Danielle Bradbery
   90%

   z 4.84
2. 2
   Sushar Manaying
   89%

   z 4.75
3. 3
   Stefanie Sun
   87.7%

   z 4.64
4. 4
   Madeline Carroll
   83.2%

   z 4.28
5. 5
   Debby Ryan
   82.8%

   z 4.24
6. 6
   Alejandra Barros
   81.4%

   z 4.13
7. 7
   Meaghan Jette Martin
   80.9%

   z 4.09
8. 8
   Less
   80.7%

   z 4.07
9. 9
   Colton Moore
   80.4%

   z 4.05
10. 10
    Michael McMillian
    79%

    z 4.01
11. 11
    Aisling Franciosi
    73.2%

    z 3.94
12. 12
    Lizan Dizayee
    72.7%

    z 3.94
13. 13
    Devon Aoki
    63.2%

    z 3.83
14. 14
    Tal Anderson
    58.4%

    z 3.78
15. 15
    Nana
    55.7%

    z 3.75
16. 16
    Evan Spiegel
    53.1%

    z 3.72
17. 17
    Elisabeth Aronis
    53%

    z 3.72
18. 18
    Reenie Mansata
    50.5%

    z 3.69
19. 19
    David Dobrik
    49.5%

    z 3.68
20. 20
    Leighton Meester
    49.1%

    z 3.68
21. 21
    Jesse McCartney
    48.6%

    z 3.67
22. 22
    Sibel Can
    48.3%

    z 3.67
23. 23
    Esteban Germán
    47.5%

    z 3.64
24. 24
    Wakaba Higuchi
    47.3%

    z 3.62
25. 25
    Ke Huy Quan
    46.8%

    z 3.59
26. 26
    Danielle Macdonald
    46.5%

    z 3.57
27. 27
    Elena Velez
    46.2%

    z 3.55
28. 28
    Maia Mitchell
    45.5%

    z 3.50
29. 29
    Sharon Lawrence
    44.6%

    z 3.45
30. 30
    Romee Strijd
    44.6%

    z 3.44
31. 31
    Jinkx Monsoon
    44.5%

    z 3.44
32. 32
    Thomas Dekker
    44.4%

    z 3.43
33. 33
    Olivia Cooke
    44.2%

    z 3.42
34. 34
    Mijou Kovacs
    43.9%

    z 3.40
35. 35
    Chris Reilly
    43.9%

    z 3.40
36. 36
    Namitha
    43.4%

    z 3.37
37. 37
    Satoshi Ohno
    43%

    z 3.35
38. 38
    Shelley Long
    42.8%

    z 3.33
39. 39
    Megan Fox
    42.5%

    z 3.31
40. 40
    Diane Kruger
    42.4%

    z 3.31
41. 41
    Hwang Woo-seul-hye
    42.2%

    z 3.29
42. 42
    Kim Little
    42.2%

    z 3.29
43. 43
    Vanessa Hessler
    42.2%

    z 3.29
44. 44
    Paul Sand
    42%

    z 3.28
45. 45
    Emma Myers
    41.8%

    z 3.26
46. 46
    Yuki Tsunoda
    41.8%

    z 3.26
47. 47
    Lily-Rose Depp
    41.7%

    z 3.26
48. 48
    Marissa Jaret Winokur
    40.9%

    z 3.21
49. 49
    Go Won
    40.9%

    z 3.20
50. 50
    Hyomin
    40.8%

    z 3.20