Demarco Faces (Culture Hack Scotland 2012)

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The presentation given at Culture Hack Scotland showing the results of a facial recognition experiment.

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Demarco Faces (Culture Hack Scotland 2012)

  1. 1. Demarco FacesAn experiment with facial recognition By @alistair
  2. 2. 11661l.jpg 1 24 24 24 0 1 0 1 0 0 0 0 0 1960 2 12931l.jpg 3 17 19 15 1 11 0 1 0 1 0 0 1963 12 12828l.jpg 5 20 26 16 2 3 0 3 1 1 0 0 3 1964 1211662l.jpg 16 19 31 9 5 9 3 5 4 0 1 4 3 1960 2 12943l.jpg 2 24 28 20 2 00 2 0 0 0 0 2 1963 12 12833l.jpg 5 23 34 15 2 3 0 4 0 0 0 1 3 1964 1211663l.jpg 1 25 25 25 1 0 0 0 0 1 0 0 0 1960 2 12945l.jpg 1 25 25 25 1 00 0 0 0 0 1 0 1963 12 12836l.jpg 3 30 36 23 2 1 0 2 0 0 0 1 2 1964 1211664l.jpg 2 22 23 20 2 0 0 0 0 0 1 1 0 1960 2 12946l.jpg 2 29 29 29 2 00 1 0 0 1 0 1 1963 12 12846l.jpg 1 46 46 46 0 1 0 1 0 0 0 0 1 1964 1213450l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1960 12 12948l.jpg 3 22 23 21 0 20 1 0 0 1 0 2 1963 12 12847l.jpg 1 37 37 37 0 1 0 0 0 0 1 0 0 1964 1213431l.jpg 7 30 41 22 2 5 0 1 1 1 0 4 0 1961 12 12950l.jpg 1 18 18 18 1 00 0 0 0 0 1 0 1963 12 12851l.jpg 2 32 36 28 1 1 0 2 0 0 0 0 2 1964 1211668l.jpg 2 27 32 22 2 0 0 0 0 1 0 1 0 1962 2 12971l.jpg 5 25 34 21 3 20 1 2 1 1 0 0 1963 12 12857l.jpg 6 24 25 23 2 0 0 0 1 1 0 0 0 1964 1211669l.jpg 3 23 24 22 3 0 0 0 1 0 0 2 0 1962 2 12990l.jpg 3 27 32 24 2 10 2 1 0 0 0 1 1963 12 12858l.jpg 3 30 35 22 1 2 0 2 0 1 0 0 2 1964 1212840l.jpg 2 16 19 12 2 0 1 1 0 0 1 0 0 1962 12 12994l.jpg 5 24 32 20 1 30 3 0 0 1 0 3 1963 12 12874l.jpg 3 24 36 11 2 0 0 2 0 0 0 0 1 1964 1212841l.jpg 2 0 0 0 0 0 0 0 0 0 0 0 0 1962 12 12998l.jpg 4 23 23 23 1 00 0 0 1 0 0 0 1963 12 12875l.jpg 2 20 23 17 1 1 0 1 0 0 0 1 1 1964 1212845l.jpg 1 17 17 17 1 0 0 1 0 0 0 0 0 1962 12 13000l.jpg 4 31 37 25 2 00 1 1 0 0 0 1 1963 12 12878l.jpg 18 14 24 6 8 9 0 0 11 0 3 3 0 1964 1212870l.jpg 4 27 32 23 2 1 0 1 0 1 0 1 1 1962 12 13422l.jpg 3 54 54 54 1 00 0 1 0 0 0 0 1963 12 12879l.jpg 5 29 37 22 2 3 1 3 0 1 0 1 2 1964 1212898l.jpg 7 24 26 18 4 0 0 2 1 0 1 0 1 1962 12 13442l.jpg 3 28 33 22 1 20 3 0 0 0 0 3 1963 12 12960l.jpg 3 25 29 20 2 1 0 2 0 0 0 1 1 1964 1212900l.jpg 3 25 25 25 0 1 0 0 0 0 0 1 0 1962 12 13443l.jpg 3 25 38 13 1 20 2 1 0 0 0 1 1963 12 11815l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1965 1012918l.jpg 1 29 29 29 1 0 0 0 0 0 0 1 0 1962 12 13448l.jpg 2 16 16 16 0 10 0 0 0 1 0 0 1963 12 12068l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1965 1012925l.jpg 2 29 32 26 2 0 0 2 0 0 0 0 2 1962 12 13452l.jpg 3 0 0 0 0 00 0 0 0 0 0 0 1963 12 12071l.jpg 1 22 22 22 0 1 0 1 0 0 0 0 1 1965 1012930l.jpg 3 21 22 19 2 1 0 2 0 0 1 0 0 1962 12 13455l.jpg 4 0 0 0 0 00 0 0 0 0 0 0 1963 12 12072l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1965 1012932l.jpg 3 28 31 22 1 2 0 2 0 0 0 1 2 1962 12 13463l.jpg 1 19 19 19 0 10 1 0 0 0 0 1 1963 12 12075l.jpg 1 0 0 0 0 0 0 0 0 0 0 0 0 1965 1012953l.jpg 1 0 0 0 0 0 0 0 0 0 0 0 0 1962 12 13464l.jpg 4 18 23 12 1 10 0 1 0 0 1 0 1963 12 07681l.jpg 1 26 26 26 1 0 0 0 0 0 0 1 0 1966 112963l.jpg 6 0 0 0 0 0 0 0 0 0 0 0 0 1962 12 13465l.jpg 3 20 22 17 1 10 0 1 0 1 0 0 1963 12 07682l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 112975l.jpg 1 25 25 25 1 0 1 0 0 1 0 0 0 1962 12 13468l.jpg 2 24 24 23 0 20 1 0 0 1 0 2 1963 12 07683l.jpg 1 0 0 0 0 0 0 0 0 0 0 0 0 1966 112996l.jpg 5 31 34 25 3 1 0 2 0 0 2 0 0 1962 12 13490l.jpg 3 0 0 0 0 00 0 0 0 0 0 0 1963 12 07684l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 112997l.jpg 1 0 0 0 0 0 0 0 0 0 0 0 0 1962 12 13491l.jpg 1 17 17 17 1 00 1 0 0 0 0 1 1963 12 07685l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 113425l.jpg 2 21 22 20 2 0 0 0 1 0 1 0 0 1962 12 13493l.jpg 4 25 27 22 2 11 1 1 1 0 0 1 1963 12 07686l.jpg 1 22 22 22 1 0 0 0 0 0 1 0 0 1966 113430l.jpg 6 14 17 11 1 4 0 2 1 0 2 0 2 1962 12 13502l.jpg 5 30 38 20 0 51 1 1 3 0 0 1 1963 12 07687l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 113432l.jpg 3 28 33 19 2 1 0 2 0 0 0 1 0 1962 12 13508l.jpg 4 23 23 23 1 00 1 0 0 0 0 0 1963 12 07688l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 113439l.jpg 2 26 26 25 2 0 0 0 1 0 0 1 0 1962 12 13511l.jpg 3 21 25 19 2 10 1 0 0 1 1 0 1963 12 07689l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 113441l.jpg 2 16 16 16 0 1 0 0 0 1 0 0 0 1962 12 13512l.jpg 2 29 33 25 1 10 2 0 0 0 0 0 1963 12 07690l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 113472l.jpg 3 32 51 17 2 1 0 1 0 1 0 1 1 1962 12 11659l.jpg 1 0 0 0 0 00 0 0 0 0 0 0 1964 2 07691l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 113473l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1962 12 11660l.jpg 1 19 19 19 1 00 1 0 0 0 0 1 1964 2 07692l.jpg 3 18 26 10 0 2 0 0 1 0 1 0 1 1966 213474l.jpg 6 16 16 16 1 0 0 1 0 0 0 0 0 1962 12 11963l.jpg 0 0 0 0 0 00 0 0 0 0 0 0 1964 10 07884l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 413475l.jpg 4 25 29 20 1 1 0 1 1 0 0 0 1 1962 12 12063l.jpg 0 0 0 0 0 00 0 0 0 0 0 0 1964 10 07886l.jpg 1 0 0 0 0 0 0 0 0 0 0 0 0 1966 413488l.jpg 5 20 20 20 1 0 0 0 0 0 1 0 0 1962 12 12064l.jpg 0 0 0 0 0 00 0 0 0 0 0 0 1964 10 10932l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1013500l.jpg 4 35 35 35 1 0 0 1 0 0 0 0 1 1962 12 12065l.jpg 0 0 0 0 0 00 0 0 0 0 0 0 1964 10 10933l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1013504l.jpg 2 33 33 33 1 0 0 0 1 0 0 0 0 1962 12 12066l.jpg 0 0 0 0 0 00 0 0 0 0 0 0 1964 10 10934l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1013509l.jpg 1 24 24 24 0 1 0 1 0 0 0 0 0 1962 12 12067l.jpg 1 33 33 33 1 00 0 0 0 1 0 0 1964 10 10935l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1011665l.jpg 1 41 41 41 1 0 0 1 0 0 0 0 0 1963 2 12070l.jpg 1 0 0 0 0 00 0 0 0 0 0 0 1964 10 10936l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1011666l.jpg 1 0 0 0 0 0 0 0 0 0 0 0 0 1963 2 12573l.jpg 4 26 31 22 4 02 2 0 0 1 1 2 1964 4 10937l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1011667l.jpg 1 30 30 30 1 0 0 1 0 0 0 0 0 1963 2 12574l.jpg 3 25 38 15 3 01 1 0 1 1 0 1 1964 4 10938l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1012831l.jpg 6 24 37 20 3 3 0 3 1 1 0 1 3 1963 12 12575l.jpg 2 19 22 15 1 10 1 0 0 0 1 0 1964 4 10939l.jpg 1 0 0 0 0 0 0 0 0 0 0 0 0 1966 1012832l.jpg 3 18 18 18 0 1 0 0 1 0 0 0 0 1963 12 12576l.jpg 3 33 33 33 1 00 0 0 0 0 1 0 1964 4 10940l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1012842l.jpg 1 21 21 21 0 1 0 0 0 0 0 1 0 1963 12 12577l.jpg 3 20 24 17 1 21 1 1 0 1 0 1 1964 4 10941l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1012864l.jpg 1 21 21 21 0 1 0 1 0 0 0 0 1 1963 12 12578l.jpg 7 30 46 17 4 20 5 0 0 1 0 4 1964 4 10942l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1012866l.jpg 3 29 43 21 2 1 0 1 0 2 0 0 1 1963 12 12579l.jpg 4 30 30 30 1 00 0 0 0 0 1 0 1964 4 10943l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1012867l.jpg 1 42 42 42 1 0 0 0 1 0 0 0 0 1963 12 12580l.jpg 4 26 30 22 1 10 2 0 0 0 0 2 1964 4 10944l.jpg 1 0 0 0 0 0 0 0 0 0 0 0 0 1966 1012869l.jpg 4 24 34 14 2 0 0 1 0 1 0 0 1 1963 12 12581l.jpg 2 25 25 25 1 00 1 0 0 0 0 0 1964 4 10945l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1012892l.jpg 1 25 25 25 0 1 0 1 0 0 0 0 1 1963 12 12822l.jpg 2 0 0 0 0 00 0 0 0 0 0 0 1964 12 10946l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1012921l.jpg 1 0 0 0 0 0 0 0 0 0 0 0 0 1963 12 12823l.jpg 1 44 44 44 1 00 0 0 0 1 0 0 1964 12 10947l.jpg 5 25 28 23 2 1 0 0 1 0 1 1 0 1966 1012924l.jpg 2 32 42 21 1 1 0 0 1 1 0 0 0 1963 12 12824l.jpg 5 24 27 20 3 12 3 0 0 1 0 4 1964 12 10948l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 1012927l.jpg 4 33 46 19 1 1 0 0 2 0 0 0 0 1963 12 12826l.jpg 2 29 32 25 0 20 0 0 0 0 2 0 1964 12 10949l.jpg 0 0 0 0 0 0 0 0 0 0 0 0 0 1966 10
  3. 3. 140120100 80 MaleCount FemaileCount 60 40 20 0 4 6 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 57 58
  4. 4. 70605040 GlassesCount SmilingCount3020100 4 6 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 57 58
  5. 5. 60504030 Glases % Smiling %20100 4 6 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 57 58
  6. 6. 300250200 NeutralCount SuprisedCount150 AngryCount SadCount HappyCount100 50 0 4 6 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 57 58
  7. 7. 100%90%80%70%60% NeutralCount SuprisedCount50% AngryCount SadCount40% HappyCount30%20%10% 0% 4 6 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 57 58
  8. 8. 0 5 10 15 20 25 30 35 40 4519601961196219631964196519661967196819691970197119721973197419751976197719781979198019821984198519871988198919901991199319941995199719982000200120042007 AverageAge
  9. 9. 100 200 300 400 500 600 700 800 900 019601961196219631964196519661967196819691970197119721973197419751976197719781979198019821984198519871988198919901991199319941995199719982000200120042007 MaleCount FemaileCount
  10. 10. 100 150 200 250 300 350 400 50 019601961196219631964196519661967196819691970197119721973197419751976197719781979198019821984198519871988198919901991199319941995199719982000200120042007 SmilingCount GlassesCount
  11. 11. 1500 2000 1000 2500 500 019601961196219631964196519661967196819691970197119721973197419751976197719781979198019821984198519871988198919901991199319941995199719982000200120042007 FaceCount
  12. 12. Demarco FacesAn experiment with facial recognition By @alistair

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