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

1. Demarco Faces
An experiment with facial recognition
By @alistair

3. 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 12
11662l.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 12
11663l.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 12
11664l.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 12
13450l.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 12
13431l.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 12
11668l.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 12
11669l.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 12
12840l.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 12
12841l.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 12
12845l.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 12
12870l.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 12
12898l.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 12
12900l.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 10
12918l.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 10
12925l.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 10
12930l.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 10
12932l.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 10
12953l.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 1
12963l.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 1
12975l.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 1
12996l.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 1
12997l.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 1
13425l.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 1
13430l.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 1
13432l.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 1
13439l.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 1
13441l.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 1
13472l.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 1
13473l.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 2
13474l.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 4
13475l.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 4
13488l.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 10
13500l.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 10
13504l.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 10
13509l.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 10
11665l.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 10
11666l.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 10
11667l.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 10
12831l.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 10
12832l.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 10
12842l.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 10
12864l.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 10
12866l.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 10
12867l.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 10
12869l.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 10
12892l.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 10
12921l.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 10
12924l.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 10
12927l.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

4. 140
120
100
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

5. 70
60
50
40
GlassesCount
SmilingCount
30
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

6. 60
50
40
30 Glases %
Smiling %
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

7. 300
250
200
NeutralCount
SuprisedCount
150
AngryCount
SadCount
HappyCount
100
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

8. 100%
90%
80%
70%
60%
NeutralCount
SuprisedCount
50%
AngryCount
SadCount
40%
HappyCount
30%
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

9. 0
5
10
15
20
25
30
35
40
45
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1982
1984
1985
1987
1988
1989
1990
1991
1993
1994
1995
1997
1998
2000
2001
2004
2007
AverageAge

10. 100
200
300
400
500
600
700
800
900
0
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1982
1984
1985
1987
1988
1989
1990
1991
1993
1994
1995
1997
1998
2000
2001
2004
2007
MaleCount
FemaileCount

11. 100
150
200
250
300
350
400
50
0
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1982
1984
1985
1987
1988
1989
1990
1991
1993
1994
1995
1997
1998
2000
2001
2004
2007
SmilingCount
GlassesCount

12. 1500
2000
1000
2500
500
0
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1982
1984
1985
1987
1988
1989
1990
1991
1993
1994
1995
1997
1998
2000
2001
2004
2007
FaceCount

13. Demarco Faces
An experiment with facial recognition
By @alistair