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nearestNeighbours.output
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COSINE SIMLARITY
Number of Neighbours: 1
Accuracy: 0.5483091787439613
Female Accuracy: 0.5603864734299517
Male Accuracy: 0.5362318840579711
Number of Neighbours: 3
Accuracy: 0.5531400966183575
Female Accuracy: 0.5652173913043478
Male Accuracy: 0.5410628019323671
Number of Neighbours: 5
Accuracy: 0.538647342995169
Female Accuracy: 0.5410628019323671
Male Accuracy: 0.5362318840579711
Number of Neighbours: 7
Accuracy: 0.5748792270531401
Female Accuracy: 0.6086956521739131
Male Accuracy: 0.5410628019323671
Number of Neighbours: 9
Accuracy: 0.572463768115942
Female Accuracy: 0.6231884057971014
Male Accuracy: 0.5217391304347826
Number of Neighbours: 11
Accuracy: 0.5797101449275363
Female Accuracy: 0.6280193236714976
Male Accuracy: 0.5314009661835749
Number of Neighbours: 13
Accuracy: 0.5821256038647343
Female Accuracy: 0.6183574879227053
Male Accuracy: 0.5458937198067633
Number of Neighbours: 15
Accuracy: 0.5869565217391305
Female Accuracy: 0.6570048309178744
Male Accuracy: 0.5169082125603864
Number of Neighbours: 17
Accuracy: 0.5990338164251208
Female Accuracy: 0.6618357487922706
Male Accuracy: 0.5362318840579711
Number of Neighbours: 19
Accuracy: 0.5966183574879227
Female Accuracy: 0.6618357487922706
Male Accuracy: 0.5314009661835749
Number of Neighbours: 21
Accuracy: 0.5845410628019324
Female Accuracy: 0.642512077294686
Male Accuracy: 0.5265700483091788
Number of Neighbours: 23
Accuracy: 0.5917874396135265
Female Accuracy: 0.6618357487922706
Male Accuracy: 0.5217391304347826
Number of Neighbours: 25
Accuracy: 0.5869565217391305
Female Accuracy: 0.6376811594202898
Male Accuracy: 0.5362318840579711
Number of Neighbours: 27
Accuracy: 0.5893719806763285
Female Accuracy: 0.6618357487922706
Male Accuracy: 0.5169082125603864
Number of Neighbours: 29
Accuracy: 0.572463768115942
Female Accuracy: 0.6570048309178744
Male Accuracy: 0.48792270531400966
Number of Neighbours: 31
Accuracy: 0.5628019323671497
Female Accuracy: 0.6473429951690821
Male Accuracy: 0.4782608695652174
Number of Neighbours: 33
Accuracy: 0.5797101449275363
Female Accuracy: 0.6956521739130435
Male Accuracy: 0.463768115942029
Number of Neighbours: 35
Accuracy: 0.5797101449275363
Female Accuracy: 0.7198067632850241
Male Accuracy: 0.4396135265700483
Number of Neighbours: 37
Accuracy: 0.572463768115942
Female Accuracy: 0.7198067632850241
Male Accuracy: 0.4251207729468599
Number of Neighbours: 39
Accuracy: 0.5700483091787439
Female Accuracy: 0.7101449275362319
Male Accuracy: 0.42995169082125606
Number of Neighbours: 41
Accuracy: 0.5797101449275363
Female Accuracy: 0.7342995169082126
Male Accuracy: 0.4251207729468599
Number of Neighbours: 43
Accuracy: 0.5748792270531401
Female Accuracy: 0.7342995169082126
Male Accuracy: 0.41545893719806765
Number of Neighbours: 45
Accuracy: 0.5917874396135265
Female Accuracy: 0.7391304347826086
Male Accuracy: 0.4444444444444444
Number of Neighbours: 47
Accuracy: 0.5579710144927537
Female Accuracy: 0.7342995169082126
Male Accuracy: 0.38164251207729466
Number of Neighbours: 49
Accuracy: 0.5845410628019324
Female Accuracy: 0.7439613526570048
Male Accuracy: 0.4251207729468599
Number of Neighbours: 51
Accuracy: 0.5772946859903382
Female Accuracy: 0.7536231884057971
Male Accuracy: 0.40096618357487923
Number of Neighbours: 53
Accuracy: 0.5797101449275363
Female Accuracy: 0.7536231884057971
Male Accuracy: 0.4057971014492754
Number of Neighbours: 55
Accuracy: 0.5966183574879227
Female Accuracy: 0.7632850241545893
Male Accuracy: 0.42995169082125606
Number of Neighbours: 57
Accuracy: 0.5917874396135265
Female Accuracy: 0.7777777777777778
Male Accuracy: 0.4057971014492754
Number of Neighbours: 59
Accuracy: 0.5990338164251208
Female Accuracy: 0.782608695652174
Male Accuracy: 0.41545893719806765
Number of Neighbours: 61
Accuracy: 0.6014492753623188
Female Accuracy: 0.7922705314009661
Male Accuracy: 0.4106280193236715
Number of Neighbours: 63
Accuracy: 0.6038647342995169
Female Accuracy: 0.7922705314009661
Male Accuracy: 0.41545893719806765
Number of Neighbours: 65
Accuracy: 0.6086956521739131
Female Accuracy: 0.7777777777777778
Male Accuracy: 0.4396135265700483
Number of Neighbours: 67
Accuracy: 0.6111111111111112
Female Accuracy: 0.7777777777777778
Male Accuracy: 0.4444444444444444
Number of Neighbours: 69
Accuracy: 0.6135265700483091
Female Accuracy: 0.7777777777777778
Male Accuracy: 0.4492753623188406
Number of Neighbours: 71
Accuracy: 0.6207729468599034
Female Accuracy: 0.7777777777777778
Male Accuracy: 0.463768115942029
Number of Neighbours: 73
Accuracy: 0.5966183574879227
Female Accuracy: 0.7681159420289855
Male Accuracy: 0.4251207729468599
Number of Neighbours: 75
Accuracy: 0.5990338164251208
Female Accuracy: 0.7632850241545893
Male Accuracy: 0.43478260869565216
Number of Neighbours: 77
Accuracy: 0.6159420289855072
Female Accuracy: 0.782608695652174
Male Accuracy: 0.4492753623188406
Number of Neighbours: 79
Accuracy: 0.5917874396135265
Female Accuracy: 0.7632850241545893
Male Accuracy: 0.42028985507246375
Number of Neighbours: 81
Accuracy: 0.5942028985507246
Female Accuracy: 0.7729468599033816
Male Accuracy: 0.41545893719806765
Number of Neighbours: 83
Accuracy: 0.6014492753623188
Female Accuracy: 0.782608695652174
Male Accuracy: 0.42028985507246375
Number of Neighbours: 85
Accuracy: 0.6014492753623188
Female Accuracy: 0.7874396135265701
Male Accuracy: 0.41545893719806765
Number of Neighbours: 87
Accuracy: 0.6014492753623188
Female Accuracy: 0.7874396135265701
Male Accuracy: 0.41545893719806765
Number of Neighbours: 89
Accuracy: 0.5772946859903382
Female Accuracy: 0.8019323671497585
Male Accuracy: 0.3526570048309179
Number of Neighbours: 91
Accuracy: 0.5797101449275363
Female Accuracy: 0.8164251207729468
Male Accuracy: 0.34299516908212563
Number of Neighbours: 93
Accuracy: 0.5869565217391305
Female Accuracy: 0.8067632850241546
Male Accuracy: 0.3671497584541063
Number of Neighbours: 95
Accuracy: 0.5869565217391305
Female Accuracy: 0.8164251207729468
Male Accuracy: 0.357487922705314
Number of Neighbours: 97
Accuracy: 0.5893719806763285
Female Accuracy: 0.8164251207729468
Male Accuracy: 0.36231884057971014
Number of Neighbours: 99
Accuracy: 0.5990338164251208
Female Accuracy: 0.8067632850241546
Male Accuracy: 0.391304347826087
COSINE EXCEL OUTPUT
Number of Neighbours
1
3
5
7
9
11
13
15
17
19
21
23
25
27
29
31
33
35
37
39
41
43
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61
63
65
67
69
71
73
75
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81
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91
93
95
97
99
Accuracy
0.5483091787439613
0.5531400966183575
0.538647342995169
0.5748792270531401
0.572463768115942
0.5797101449275363
0.5821256038647343
0.5869565217391305
0.5990338164251208
0.5966183574879227
0.5845410628019324
0.5917874396135265
0.5869565217391305
0.5893719806763285
0.572463768115942
0.5628019323671497
0.5797101449275363
0.5797101449275363
0.572463768115942
0.5700483091787439
0.5797101449275363
0.5748792270531401
0.5917874396135265
0.5579710144927537
0.5845410628019324
0.5772946859903382
0.5797101449275363
0.5966183574879227
0.5917874396135265
0.5990338164251208
0.6014492753623188
0.6038647342995169
0.6086956521739131
0.6111111111111112
0.6135265700483091
0.6207729468599034
0.5966183574879227
0.5990338164251208
0.6159420289855072
0.5917874396135265
0.5942028985507246
0.6014492753623188
0.6014492753623188
0.6014492753623188
0.5772946859903382
0.5797101449275363
0.5869565217391305
0.5869565217391305
0.5893719806763285
0.5990338164251208
Female Accuracy
0.5603864734299517
0.5652173913043478
0.5410628019323671
0.6086956521739131
0.6231884057971014
0.6280193236714976
0.6183574879227053
0.6570048309178744
0.6618357487922706
0.6618357487922706
0.642512077294686
0.6618357487922706
0.6376811594202898
0.6618357487922706
0.6570048309178744
0.6473429951690821
0.6956521739130435
0.7198067632850241
0.7198067632850241
0.7101449275362319
0.7342995169082126
0.7342995169082126
0.7391304347826086
0.7342995169082126
0.7439613526570048
0.7536231884057971
0.7536231884057971
0.7632850241545893
0.7777777777777778
0.782608695652174
0.7922705314009661
0.7922705314009661
0.7777777777777778
0.7777777777777778
0.7777777777777778
0.7777777777777778
0.7681159420289855
0.7632850241545893
0.782608695652174
0.7632850241545893
0.7729468599033816
0.782608695652174
0.7874396135265701
0.7874396135265701
0.8019323671497585
0.8164251207729468
0.8067632850241546
0.8164251207729468
0.8164251207729468
0.8067632850241546
Male Accuracy
0.5362318840579711
0.5410628019323671
0.5362318840579711
0.5410628019323671
0.5217391304347826
0.5314009661835749
0.5458937198067633
0.5169082125603864
0.5362318840579711
0.5314009661835749
0.5265700483091788
0.5217391304347826
0.5362318840579711
0.5169082125603864
0.48792270531400966
0.4782608695652174
0.463768115942029
0.4396135265700483
0.4251207729468599
0.42995169082125606
0.4251207729468599
0.41545893719806765
0.4444444444444444
0.38164251207729466
0.4251207729468599
0.40096618357487923
0.4057971014492754
0.42995169082125606
0.4057971014492754
0.41545893719806765
0.4106280193236715
0.41545893719806765
0.4396135265700483
0.4444444444444444
0.4492753623188406
0.463768115942029
0.4251207729468599
0.43478260869565216
0.4492753623188406
0.42028985507246375
0.41545893719806765
0.42028985507246375
0.41545893719806765
0.41545893719806765
0.3526570048309179
0.34299516908212563
0.3671497584541063
0.357487922705314
0.36231884057971014
0.391304347826087
EUCLIDEAN DISTANCE
Number of Neighbours: 1
Accuracy: 0.5845410628019324
Female Accuracy: 0.5507246376811594
Male Accuracy: 0.6183574879227053
Number of Neighbours: 3
Accuracy: 0.6183574879227053
Female Accuracy: 0.5990338164251208
Male Accuracy: 0.6376811594202898
Number of Neighbours: 5
Accuracy: 0.5652173913043478
Female Accuracy: 0.5314009661835749
Male Accuracy: 0.5990338164251208
Number of Neighbours: 7
Accuracy: 0.5700483091787439
Female Accuracy: 0.5555555555555556
Male Accuracy: 0.5845410628019324
Number of Neighbours: 9
Accuracy: 0.5652173913043478
Female Accuracy: 0.5265700483091788
Male Accuracy: 0.6038647342995169
Number of Neighbours: 11
Accuracy: 0.5966183574879227
Female Accuracy: 0.5748792270531401
Male Accuracy: 0.6183574879227053
Number of Neighbours: 13
Accuracy: 0.5628019323671497
Female Accuracy: 0.4975845410628019
Male Accuracy: 0.6280193236714976
Number of Neighbours: 15
Accuracy: 0.5531400966183575
Female Accuracy: 0.5217391304347826
Male Accuracy: 0.5845410628019324
Number of Neighbours: 17
Accuracy: 0.5845410628019324
Female Accuracy: 0.5410628019323671
Male Accuracy: 0.6280193236714976
Number of Neighbours: 19
Accuracy: 0.5917874396135265
Female Accuracy: 0.5265700483091788
Male Accuracy: 0.6570048309178744
Number of Neighbours: 21
Accuracy: 0.5748792270531401
Female Accuracy: 0.4975845410628019
Male Accuracy: 0.6521739130434783
Number of Neighbours: 23
Accuracy: 0.5966183574879227
Female Accuracy: 0.5217391304347826
Male Accuracy: 0.6714975845410628
Number of Neighbours: 25
Accuracy: 0.5869565217391305
Female Accuracy: 0.5024154589371981
Male Accuracy: 0.6714975845410628
Number of Neighbours: 27
Accuracy: 0.5990338164251208
Female Accuracy: 0.5217391304347826
Male Accuracy: 0.6763285024154589
Number of Neighbours: 29
Accuracy: 0.6111111111111112
Female Accuracy: 0.5410628019323671
Male Accuracy: 0.6811594202898551
Number of Neighbours: 31
Accuracy: 0.6111111111111112
Female Accuracy: 0.5362318840579711
Male Accuracy: 0.6859903381642513
Number of Neighbours: 33
Accuracy: 0.5966183574879227
Female Accuracy: 0.5410628019323671
Male Accuracy: 0.6521739130434783
Number of Neighbours: 35
Accuracy: 0.5797101449275363
Female Accuracy: 0.5120772946859904
Male Accuracy: 0.6473429951690821
Number of Neighbours: 37
Accuracy: 0.5821256038647343
Female Accuracy: 0.5217391304347826
Male Accuracy: 0.642512077294686
Number of Neighbours: 39
Accuracy: 0.5797101449275363
Female Accuracy: 0.5217391304347826
Male Accuracy: 0.6376811594202898
Number of Neighbours: 41
Accuracy: 0.5821256038647343
Female Accuracy: 0.5217391304347826
Male Accuracy: 0.642512077294686
Number of Neighbours: 43
Accuracy: 0.5772946859903382
Female Accuracy: 0.5265700483091788
Male Accuracy: 0.6280193236714976
Number of Neighbours: 45
Accuracy: 0.5772946859903382
Female Accuracy: 0.5169082125603864
Male Accuracy: 0.6376811594202898
Number of Neighbours: 47
Accuracy: 0.5628019323671497
Female Accuracy: 0.4927536231884058
Male Accuracy: 0.6328502415458938
Number of Neighbours: 49
Accuracy: 0.5700483091787439
Female Accuracy: 0.5169082125603864
Male Accuracy: 0.6231884057971014
Number of Neighbours: 51
Accuracy: 0.5628019323671497
Female Accuracy: 0.5265700483091788
Male Accuracy: 0.5990338164251208
Number of Neighbours: 53
Accuracy: 0.5676328502415459
Female Accuracy: 0.5265700483091788
Male Accuracy: 0.6086956521739131
Number of Neighbours: 55
Accuracy: 0.5652173913043478
Female Accuracy: 0.5169082125603864
Male Accuracy: 0.6135265700483091
Number of Neighbours: 57
Accuracy: 0.5772946859903382
Female Accuracy: 0.5362318840579711
Male Accuracy: 0.6183574879227053
Number of Neighbours: 59
Accuracy: 0.5700483091787439
Female Accuracy: 0.5410628019323671
Male Accuracy: 0.5990338164251208
Number of Neighbours: 61
Accuracy: 0.5772946859903382
Female Accuracy: 0.5458937198067633
Male Accuracy: 0.6086956521739131
Number of Neighbours: 63
Accuracy: 0.5676328502415459
Female Accuracy: 0.5217391304347826
Male Accuracy: 0.6135265700483091
Number of Neighbours: 65
Accuracy: 0.572463768115942
Female Accuracy: 0.5410628019323671
Male Accuracy: 0.6038647342995169
Number of Neighbours: 67
Accuracy: 0.5652173913043478
Female Accuracy: 0.5217391304347826
Male Accuracy: 0.6086956521739131
Number of Neighbours: 69
Accuracy: 0.5628019323671497
Female Accuracy: 0.5024154589371981
Male Accuracy: 0.6231884057971014
Number of Neighbours: 71
Accuracy: 0.5676328502415459
Female Accuracy: 0.5217391304347826
Male Accuracy: 0.6135265700483091
Number of Neighbours: 73
Accuracy: 0.5652173913043478
Female Accuracy: 0.5024154589371981
Male Accuracy: 0.6280193236714976
Number of Neighbours: 75
Accuracy: 0.572463768115942
Female Accuracy: 0.5169082125603864
Male Accuracy: 0.6280193236714976
Number of Neighbours: 77
Accuracy: 0.5628019323671497
Female Accuracy: 0.5024154589371981
Male Accuracy: 0.6231884057971014
Number of Neighbours: 79
Accuracy: 0.5628019323671497
Female Accuracy: 0.5120772946859904
Male Accuracy: 0.6135265700483091
Number of Neighbours: 81
Accuracy: 0.5555555555555556
Female Accuracy: 0.4975845410628019
Male Accuracy: 0.6135265700483091
Number of Neighbours: 83
Accuracy: 0.5507246376811594
Female Accuracy: 0.48792270531400966
Male Accuracy: 0.6135265700483091
Number of Neighbours: 85
Accuracy: 0.5507246376811594
Female Accuracy: 0.4782608695652174
Male Accuracy: 0.6231884057971014
Number of Neighbours: 87
Accuracy: 0.5265700483091788
Female Accuracy: 0.463768115942029
Male Accuracy: 0.5893719806763285
Number of Neighbours: 89
Accuracy: 0.5458937198067633
Female Accuracy: 0.4927536231884058
Male Accuracy: 0.5990338164251208
Number of Neighbours: 91
Accuracy: 0.5458937198067633
Female Accuracy: 0.4830917874396135
Male Accuracy: 0.6086956521739131
Number of Neighbours: 93
Accuracy: 0.5483091787439613
Female Accuracy: 0.4927536231884058
Male Accuracy: 0.6038647342995169
Number of Neighbours: 95
Accuracy: 0.5362318840579711
Female Accuracy: 0.4830917874396135
Male Accuracy: 0.5893719806763285
Number of Neighbours: 97
Accuracy: 0.5410628019323671
Female Accuracy: 0.4830917874396135
Male Accuracy: 0.5990338164251208
Number of Neighbours: 99
Accuracy: 0.533816425120773
Female Accuracy: 0.4782608695652174
Male Accuracy: 0.5893719806763285
EUCLIDEAN EXCEL OUTPUT:
Number of Neighbours
1
3
5
7
9
11
13
15
17
19
21
23
25
27
29
31
33
35
37
39
41
43
45
47
49
51
53
55
57
59
61
63
65
67
69
71
73
75
77
79
81
83
85
87
89
91
93
95
97
99
Accuracy
0.5845410628019324
0.6183574879227053
0.5652173913043478
0.5700483091787439
0.5652173913043478
0.5966183574879227
0.5628019323671497
0.5531400966183575
0.5845410628019324
0.5917874396135265
0.5748792270531401
0.5966183574879227
0.5869565217391305
0.5990338164251208
0.6111111111111112
0.6111111111111112
0.5966183574879227
0.5797101449275363
0.5821256038647343
0.5797101449275363
0.5821256038647343
0.5772946859903382
0.5772946859903382
0.5628019323671497
0.5700483091787439
0.5628019323671497
0.5676328502415459
0.5652173913043478
0.5772946859903382
0.5700483091787439
0.5772946859903382
0.5676328502415459
0.572463768115942
0.5652173913043478
0.5628019323671497
0.5676328502415459
0.5652173913043478
0.572463768115942
0.5628019323671497
0.5628019323671497
0.5555555555555556
0.5507246376811594
0.5507246376811594
0.5265700483091788
0.5458937198067633
0.5458937198067633
0.5483091787439613
0.5362318840579711
0.5410628019323671
0.533816425120773
Female Accuracy
0.5507246376811594
0.5990338164251208
0.5314009661835749
0.5555555555555556
0.5265700483091788
0.5748792270531401
0.4975845410628019
0.5217391304347826
0.5410628019323671
0.5265700483091788
0.4975845410628019
0.5217391304347826
0.5024154589371981
0.5217391304347826
0.5410628019323671
0.5362318840579711
0.5410628019323671
0.5120772946859904
0.5217391304347826
0.5217391304347826
0.5217391304347826
0.5265700483091788
0.5169082125603864
0.4927536231884058
0.5169082125603864
0.5265700483091788
0.5265700483091788
0.5169082125603864
0.5362318840579711
0.5410628019323671
0.5458937198067633
0.5217391304347826
0.5410628019323671
0.5217391304347826
0.5024154589371981
0.5217391304347826
0.5024154589371981
0.5169082125603864
0.5024154589371981
0.5120772946859904
0.4975845410628019
0.48792270531400966
0.4782608695652174
0.463768115942029
0.4927536231884058
0.4830917874396135
0.4927536231884058
0.4830917874396135
0.4830917874396135
0.4782608695652174
Male Accuracy
0.6183574879227053
0.6376811594202898
0.5990338164251208
0.5845410628019324
0.6038647342995169
0.6183574879227053
0.6280193236714976
0.5845410628019324
0.6280193236714976
0.6570048309178744
0.6521739130434783
0.6714975845410628
0.6714975845410628
0.6763285024154589
0.6811594202898551
0.6859903381642513
0.6521739130434783
0.6473429951690821
0.642512077294686
0.6376811594202898
0.642512077294686
0.6280193236714976
0.6376811594202898
0.6328502415458938
0.6231884057971014
0.5990338164251208
0.6086956521739131
0.6135265700483091
0.6183574879227053
0.5990338164251208
0.6086956521739131
0.6135265700483091
0.6038647342995169
0.6086956521739131
0.6231884057971014
0.6135265700483091
0.6280193236714976
0.6280193236714976
0.6231884057971014
0.6135265700483091
0.6135265700483091
0.6135265700483091
0.6231884057971014
0.5893719806763285
0.5990338164251208
0.6086956521739131
0.6038647342995169
0.5893719806763285
0.5990338164251208
0.5893719806763285