Discretizers

Table 1. Comparison of the 12 discretization algorithms used in the research.
Year of publicationName [reference]AbbrevationCharacteristicsCriterion
N/AEqual WidthEWunsupervised, splitting, global, directN/A
N/AEqual FrequencyEFunsupervised, splitting, global, directN/A
1987Maximum Entropy [48]MEsupervised, splitting, global, directInf. Entropy
1987Paterson Niblett [39]PNsupervised, splitting, global, directInf. Entropy
1993IEM [14]IMsupervised, splitting, local, incrementalInf. Entropy
1995CADD [7]CDsupervised, splitting/merging, global, directCAIR
2002Modified Chi2 [42]MCsupervised, merging, global, incrementalChi2
2003FCAIM [27]FCsupervised, splitting, global, incrementalCAIM
2004Khiops [4]Khsupervised, merging, global, incrementalChi2
2004CAIM [26]CMsupervised, splitting, global, incrementalCAIM
2006MODL [5]MOsupervised, merging, global, incrementalMODL
2008CACC [43]CCsupervised, splitting, global, incrementalCACC

Classifiers

Table 2. Comparison and main characteristics of the nine considered Naive Bayes and semi-Naive Bayes classifiers. k is the number of classes, t is the number of training instances, n is the number of attributes, and v is the average number of distinct values for an attribute; tr stands for training and cl stands for classification.
Name [reference]Abb.Year of PublicationKey characteristicsComplexity (tr/cl)
Naive Bayes [30]NB1992minimizes the prediction error by selecting argmax(y, P(y | x));
assumes that the features are independent given the class label;
uses Gaussian distribution to model continuous features;		O(tn) / O(kn)
SBC [31]n/a1994uses forward selection to find a good subset of attributes and then uses this subset to construct a naive Bayes;O(tn3) / O(kn)
FNB [20]FNB1995variant of the NB algorithm which improves the estimation of probability distributions for continuous features using a set of Gaussian kernels;O(tn) / O(kn)
SP-TAN [17]n/a1997assumes that each feature depends on the class label and one other attribute (parent), which is selected based on conditional mutual information;
accepts only discrete or nominal features;		O(tkn3) / O(kn)
LBR [52]LB2000relaxes the assumption of feature independence by choosing a subset of features W, and minimizing the prediction error by selecting ;
accepts only discrete or nominal features;		O(tn) / O(tkn3)
AODE [46]A2005builds a one-dependence classifier for each attribute, in which the attribute is set to be the parent of all other attributes;
accepts only discrete or nominal features;		O(tn2) / O(kn2)
HNB [51]H2005creates a hidden parent for each attribute, which represents the influences from all other attributes;
accepts only discrete or nominal features;		O(tn2+kn2v2) / O(kn2)
WAODE [19]WA2006extends the AODE algorithm by assigning different weights to different tree augmented NB in the aggregate of AODE;
accepts only discrete or nominal features;		O(tn2) / O(kn2)
AODEsr [15]Asr2006extends the AODE algorithm by using LE (Lazy Elimination) technique to eliminate all related attributes at the classification time;
accepts only discrete or nominal features;		O(tn2) / O(kn2)

Datasets

Table 3. Benchmark datasets used in the experiments.
DatasettypeNumber of continuous attributesNumber of attributesNumber of classesNumber of examplesAvg. nbr of distinct values
annealmixed638689823.38
colicmixed722236837.87
credit-amixed6152690124
cylinder-bandsmixed1839254044.36
heart-cmixed613230347.98
hypothyroidmixed72943772130
sickmixed72923772130
vowelmixed101311990444
glassnumerical99721463.8
ionospherenumerical34342351121
page-blocksnumerical101055473665
pendigitsnumerical1616101099299.99
satnumerical36367643375.01
segmentnumerical191972310451
sonarnumerical6060220897.85
vehiclenumerical1818484666.28

Discretizers Comparison

CAIR

Table 4. The average CAIR values associated with the discretization performed by the twelve discretization algorithms on the sixteen benchmark datasets; higher CAIR value indicates better discretization scheme. The values in round brackets indicate standard deviation (over the 10 folds). The values in third row show rank of a given discretization algorithm for a given dataset. Bolded values indicate the best results for a given dataset. Last column shows average rank of a given algorithm over all datasets. Abbreviations for dataset names can be found in Table 3
Algorithmannealcoliccredit-acylinder-bandsheart-chypothyroidsickvowelglassionospherepage-blockspendigitssatsegmentsonarvehicleAvg. place
Equal Width 0.058 (0.002)
9		0.023 (0.004)
7		0.029 (0.003)
12		0.009 (0.001)
8		0.037 (0.005)
9		0.053 (0.005)
8		0.023 (0.005)
8		0.092 (0.002)
7		0.127 (0.008)
8		0.076 (0.004)
9		0.042 (0.007)
8		0.125 (0.001)
8		0.201 (0.002)
6		0.168 (0.001)
9		0.036 (0.003)
6		0.055 (0.003)
10		8.25
Equal Frequency 0.062 (0.004)
8		0.022 (0.004)
8		0.037 (0.004)
9		0.01 (0.001)
7		0.036 (0.005)
10		0.036 (0.002)
9		0.021 (0.002)
9		0.092 (0.001)
8		0.127 (0.009)
7		0.073 (0.005)
10		0.041 (0.002)
9		0.125 (0.001)
7		0.2 (0.002)
8		0.168 (0.002)
8		0.034 (0.003)
7		0.057 (0.002)
9		8.31
Maximum Entropy 0.012 (0.004)
12		0.01 (0.003)
11		0.034 (0.003)
10		0.006 (0.001)
10		0.022 (0.003)
12		0.026 (0.001)
11		0.014 (0.001)
10		0.086 (0.001)
9		0.073 (0.011)
12		0.068 (0.004)
11		0.035 (0.002)
12		0.12 (0.001)
9		0.159 (0.002)
11		0.159 (0.002)
11		0.023 (0.003)
9		0.044 (0.002)
12		10.75
Paterson - Niblett 0.066 (0.002)
7		0.02 (0.009)
9		0.04 (0.008)
8		0.011 (0.001)
6		0.04 (0.009)
8		0.158 (0.01)
2		0.063 (0.006)
5		0.062 (0.001)
12		0.152 (0.009)
5		0.085 (0.005)
7		0.087 (0.009)
6		0.115 (0.001)
10		0.171 (0.002)
9		0.157 (0.002)
12		0.032 (0.008)
8		0.067 (0.004)
7		7.56
IEM 0.07 (0.006)
6		0.009 (0.008)
12		0.049 (0.008)
7		0.003 (0.003)
12		0.047 (0.007)
6		0.135 (0.011)
6		0.071 (0.006)
4		0.073 (0.003)
11		0.113 (0.015)
9		0.103 (0.009)
4		0.108 (0.01)
5		0.134 (0.001)
2		0.201 (0.001)
7		0.228 (0.002)
5		0.02 (0.008)
11		0.08 (0.005)
4		6.94
CADD 0.018 (0.005)
11		0.026 (0.007)
6		0.053 (0.005)
3		0.016 (0.001)
2		0.04 (0.004)
7		0.015 (0.012)
12		0.008 (0.001)
12		0.099 (0.001)
5		0.103 (0.014)
10		0.111 (0.007)
3		0.037 (0.002)
10		0.138 (0.002)
1		0.211 (0.003)
4		0.187 (0.002)
7		0.074 (0.004)
2		0.063 (0.003)
8		6.44
ModifiedChi2 0.088 (0.004)
1		0.032 (0.02)
5		0.053 (0.006)
2		0.005 (0.002)
11		0.059 (0.006)
2		0.112 (0.012)
7		0.06 (0.018)
7		0.379 (0.001)
1		0.272 (0.009)
1		0.095 (0.027)
5		0.067 (0.006)
7		0.103 (0.001)
12		0.17 (0.04)
10		0.217 (0.001)
6		0.02 (0.005)
10		0.083 (0.005)
1		5.5
CAIM 0.076 (0.004)
4		0.035 (0.009)
3		0.052 (0.007)
4		0.015 (0.001)
3		0.053 (0.007)
3		0.138 (0.009)
4		0.074 (0.006)
2		0.104 (0.002)
3		0.179 (0.008)
4		0.087 (0.004)
6		0.139 (0.01)
2		0.131 (0.001)
5		0.212 (0.003)
2		0.229 (0.002)
3		0.039 (0.006)
3		0.074 (0.004)
5		3.5
FCAIM 0.08 (0.004)
2		0.035 (0.009)
3		0.052 (0.007)
4		0.015 (0.001)
3		0.053 (0.007)
3		0.138 (0.009)
4		0.074 (0.006)
2		0.104 (0.002)
3		0.179 (0.008)
3		0.084 (0.004)
8		0.138 (0.01)
3		0.131 (0.001)
5		0.212 (0.003)
2		0.229 (0.002)
3		0.039 (0.006)
3		0.074 (0.004)
5		3.5
Khiops 0.048 (0.005)
10		0.013 (0.005)
10		0.032 (0.004)
11		0.007 (0.001)
9		0.031 (0.005)
11		0.026 (0.001)
10		0.013 (0.001)
11		0.082 (0.002)
10		0.085 (0.012)
11		0.049 (0.006)
12		0.037 (0.002)
11		0.111 (0.001)
11		0.145 (0.001)
12		0.168 (0.002)
10		0.019 (0.004)
12		0.053 (0.003)
11		10.75
MODL 0.07 (0.005)
5		0.035 (0.012)
2		0.051 (0.007)
6		0.012 (0.002)
5		0.053 (0.007)
5		0.142 (0.007)
3		0.063 (0.016)
6		0.096 (0.003)
6		0.147 (0.011)
6		0.126 (0.009)
2		0.124 (0.008)
4		0.133 (0.001)
3		0.204 (0.001)
5		0.23 (0.003)
2		0.039 (0.007)
5		0.083 (0.005)
3		4.25
CACC 0.079 (0.004)
3		0.056 (0.007)
1		0.055 (0.007)
1		0.027 (0.002)
1		0.063 (0.006)
1		0.16 (0.008)
1		0.077 (0.006)
1		0.336 (0.012)
2		0.23 (0.018)
2		0.127 (0.011)
1		0.145 (0.007)
1		0.131 (0.001)
4		0.214 (0.002)
1		0.235 (0.003)
1		0.079 (0.007)
1		0.083 (0.005)
2		1.5

ENTROPY

Table 5. The average Entropy values associated with the discretization performed by the twelve discretization algorithms on the sixteen benchmark datasets; lower entropy value corresponds to better discretization scheme. The values in round brackets indicate standard deviation (over the 10 folds). The values in third row show rank of a given discretization algorithm for a given dataset. Bolded values indicate the best results for a given dataset. Last column shows average rank of a given algorithm scored over all datasets. Abbreviations for dataset names can be found in Table 3
Algorithmannealcoliccredit-acylinder-bandsheart-chypothyroidsickvowelglassionospherepage-blockspendigitssatsegmentsonarvehicleAvg. place
Equal Width 2.202 (0.064)
6		2.788 (0.042)
9		3.178 (0.059)
8		2.674 (0.056)
8		3.169 (0.074)
10		2.153 (0.171)
9		2.776 (0.214)
8		6.299 (0.015)
7		3.353 (0.091)
5		4.175 (0.05)
10		2.561 (0.069)
7		5.549 (0.007)
8		4.056 (0.014)
6		4.715 (0.012)
7		4.314 (0.055)
9		3.745 (0.032)
8		7.81
Equal Frequency 2.417 (0.067)
10		3.275 (0.054)
12		4.406 (0.029)
11		3.124 (0.028)
11		3.491 (0.038)
11		3.256 (0.043)
10		4.093 (0.028)
10		6.659 (0.008)
9		4.069 (0.034)
11		4.674 (0.068)
12		4.981 (0.021)
11		5.565 (0.008)
9		4.082 (0.011)
7		5.728 (0.018)
10		4.872 (0.025)
11		4.014 (0.021)
11		10.38
Maximum Entropy 1.849 (0.125)
2		3.024 (0.058)
11		4.581 (0.036)
12		3.245 (0.023)
12		3.504 (0.035)
12		3.843 (0.037)
11		4.716 (0.028)
12		6.694 (0.01)
10		3.504 (0.086)
8		4.654 (0.082)
11		5.631 (0.026)
12		4.722 (0.008)
2		3.826 (0.008)
3		5.875 (0.016)
11		4.893 (0.022)
12		3.964 (0.033)
10		9.44
Paterson - Niblett 2.183 (0.145)
5		1.268 (0.065)
2		1.287 (0.046)
1		1.16 (0.045)
3		1.325 (0.055)
1		0.576 (0.029)
1		0.407 (0.012)
1		4.425 (0.007)
2		2.73 (0.103)
3		1.264 (0.044)
1		0.71 (0.033)
1		4.841 (0.028)
3		3.25 (0.059)
1		3.288 (0.006)
1		1.253 (0.03)
3		3.293 (0.052)
3		2
IEM 1.919 (0.122)
4		1.032 (0.076)
1		1.532 (0.141)
2		1 (0.036)
1		1.437 (0.082)
2		0.909 (0.09)
2		0.847 (0.071)
2		4.196 (0.064)
1		2.418 (0.096)
1		1.584 (0.119)
4		1.743 (0.096)
6		5.383 (0.032)
4		4.492 (0.035)
10		4.219 (0.038)
4		1.145 (0.059)
1		2.957 (0.063)
1		2.88
CADD 1.727 (0.142)
1		2.754 (0.072)
8		4.166 (0.065)
10		2.827 (0.037)
9		3.112 (0.08)
9		1.835 (0.211)
8		3.663 (0.076)
9		6.609 (0.009)
8		3.344 (0.072)
4		4.028 (0.057)
9		4.472 (0.109)
9		4.618 (0.024)
1		3.539 (0.031)
2		5.53 (0.021)
9		4.532 (0.045)
10		3.741 (0.049)
7		7.06
ModifiedChi2 2.875 (0.075)
12		1.492 (0.425)
3		2.527 (0.419)
7		1.057 (0.057)
2		1.872 (0.251)
6		1.495 (0.275)
7		2.032 (0.61)
7		8.63 (0.011)
12		5.217 (0.053)
12		1.747 (0.395)
5		4.389 (0.429)
8		8.138 (0.006)
12		5.789 (1.559)
11		7.814 (0.02)
12		1.179 (0.041)
2		3.851 (0.124)
9		7.94
CAIM 2.273 (0.079)
8		1.533 (0.085)
4		1.79 (0.026)
3		1.367 (0.105)
4		1.77 (0.098)
4		1.206 (0.113)
4		0.888 (0.062)
3		5.588 (0.101)
4		3.481 (0.102)
7		1.396 (0.105)
3		1.24 (0.057)
3		5.518 (0.027)
6		4.048 (0.019)
4		4.123 (0.017)
2		1.719 (0.078)
4		3.44 (0.061)
5		4.25
FCAIM 2.212 (0.084)
7		1.533 (0.085)
4		1.79 (0.026)
3		1.367 (0.105)
4		1.77 (0.098)
4		1.206 (0.113)
4		0.888 (0.062)
3		5.588 (0.101)
4		3.477 (0.103)
6		1.389 (0.115)
2		1.253 (0.062)
4		5.518 (0.027)
6		4.048 (0.019)
4		4.123 (0.017)
2		1.719 (0.078)
4		3.44 (0.061)
5		4.12
Khiops 2.539 (0.091)
11		2.901 (0.154)
10		3.353 (0.069)
9		3.093 (0.058)
10		2.938 (0.1)
8		4.421 (0.078)
12		4.324 (0.049)
11		6.141 (0.05)
6		3.583 (0.045)
9		2.938 (0.078)
8		4.867 (0.052)
10		6.925 (0.016)
11		6.353 (0.025)
12		5.504 (0.041)
8		2.805 (0.054)
8		4.853 (0.049)
12		9.69
MODL 1.853 (0.103)
3		1.642 (0.069)
6		1.939 (0.102)
6		1.498 (0.063)
6		1.761 (0.106)
3		0.926 (0.112)
3		1.001 (0.079)
5		5.003 (0.093)
3		2.721 (0.102)
2		2.337 (0.088)
7		1.503 (0.098)
5		5.503 (0.016)
5		4.407 (0.031)
9		4.295 (0.029)
6		1.73 (0.039)
6		3.273 (0.064)
2		4.81
CACC 2.342 (0.151)
9		2.053 (0.197)
7		1.922 (0.254)
5		2.134 (0.131)
7		2.134 (0.28)
7		1.251 (0.255)
6		1.287 (0.401)
6		7.976 (0.114)
11		3.729 (0.229)
10		1.912 (0.103)
6		1.169 (0.047)
2		5.614 (0.012)
10		4.089 (0.02)
8		4.224 (0.126)
5		2.559 (0.288)
7		3.434 (0.062)
4		6.88

Time

Table 6. The average running time (in milliseconds) associated with the discretization performed by the twelve discretization algorithms on the sixteen benchmark datasets. The values in round brackets indicate standard deviation (over the 10 folds). The values in third row show rank of a given discretization algorithm for a given dataset. Bolded values indicate the best results for a given dataset. Last column shows average rank of a given algorithm scored over all datasets. Abbreviations for dataset names can be found in Table 3
Algorithmannealcoliccredit-acylinder-bandsheart-chypothyroidsickvowelglassionospherepage-blockspendigitssatsegmentsonarvehicleAvg. place
Equal Width 1.095 (0.153)
3		0.359 (0.039)
2		0.784 (0.11)
1		1.514 (0.202)
1		0.511 (0.43)
3		5.596 (0.876)
2		5.223 (0.117)
2		1.818 (0.184)
1		0.296 (0.026)
2		2.137 (0.36)
1		12.28 (1.563)
1		52.84 (8.61)
2		45.75 (7.455)
1		7.64 (0.055)
1		2.35 (0.173)
2		2.516 (0.027)
2		1.69
Equal Frequency 1.049 (0.166)
1		0.341 (0.046)
1		0.817 (0.143)
2		1.554 (0.123)
2		0.319 (0.045)
1		5.131 (0.552)
1		4.727 (0.438)
1		2.056 (0.025)
2		0.289 (0.019)
1		2.196 (0.376)
2		13.05 (2.151)
2		44.86 (5.504)
1		48.23 (6.334)
2		7.687 (0.061)
2		2.23 (0.212)
1		2.508 (0.01)
1		1.44
Maximum Entropy 1.309 (0.287)
5		1.336 (0.173)
6		17.2 (3.409)
8		11.4 (1.935)
8		2.928 (0.42)
8		15.53 (4.078)
7		62.14 (22.4)
9		44.65 (5.945)
3		3.028 (0.348)
3		66.71 (8.682)
9		335 (56.52)
8		64.39 (2.616)
4		69.37 (3.932)
3		293 (45.88)
8		53.95 (2.84)
8		14.51 (2.415)
8		6.56
Paterson - Niblett 7.204 (0.874)
10		1.921 (0.129)
8		5.075 (0.747)
7		8.292 (1.13)
7		2.435 (0.323)
7		45.13 (13.22)
9		9.039 (1.41)
6		1220 (4.861)
10		19.55 (0.64)
9		36.48 (10.74)
8		545 (107)
9		1225 (64.08)
10		358 (30.33)
10		556 (36.09)
9		39.49 (1.366)
7		40.2 (7.495)
9		8.44
IEM 2.353 (0.28)
7		0.812 (0.033)
5		2.178 (0.192)
5		3.864 (0.478)
5		1.111 (0.152)
5		10.1 (1.304)
5		8.878 (1.515)
5		58.31 (2.886)
6		7.282 (0.77)
4		8.75 (0.603)
5		36.16 (2.401)
5		100 (0.72)
8		119 (35.88)
9		113 (13.29)
5		9.702 (0.359)
5		13.83 (1.835)
7		5.69
CADD 1.895 (0.326)
6		7.301 (1.139)
10		204 (22.14)
12		87.09 (16.5)
11		22.15 (2.933)
12		131 (17.44)
10		354 (63.09)
10		386 (45.68)
9		8.049 (1.392)
5		1107 (281)
12		2147 (0)
10		79.37 (5.338)
7		112 (13.08)
8		2147 (0)
11		618 (19.57)
12		114 (13.4)
10		9.69
ModifiedChi2 35.52 (7.737)
11		28.4 (3.483)
12		102 (5.673)
10		85.79 (14.22)
10		16.92 (2.811)
11		744 (68.02)
11		774 (204)
11		192 (54.41)
8		10.33 (2.732)
7		181 (23.28)
11		3947 (384)
11		9193 (2645)
11		11184 (4036)
12		769 (266)
10		354 (299)
11		203 (22.08)
11		10.5
CAIM 1.291 (0.048)
4		0.508 (0.02)
4		1.095 (0.03)
4		1.913 (0.046)
3		0.584 (0.022)
4		6.494 (0.661)
4		6.706 (0.49)
4		71.74 (34.03)
7		16.16 (2.28)
8		6.503 (0.175)
4		32.3 (1.587)
4		79.09 (25)
6		86.25 (27.69)
5		43.32 (2.254)
4		5.332 (0.819)
4		4.059 (0.12)
4		4.56
FCAIM 1.072 (0.012)
2		0.419 (0.007)
3		0.955 (0.012)
3		2.048 (0.281)
4		0.5 (0.007)
2		6.294 (0.773)
3		5.734 (0.733)
3		49.46 (4.401)
4		9.862 (2.55)
6		4.757 (0.836)
3		20.36 (0.284)
3		59.62 (0.793)
3		89.49 (46.11)
6		29.77 (0.184)
3		4.395 (0.051)
3		3.973 (0.028)
3		3.38
Khiops 6.912 (0.387)
9		2.463 (0.15)
9		3.583 (0.082)
6		4.037 (0.113)
6		1.132 (0.047)
6		10.38 (0.139)
6		9.524 (0.139)
7		54.35 (1.552)
5		20.47 (9.381)
10		16.09 (0.741)
6		113 (7.202)
7		74.77 (0.782)
5		80.54 (0.695)
4		123 (6.012)
6		18.95 (0.348)
6		7.904 (0.105)
5		6.44
MODL 43.98 (4.409)
12		10.2 (0.846)
11		115 (23.09)
11		87.84 (4.445)
12		9.338 (1.089)
10		909 (73.31)
12		865 (116)
12		3549 (286)
12		37.7 (6.081)
11		80.93 (7.322)
10		22160 (3021)
12		9770 (775)
12		6284 (183)
11		9381 (973)
12		77.79 (2.53)
9		363 (42.3)
12		11.31
CACC 2.856 (0.952)
8		1.427 (1.076)
7		23.01 (65.63)
9		22.41 (14.51)
9		5.967 (8.5)
9		15.65 (10.47)
8		31.84 (31.91)
8		2147 (0)
11		64.34 (28.5)
12		16.95 (2.127)
7		92.37 (6.94)
6		156 (0.738)
9		98.47 (7.998)
7		277 (355)
7		222 (98.74)
10		10.78 (1.338)
6		8.31

Avg. nbr of intervals

Table 7. The average number of intervals for a continuous feature associated with the discretization performed by the twelve discretization algorithms on the sixteen benchmark datasets. The values in round brackets indicate standard deviation (over the 10 folds). The values in third row show rank of a given discretization algorithm for a given dataset. Bolded values indicate the smallest number of intervals for a given dataset. Last column shows average rank of a given algorithm scored over all datasets. Abbreviations for dataset names can be found in Table 3
Algorithmannealcoliccredit-acylinder-bandsheart-chypothyroidsickvowelglassionospherepage-blockspendigitssatsegmentsonarvehicleAvg. place
Equal Width 6 (0)
9		6.714 (0.178)
11		21.17 (0.401)
11		7.856 (0.184)
11		8.617 (0.158)
11		11.29 (0.202)
10		22.11 (0.361)
11		14.03 (0.067)
7		7 (0)
8		20.73 (0.795)
11		44.82 (0.349)
10		10 (0)
5		7 (0)
3		22.63 (0.186)
11		16.76 (0.099)
11		6.683 (0.053)
10		9.38
Equal Frequency 6 (0)
9		6.714 (0.178)
11		21.17 (0.401)
11		7.856 (0.184)
11		8.617 (0.158)
11		11.29 (0.202)
10		22.11 (0.361)
11		14.03 (0.067)
7		7 (0)
8		20.73 (0.795)
11		44.82 (0.349)
10		10 (0)
5		7 (0)
3		22.23 (0.189)
10		16.76 (0.099)
11		6.683 (0.053)
10		9.31
Maximum Entropy 1.933 (0.274)
2		5.586 (0.238)
10		19.12 (0.343)
10		7.15 (0.126)
10		8.383 (0.112)
10		10.7 (0.196)
9		20.74 (0.392)
10		14.03 (0.067)
7		3.467 (0.155)
4		19.21 (1.194)
10		44.48 (0.333)
9		3.969 (0.033)
2		4 (0)
2		22.13 (0.189)
9		16.76 (0.097)
10		5.994 (0.049)
8		7.62
Paterson - Niblett 5.817 (0.346)
7		2.3 (0.171)
6		2 (0)
2		2.167 (0.114)
6		2.033 (0.07)
4		4.957 (0.901)
7		1.286 (0.165)
1		14.98 (0.042)
10		5 (0)
6		2.238 (0.258)
3		8.53 (0.931)
6		19.59 (0.773)
10		11.21 (0.608)
10		6.763 (0.2)
3		2.033 (0.052)
5		4.922 (0.272)
6		5.75
IEM 3.4 (0.402)
4		1.129 (0.081)
1		1.717 (0.209)
1		1.078 (0.065)
1		1.567 (0.086)
1		2.157 (0.171)
1		1.529 (0.096)
2		3.03 (0.177)
1		1.989 (0.269)
1		2.509 (0.164)
4		4.95 (0.314)
2		8.488 (0.21)
3		9.381 (0.252)
9		7.242 (0.197)
4		1.222 (0.08)
1		3.017 (0.126)
1		2.31
CADD 1.833 (0.272)
1		5.357 (0.236)
9		17.82 (0.474)
9		6.572 (0.18)
9		7.567 (0.335)
9		3.8 (0.5)
5		15.71 (0.628)
9		13.99 (0.074)
6		3.367 (0.166)
3		14.75 (0.462)
9		29.15 (1.115)
8		3.938 (0.059)
1		3.853 (0.049)
1		19.41 (0.172)
8		16.16 (0.181)
9		5.811 (0.137)
7		6.44
ModifiedChi2 14.88 (0.599)
12		2.214 (1.311)
4		5.15 (2.636)
7		1.178 (0.101)
2		2.9 (1.019)
6		4.329 (1.167)
6		7.271 (3.889)
7		383 (2.546)
12		44.74 (1.501)
12		2.674 (0.829)
5		48.48 (12.72)
12		98.12 (0.17)
12		38.94 (28.31)
12		295 (2.148)
12		1.267 (0.064)
2		6.656 (0.831)
9		8.25
CAIM 5.983 (0.053)
8		2 (0)
2		2 (0)
2		1.978 (0.029)
3		2 (0)
2		3.429 (0)
3		1.714 (0)
3		11 (0)
4		7.011 (0.035)
10		1.912 (0)
1		5 (0)
3		10 (0)
5		7 (0)
3		6.132 (0.028)
1		2 (0)
3		4 (0)
2		3.44
FCAIM 5.017 (0.214)
6		2 (0)
2		2 (0)
2		1.978 (0.029)
3		2 (0)
2		3.429 (0)
3		1.714 (0)
3		11 (0)
4		6.878 (0.152)
7		1.912 (0)
1		5 (0)
3		10 (0)
5		7 (0)
3		6.132 (0.028)
1		2 (0)
3		4 (0)
2		3.12
Khiops 4.65 (0.183)
5		4.657 (0.443)
8		6.567 (0.326)
8		5.55 (0.26)
7		4.817 (0.364)
7		15.83 (0.663)
12		15.57 (0.495)
8		9.96 (0.363)
3		3.956 (0.107)
5		4.926 (0.208)
8		23.77 (0.76)
7		28.45 (0.444)
11		29.39 (0.414)
11		15.04 (0.517)
7		4.115 (0.126)
7		9.644 (0.246)
12		7.88
MODL 3.233 (0.344)
3		2.257 (0.113)
5		2.617 (0.261)
5		2.033 (0.054)
5		2.183 (0.214)
5		2.243 (0.136)
2		1.986 (0.125)
5		5.73 (0.279)
2		2.944 (0.307)
2		4.144 (0.134)
7		4.76 (0.344)
1		8.875 (0.121)
4		8.717 (0.176)
8		7.289 (0.211)
5		2.235 (0.063)
6		4.006 (0.142)
4		4.31
CACC 6.95 (0.981)
11		4.1 (1.321)
7		4.033 (5.964)
6		6.322 (1.127)
8		5.333 (3.599)
8		5.743 (2.569)
8		5.871 (4.124)
6		306 (15.72)
11		15.42 (4.301)
11		3.244 (0.278)
6		5.05 (0.053)
5		10 (0)
5		7 (0)
3		9.784 (5.852)
6		11.19 (3.615)
8		4.289 (0.11)
5		7.12

Classifiers comparison over multiple datasets

a)

b)

c)

d)

e)

f)

Figure 1. Graphical representation of the Nemenyi test performed for results obtained by NB and FNB run on the sixteen original datasets, and the results for Naive Bayes, LBR, AODE, HNB, WAODE, AODEsr classifiers shown on panels a, b, c, d, e, f, respectively, run on the sixteen datasets discretized by the twelve discretization algorithms. The best result is obtained by the setup with the lowest rank; CD is the critical value which determines whether different setups are statistically different. The sets of classifiers that are not significantly different are shown using the horizontal lines. The considered setups are shown in the x:y form where x denotes a classifier and y denotes a discretization method; Abbrevations for x and y can be found in Table 2 and Table 1, respectively. O denotes the original (raw) data.




Figure 2. Graphical representation of the Nemenyi test performed for results obtained by NB and FNB run on the sixteen original datasets, and the results for the 6 classifiers run on the sixteen datasets discretized by the twelve discretization algorithms. The best result is obtained by the setup with the lowest rank; CD is the critical value which determines whether different setups are statistically different. The sets of classifiers that are not significantly different are shown using the horizontal lines. The considered setups are shown in the x:y form where x denotes a classifier and y denotes a discretization method; Abbrevations for x and y can be found in Table 2 and Table 1, respectively. O denotes the original (raw) data.


Figure 3. WDLC values for all considered setups. The values are based on comparison with all other setups except the setups that include the same classifier. The setups include NB or FNB executed on the sixteen raw datasets and each of the six classifiers on the sixteen datasets discretized by each of the twelve algorithms. Abbrevations for algorithms and classifiers names can be found in Table 1 and Table 2, respectively.


Figure 4. WDLC values for all considered setups. The values are based on comparison among setups that are based on the same classifier. The setups include NB or FNB executed on the sixteen raw datasets and each of the six classifiers on the sixteen datasets discretized by each of the twelve algorithms. Abbrevations for algorithms and classifiers names can be found in Table 1 and Table 2, respectively.

Table 8. Number of wins, draws, and losses, respectively, achieved by a setup in a given row when compared against all setups (using all discretization methods) for a given classifier shown in the column. The setups include NB or FNB classifier run on the sixteen raw datasets and each of the six classifiers run on the sixteen datasets discretized by each of the twelve discretization algorithms. Bolded scores show WDLC scores greater than 0.2; underlined scores printed in italic correspond to WDLC scores smaller than -0.2. Gray shading indicates comparison between setups that use the same classifier. The last column contains the aggregated, over all other setups, scores for a given setup. Abbrevations for algorithms and classifiers names can be found in Table 1 and Table 2, respectively.
Original Data Discretized data
NBFNBNBLBRAODEHNBAODEsrWAODEAggregated(W-L)/(W+D+L)
Original DataNB - 0/9/78/108/765/107/805/92/9515/77/1007/75/11028/79/8568/547/553-0.415
FNB7/9/0 - 32/137/238/121/636/112/7425/92/7510/95/8739/88/65127/654/387-0.223
NBEW5/10/11/11/418/138/205/115/723/108/8119/83/905/81/10628/85/7984/631/453-0.316
EF8/8/01/12/322/133/2110/115/677/118/6731/83/7810/90/9243/69/80132/628/408-0.236
ME3/12/11/12/39/106/617/96/895/86/10127/70/959/75/10840/64/88101/521/546-0.381
PN5/9/22/11/315/119/429/118/656/113/7329/89/7411/100/8142/77/73119/636/413-0.252
IM8/7/13/11/233/134/913/122/5713/116/6336/84/7215/98/7945/75/72166/647/355-0.162
CD5/10/11/11/49/111/566/92/945/79/10824/63/1055/76/11128/80/8483/522/563-0.411
MC5/10/12/11/325/122/296/129/579/111/7229/90/7311/96/8538/86/68125/655/388-0.225
CM8/8/03/11/231/145/011/133/4810/123/5935/96/6114/112/6643/85/64155/713/300-0.124
FC7/9/02/12/233/142/111/133/4811/123/5835/93/6415/107/7044/81/67158/700/310-0.13
Kh6/10/01/13/217/124/356/102/845/88/9924/75/937/73/11231/73/8897/558/513-0.356
MO8/8/03/11/242/134/016/126/5011/123/5836/90/6617/100/7547/73/72180/665/323-0.122
CC8/7/13/11/230/136/109/132/5110/119/6333/90/6914/108/7044/81/67151/684/333-0.156
LBREW6/9/15/10/152/126/1416/133/2713/109/7032/100/6014/98/8042/86/64180/671/317-0.117
EF8/8/04/12/068/123/122/134/2016/135/4141/109/4217/118/5752/89/51228/728/2120.014
ME7/9/06/9/153/131/813/126/379/129/5431/101/6010/103/7943/89/60172/697/299-0.109
PN7/8/15/10/154/120/1810/119/4711/125/5636/99/5712/119/6142/93/57177/693/298-0.104
IM7/9/05/11/069/121/235/135/625/138/2946/98/4830/106/5657/84/51274/702/1920.07
CD5/10/14/10/252/116/2415/124/378/116/6831/90/7111/91/9037/94/61163/651/354-0.164
MC5/10/14/10/247/123/229/132/3514/129/4930/114/4817/119/5643/96/53169/733/266-0.083
CM8/8/07/9/087/105/030/143/322/144/2648/116/2826/128/3856/102/34284/755/1290.133
FC7/9/06/10/087/104/130/141/523/143/2648/116/2828/127/3756/101/35285/751/1320.131
Kh5/11/03/13/049/133/1017/124/3514/127/5134/99/5916/103/7343/93/56181/703/284-0.088
MO7/9/06/10/086/105/134/141/124/141/2747/101/4429/115/4855/94/43288/716/1640.106
CC8/7/18/7/178/106/831/136/925/138/2948/109/3527/120/4555/95/42280/718/1700.094
AODEEW7/8/14/11/152/132/839/128/2517/126/3342/103/4716/111/6546/99/47223/718/227-0.003
EF9/6/18/8/085/105/247/136/923/140/1345/123/2425/126/4156/106/30298/750/1200.152
ME8/8/06/10/076/98/1838/128/2618/112/4637/105/5017/114/6149/98/45249/673/2460.003
PN7/8/15/10/152/124/1613/133/4611/111/5434/99/5912/108/7244/82/66178/675/315-0.117
IM7/9/05/10/172/120/052/132/831/133/1257/113/2227/130/3557/105/30308/752/1080.171
CD7/8/16/8/279/92/2147/108/3717/115/4443/102/4721/100/7148/99/45268/632/2680
MC6/9/14/11/153/117/2217/142/3315/125/3637/112/4318/126/4848/103/41198/745/225-0.023
CM9/7/08/8/091/101/061/130/134/140/257/116/1926/133/3358/109/25344/744/800.226
FC9/7/08/8/090/102/062/130/033/142/159/117/1627/138/2758/115/19346/759/630.242
Kh9/7/06/10/087/97/841/140/1123/125/2841/121/3018/132/4254/106/32279/738/1510.11
MO9/7/07/9/088/104/061/131/034/138/456/123/1333/142/1761/115/16349/769/500.256
CC8/8/07/9/077/115/048/136/829/135/1255/120/1725/143/2458/108/26307/774/870.188
HNBEW7/6/34/9/363/96/3347/106/3934/107/5127/120/2917/115/6032/129/31231/688/249-0.015
EF10/5/17/7/291/65/3653/86/5341/101/5028/122/2624/104/6445/105/42299/595/2740.021
ME7/7/27/6/385/59/4844/88/6023/98/7120/101/5514/97/8140/105/47240/561/367-0.109
PN6/9/15/9/244/119/2913/108/7113/96/8313/98/659/93/9022/99/71125/631/412-0.246
IM7/8/15/10/173/98/2159/108/2535/126/3130/126/2026/124/4236/134/22271/734/1630.092
CD7/6/36/6/480/52/6039/89/6425/83/8416/109/5115/86/9123/105/64211/536/421-0.18
MC8/7/15/8/362/89/4120/112/6014/113/6519/117/4017/115/6034/112/46179/673/316-0.117
CM11/5/08/7/198/82/1268/112/1247/126/1938/132/629/131/3251/127/14350/722/960.217
FC10/6/08/7/193/87/1265/115/1245/126/2140/130/628/131/3351/127/14340/729/990.206
Kh9/5/26/8/286/71/3554/101/3736/112/4436/111/2926/108/5848/121/23301/637/2300.061
MO9/7/07/8/186/94/1267/111/1441/138/1343/131/230/138/2452/134/6335/761/720.225
CC9/6/17/7/279/94/1951/116/2533/128/3132/131/1325/126/4146/121/25282/729/1570.107
AODEsrEW9/6/15/10/177/104/1155/118/1944/121/2755/112/2522/126/2856/115/21323/712/1330.163
EF10/5/19/6/194/79/1966/94/3247/123/2251/117/2425/129/2258/113/21360/666/1420.187
ME9/6/16/9/191/73/2851/101/4033/110/4942/103/4714/101/6149/101/42295/604/2690.022
PN9/7/06/9/164/123/526/128/3822/122/4842/106/4413/110/5350/90/52232/695/241-0.008
IM8/8/06/10/082/110/063/128/153/134/567/116/934/131/1162/120/10375/757/360.29
CD7/8/17/7/281/87/2455/101/3631/123/3836/118/3814/109/5347/113/32278/666/2240.046
MC7/7/26/8/267/99/2619/134/3920/131/4132/118/4215/118/4347/105/40213/720/235-0.019
CM11/5/09/7/0104/87/183/107/257/135/074/117/136/138/270/122/0444/718/60.375
FC11/5/09/7/0103/88/186/104/260/131/174/118/038/137/171/121/0452/711/50.383
Kh10/6/07/8/196/87/969/105/1850/120/2255/118/1927/119/3066/105/21380/668/1200.223
MO10/6/08/8/0101/91/081/111/070/122/081/110/146/129/172/120/0469/697/20.4
CC9/6/19/6/195/88/966/116/1049/131/1267/115/1036/125/1571/106/15402/693/730.282
WAODEEW9/4/34/8/469/84/3952/93/4740/98/5434/119/3922/113/5723/121/32253/640/275-0.019
EF8/6/27/7/276/68/4852/85/5539/95/5829/122/4119/112/6124/130/22254/625/289-0.03
ME8/5/36/7/380/52/6043/80/6917/97/7821/98/7311/93/8814/108/54200/540/428-0.195
PN6/8/24/8/451/101/4015/106/7113/100/7918/109/659/86/9711/106/59127/624/417-0.248
IM6/9/14/10/271/92/2957/101/3445/106/4148/113/3128/115/4930/133/13289/679/2000.076
CD6/7/35/7/481/69/4244/96/5225/111/5619/128/4512/112/6816/116/44208/646/314-0.091
MC4/9/34/7/555/77/6011/109/7213/104/7513/118/617/105/8018/118/40125/647/396-0.232
CM8/6/27/6/387/74/3172/88/3251/108/3347/129/1630/127/3533/142/1335/680/1530.156
FC8/6/27/6/387/74/3173/87/3249/110/3348/128/1630/128/3434/141/1336/680/1520.158
Kh8/4/46/6/485/71/3658/94/4038/104/5035/118/3925/107/6029/118/29284/622/2620.019
MO7/8/16/8/287/80/2571/87/3453/104/3551/119/2236/112/4439/137/0350/655/1630.16
CC7/7/25/8/373/87/3259/90/4339/108/4542/118/3225/121/4638/124/14288/663/2170.061

Table 9. Number of wins, draws, and losses, respectively, achieved by a setup in a given row when compared against a setup in a given column. The setups include NB or FNB classifier run on the sixteen raw datasets and each of the six classifiers run on the sixteen datasets discretized by each of the twelve discretization algorithms. Bolded scores show WDLC scores greater than 0.2; underlined scores printed in italic correspond to WDLC scores smaller than -0.2. Gray shading indicates comparison between setups that use the same classifier. The last column contains the aggregated, over all other setups, scores for a given setup. Abbrevations for algorithms and classifiers names can be found in Table 1 and Table 2, respectively.
Original DataNBLBRAODEHNBAODEsrWAODE
NBFNBEWEFMEPNIMCDMCCMFCKhMOCCEWEFMEPNIMCDMCCMFCKhMOCCEWEFMEPNIMCDMCCMFCKhMOCCEWEFMEPNIMCDMCCMFCKhMOCCEWEFMEPNIMCDMCCMFCKhMOCCEWEFMEPNIMCDMCCMFCKhMOCCAggregated
Original DataNB - 0/9/71/10/50/8/81/12/32/9/51/7/81/10/51/10/50/8/80/9/70/10/60/8/81/7/81/9/60/8/80/9/71/8/70/9/71/10/51/10/50/8/80/9/70/11/50/9/71/7/81/8/71/6/90/8/81/8/70/9/71/8/71/9/60/7/90/7/90/7/90/7/90/8/83/6/71/5/102/7/71/9/61/8/73/6/71/7/80/5/110/6/102/5/90/7/91/6/91/6/91/5/101/6/90/7/90/8/81/8/72/7/70/5/110/5/110/6/100/6/101/6/93/4/92/6/83/5/82/8/61/9/63/7/63/9/42/6/82/6/84/4/81/8/72/7/768/547/553
FNB7/9/0 - 4/11/13/12/13/12/13/11/22/11/34/11/13/11/22/11/32/12/22/13/12/11/32/11/31/10/50/12/41/9/61/10/50/11/52/10/42/10/40/9/70/10/60/13/30/10/61/7/81/11/40/8/80/10/61/10/51/10/52/8/61/11/40/8/80/8/80/10/60/9/70/9/73/9/42/7/73/6/72/9/51/10/54/6/63/8/51/7/81/7/82/8/61/8/72/7/71/10/51/6/91/9/61/9/60/10/62/7/72/8/60/7/90/7/91/8/70/8/81/6/94/8/42/7/73/7/64/8/42/10/44/7/55/7/43/6/73/6/74/6/62/8/63/8/5127/654/387
NBEW5/10/11/11/4 - 2/13/14/12/02/12/21/13/24/12/03/12/10/13/30/13/31/14/10/13/31/11/40/11/50/9/70/12/41/11/40/11/51/9/62/10/40/8/80/8/80/10/60/9/71/7/80/12/40/9/70/9/71/11/40/10/60/9/72/9/50/7/90/7/90/8/80/8/80/9/71/9/62/5/92/6/82/10/41/9/63/5/84/6/61/5/101/6/91/7/80/8/81/7/80/8/80/6/101/6/90/10/60/8/81/7/82/8/60/4/120/4/120/7/90/7/91/6/93/7/63/6/73/5/83/10/31/9/62/6/85/7/41/7/81/7/82/6/82/7/72/8/684/631/453
EF8/8/01/12/31/13/2 - 6/10/04/11/11/11/45/11/03/10/30/14/20/14/21/14/10/12/41/13/22/9/50/10/61/10/51/10/50/11/52/10/42/10/40/9/70/9/71/10/50/8/81/9/61/11/40/9/70/10/61/11/40/11/52/8/63/9/40/10/60/10/60/9/70/9/70/11/53/8/53/6/75/4/71/10/51/9/66/3/74/7/51/7/81/7/83/6/71/8/72/8/61/9/62/6/81/8/70/9/70/9/72/7/73/7/60/7/90/7/90/8/80/7/91/6/94/6/64/4/85/5/63/8/53/7/64/5/76/5/53/5/83/5/83/6/72/6/83/7/6132/628/408
ME3/12/11/12/30/12/40/10/6 - 2/9/51/8/72/13/12/7/70/9/70/9/71/13/20/7/91/9/60/10/60/7/90/9/72/7/70/9/72/9/52/7/70/7/90/7/90/10/60/7/91/7/80/9/70/6/100/8/82/7/70/8/81/8/72/7/70/6/100/6/100/7/90/6/100/8/83/6/72/5/94/3/91/11/41/8/75/2/94/5/71/6/91/6/92/5/91/7/82/6/80/8/82/4/102/5/90/8/80/8/82/6/82/7/70/6/100/6/100/5/110/6/101/6/93/6/75/3/85/3/83/8/52/7/73/4/95/6/53/5/83/5/83/4/92/6/83/7/6101/521/546
PN5/9/22/11/32/12/21/11/45/9/2 - 0/12/43/9/41/12/30/12/40/12/43/9/40/11/50/10/61/11/40/10/62/9/50/12/41/9/62/9/52/11/30/9/70/9/71/9/60/10/60/10/61/9/60/9/72/8/60/12/40/10/62/8/60/12/40/9/70/9/71/8/70/10/60/9/73/7/64/5/74/5/73/9/42/8/65/4/71/10/51/7/81/9/63/7/61/9/61/9/61/9/62/7/73/7/60/11/50/9/73/6/71/10/50/8/80/8/81/8/70/8/80/9/73/7/64/6/66/4/64/8/43/7/63/7/64/7/53/6/73/6/73/6/73/6/73/7/6119/636/413
IM8/7/13/11/22/13/14/11/17/8/14/12/0 - 7/8/13/12/10/15/10/15/15/10/10/15/11/15/01/12/31/11/41/11/44/9/30/9/73/8/52/11/30/10/60/10/61/11/40/10/60/10/61/12/31/10/53/7/62/11/30/9/73/7/62/11/30/10/60/10/61/9/60/10/60/10/63/9/44/5/74/5/73/9/42/7/76/3/74/8/41/7/81/8/74/6/61/9/63/8/51/8/72/6/84/5/71/11/40/9/73/6/72/9/50/10/60/10/61/8/70/8/81/8/74/6/65/5/66/4/64/8/43/7/64/5/75/6/53/7/63/7/63/6/72/7/73/7/6166/647/355
CD5/10/11/11/40/12/40/11/51/13/24/9/31/8/7 - 2/9/50/10/60/9/70/12/40/9/71/9/60/9/70/8/80/9/72/7/71/7/80/11/52/8/60/6/100/6/100/10/60/5/111/6/90/9/70/5/110/8/82/7/70/7/90/8/83/6/70/5/110/5/110/6/100/5/110/8/82/8/62/5/93/4/93/8/51/6/94/4/83/6/71/4/111/4/111/5/101/4/112/5/90/8/81/5/101/6/90/8/80/7/90/8/82/7/70/6/100/6/100/5/110/6/101/4/112/8/63/6/75/4/72/9/52/7/73/5/84/7/51/7/81/7/83/5/81/6/91/9/683/522/563
MC5/10/12/11/31/12/33/10/37/7/23/12/11/12/35/9/2 - 0/13/30/13/35/8/30/13/30/13/31/11/40/11/52/10/40/13/30/10/62/9/50/14/20/10/60/10/61/12/30/9/70/10/61/11/41/8/73/7/60/11/50/10/63/6/70/12/40/9/70/9/71/9/60/10/60/9/72/10/44/4/85/4/72/10/42/9/55/5/62/9/51/8/71/8/73/6/71/8/71/9/61/10/51/9/64/5/70/10/60/9/73/6/71/9/60/7/90/7/91/8/70/7/90/9/73/8/54/7/54/5/73/8/52/9/55/6/54/9/33/6/73/6/73/7/62/7/72/8/6125/655/388
CM8/8/03/11/23/13/02/14/07/9/04/12/01/15/06/10/03/13/0 - 0/16/04/12/00/16/01/15/02/11/30/12/40/13/32/10/40/12/42/11/32/11/30/10/60/10/62/12/20/11/51/10/51/12/30/10/62/9/52/12/20/12/42/7/72/11/30/10/60/10/61/9/60/10/60/11/53/8/53/7/65/6/53/11/23/8/55/6/54/8/41/9/61/9/64/6/62/8/61/10/52/8/62/7/72/7/71/13/20/11/52/9/53/9/40/10/60/10/61/9/60/10/61/9/64/6/64/7/55/5/64/9/32/9/54/6/66/6/43/7/63/7/63/7/62/8/63/8/5155/713/300
FC7/9/02/12/23/13/02/14/07/9/04/12/01/15/07/9/03/13/00/16/0 - 5/11/00/15/11/15/02/11/30/12/40/13/32/10/40/12/42/11/32/11/30/10/60/10/62/12/20/11/51/10/51/12/30/11/53/8/52/12/20/12/42/7/72/11/30/10/60/10/61/9/60/10/60/11/53/8/53/6/75/6/53/11/23/8/55/6/54/8/41/8/71/8/74/6/62/8/61/10/52/8/62/8/63/6/71/13/20/11/52/9/53/8/50/9/70/9/71/9/60/9/71/8/73/8/54/7/56/4/64/9/32/9/55/5/66/5/53/6/73/6/73/7/62/8/63/7/6158/700/310
Kh6/10/01/13/21/14/11/14/12/13/14/9/31/10/54/12/03/8/50/12/40/11/5 - 0/9/71/12/30/11/50/8/80/12/41/9/60/9/72/10/42/7/70/6/100/6/100/11/50/6/101/7/80/11/50/6/100/8/81/8/70/9/72/7/72/7/70/5/110/6/100/7/90/6/100/8/83/7/63/4/92/6/82/10/41/8/75/4/73/6/71/5/101/6/92/6/80/7/91/6/90/8/81/5/101/5/100/8/80/8/82/7/72/7/70/4/120/5/110/6/100/5/111/5/102/7/73/5/84/5/72/8/63/7/62/6/84/7/52/6/82/6/82/6/82/5/93/5/897/558/513
MO8/8/03/11/23/13/04/12/09/7/05/11/01/15/07/9/03/13/00/16/01/15/07/9/0 - 2/14/03/9/40/13/32/10/42/11/30/12/43/9/42/11/30/10/61/9/61/13/21/9/61/10/51/12/30/11/53/8/52/11/30/12/42/9/52/11/30/10/60/10/61/8/70/10/60/11/53/8/53/6/75/5/63/11/22/9/56/5/54/8/41/8/71/8/74/6/61/9/63/7/62/10/42/7/74/6/61/11/40/10/62/7/73/8/50/9/70/9/72/7/70/9/71/7/84/8/44/6/66/4/64/8/43/6/74/6/66/5/53/6/73/6/74/5/73/7/63/6/7180/665/323
CC8/7/13/11/24/11/12/13/16/9/16/10/00/15/16/9/13/13/00/15/10/15/13/12/10/14/2 - 2/11/30/12/40/13/31/11/40/10/63/10/32/12/20/10/60/10/61/13/20/10/60/10/61/12/30/11/52/8/61/11/40/10/62/8/62/11/30/10/60/10/62/8/60/10/60/10/64/8/43/7/64/5/73/9/42/9/55/5/64/8/41/8/71/8/74/5/71/9/61/9/61/10/52/9/52/7/71/11/40/11/52/9/52/10/41/7/81/7/82/7/70/9/70/11/54/7/55/6/55/4/74/8/43/8/53/8/55/7/43/6/73/6/74/6/62/7/73/8/5151/684/333
LBREW6/9/15/10/15/11/05/9/26/10/04/11/13/12/17/9/04/11/13/11/23/11/25/11/04/9/33/11/2 - 0/14/22/13/14/11/11/12/33/12/13/12/10/12/40/12/42/12/20/12/41/11/40/12/40/10/62/7/74/10/21/9/62/9/53/10/30/7/90/7/90/9/70/10/61/9/63/10/32/9/54/7/56/9/12/9/54/8/45/9/21/8/71/8/71/9/61/7/82/7/70/11/51/8/73/7/64/10/20/10/62/7/73/12/10/5/110/5/110/8/80/7/91/8/74/7/54/6/66/6/45/10/12/10/43/7/66/10/02/6/82/6/83/6/73/5/82/7/7180/671/317
EF8/8/04/12/07/9/06/10/09/7/06/10/04/11/18/8/05/11/04/12/04/12/08/8/03/13/04/12/02/14/0 - 3/13/06/10/01/11/43/13/03/12/10/12/40/12/43/12/10/13/31/12/31/12/30/12/42/12/25/11/01/11/43/9/43/13/00/10/60/11/50/13/30/10/61/11/43/10/34/9/36/6/46/10/02/10/46/7/35/11/01/8/71/9/63/11/21/10/53/8/51/10/52/8/62/11/34/11/10/11/53/9/44/12/00/9/70/9/70/10/60/8/81/10/55/7/44/6/66/6/47/9/03/8/54/9/37/9/03/7/63/7/63/8/53/7/64/6/6228/728/212
ME7/9/06/9/14/12/05/10/17/9/05/9/24/11/17/9/04/10/23/13/03/13/04/12/04/10/23/13/01/13/20/13/3 - 3/11/20/10/62/13/13/11/21/10/51/10/51/15/00/10/61/10/50/13/30/13/30/13/33/10/31/8/71/12/33/10/30/10/60/10/60/12/40/9/71/9/62/9/52/9/54/8/46/9/11/10/54/8/45/7/41/8/71/8/72/8/61/9/62/8/60/10/61/8/70/10/63/8/50/9/72/9/53/9/40/7/90/7/90/10/60/7/91/9/62/8/64/7/53/9/46/8/23/8/53/9/46/8/23/6/73/6/73/7/63/6/74/7/5172/697/299
PN7/8/15/10/14/11/15/10/17/7/24/12/03/9/47/7/23/13/04/10/24/10/26/9/13/11/24/11/11/11/40/10/62/11/3 - 0/10/62/9/53/12/10/11/50/11/52/11/30/11/50/12/41/11/40/11/53/8/51/15/00/10/63/8/52/13/10/10/60/10/61/8/70/10/60/11/53/8/55/5/65/6/54/10/22/9/55/5/65/9/21/9/61/9/63/8/51/10/51/11/41/10/52/9/53/9/40/13/30/11/53/7/62/12/20/9/70/9/71/8/70/10/60/12/43/8/54/7/55/6/53/11/23/8/53/8/55/9/23/7/63/7/63/7/63/7/64/8/4177/693/298
IM7/9/05/11/05/11/05/11/07/9/06/9/17/9/08/7/16/10/04/12/04/12/07/9/04/12/06/10/03/12/14/11/16/10/06/10/0 - 5/9/24/12/00/16/01/15/05/9/20/16/01/15/04/9/31/12/33/12/15/11/01/13/25/7/44/12/00/12/40/12/41/13/20/13/31/12/34/7/56/6/45/8/36/9/12/8/67/6/35/9/21/9/61/10/55/6/51/10/53/10/32/9/55/6/55/8/34/10/20/11/55/7/45/9/20/11/50/10/63/8/50/8/81/9/65/6/56/6/47/6/37/6/33/8/56/6/46/9/13/8/53/8/54/7/53/8/54/6/6274/702/192
CD5/10/14/10/26/9/14/10/25/9/25/9/25/8/35/11/05/9/23/11/23/11/24/10/24/9/33/10/31/12/30/13/31/13/25/9/22/9/5 - 3/10/30/13/30/12/42/11/30/11/51/11/40/11/50/10/60/12/45/9/20/9/70/11/53/9/40/9/70/8/80/11/50/7/90/10/62/10/42/7/74/8/47/7/21/8/74/9/35/7/41/6/91/6/91/9/61/5/102/8/60/10/61/8/71/8/74/9/30/8/80/9/74/8/40/6/100/6/100/8/80/6/101/5/102/9/54/7/55/7/45/10/12/8/63/9/46/9/11/7/81/7/83/8/52/6/83/7/6163/651/354
MC5/10/14/10/24/10/24/10/27/7/23/11/23/11/26/8/22/14/03/11/23/11/27/7/23/11/22/12/21/12/31/12/32/11/31/12/30/12/43/10/3 - 0/13/30/13/31/12/30/12/40/13/33/9/41/11/43/9/41/11/41/11/43/8/50/13/30/11/50/11/52/11/30/12/40/12/42/10/45/6/54/7/53/10/32/10/44/7/53/11/21/11/41/12/33/8/51/12/31/10/52/10/42/9/54/7/51/11/40/12/44/7/51/12/30/10/60/10/63/8/50/11/50/12/44/8/44/7/55/6/54/9/33/9/44/8/44/9/33/7/63/7/63/9/43/8/53/9/4169/733/266
CM8/8/07/9/08/8/07/9/09/7/07/9/06/10/010/6/06/10/06/10/06/10/010/6/06/10/06/10/04/12/04/12/05/10/15/11/00/16/03/13/03/13/0 - 0/16/05/10/10/15/11/15/04/10/22/11/33/11/24/12/00/13/34/9/33/12/10/13/30/13/31/14/10/13/31/13/24/9/36/7/36/8/27/9/03/9/46/9/16/10/01/12/31/12/34/9/32/10/42/12/23/10/34/8/45/8/34/12/00/11/53/11/24/12/00/11/50/11/52/10/40/13/31/11/45/8/35/9/27/7/27/9/03/8/56/8/27/9/03/9/43/8/53/10/33/9/44/8/4284/755/129
FC7/9/06/10/08/8/07/9/09/7/07/9/06/10/010/6/06/10/06/10/06/10/010/6/06/9/16/10/04/12/04/12/05/10/15/11/00/15/14/12/03/13/00/16/0 - 4/11/10/15/11/14/14/10/22/11/33/11/24/12/00/13/34/9/33/12/10/13/30/13/32/13/10/13/31/13/24/9/36/7/36/8/27/9/03/9/46/9/16/10/01/12/31/12/34/9/32/10/42/12/23/10/34/9/35/8/34/12/00/12/44/10/24/12/00/11/50/11/53/9/40/12/41/11/44/9/35/9/27/7/27/9/03/8/56/8/27/9/03/8/53/8/54/9/33/9/44/8/4285/751/132
Kh5/11/03/13/06/10/05/10/16/10/06/9/14/11/16/10/03/12/12/12/22/12/25/11/02/13/12/13/12/12/21/12/30/15/13/11/22/9/53/11/23/12/11/10/51/11/4 - 0/12/41/9/61/12/30/12/40/12/44/10/22/9/53/8/53/12/10/11/50/10/60/11/50/10/61/10/53/8/53/8/53/9/45/10/13/8/56/5/54/9/31/9/61/8/72/9/51/7/82/9/52/9/52/6/81/9/63/10/31/9/63/7/63/11/20/8/80/7/90/9/70/9/71/9/64/8/44/7/54/8/47/8/13/8/54/8/46/9/12/7/72/7/72/8/62/7/73/8/5181/703/284
MO7/9/06/10/07/9/08/8/09/7/06/10/06/10/011/5/07/9/05/11/05/11/010/6/06/9/16/10/04/12/03/13/06/10/05/11/00/16/05/11/04/12/01/15/01/15/04/12/0 - 1/14/13/10/32/11/33/11/26/10/00/14/24/9/33/13/01/12/30/13/32/12/20/12/40/14/24/8/46/6/47/7/27/8/12/8/66/8/25/11/01/9/61/10/54/7/51/9/63/10/33/9/44/7/56/8/24/10/20/12/44/8/43/12/10/12/40/11/54/7/50/9/71/10/54/8/45/7/47/7/27/8/13/9/45/8/36/10/03/8/53/8/55/6/53/7/64/8/4288/716/164
CC8/7/18/7/18/7/16/9/18/7/16/10/06/10/09/6/16/10/05/10/15/10/18/7/15/10/16/10/04/11/13/12/15/10/14/12/00/15/14/11/13/13/00/15/11/14/16/9/11/14/1 - 4/9/31/12/34/10/24/12/01/12/35/9/23/13/00/12/40/12/42/13/10/12/41/12/35/8/36/7/36/6/47/8/12/10/46/8/26/9/11/11/41/11/45/8/31/12/32/11/32/10/44/8/45/8/33/12/10/12/43/10/33/13/02/8/62/8/62/10/40/11/51/10/55/7/46/7/37/5/46/9/13/9/45/8/36/9/13/8/53/8/54/9/33/8/54/8/4280/718/170
AODEEW7/8/14/11/14/12/04/11/17/9/06/9/13/12/17/9/04/11/13/12/13/12/15/11/03/12/13/12/14/12/03/12/13/13/04/11/13/9/45/11/04/9/32/10/42/10/43/12/13/10/33/9/4 - 0/13/33/9/44/11/11/12/33/11/23/10/30/12/40/12/41/12/31/12/31/12/34/9/34/6/64/9/37/8/13/10/36/6/45/9/22/9/52/9/52/9/51/11/42/8/60/11/51/9/64/7/54/10/21/10/51/12/33/10/30/8/80/7/91/10/50/8/81/9/64/8/44/7/56/8/26/10/03/9/43/10/36/9/12/7/72/7/74/8/43/8/53/8/5223/718/227
EF9/6/18/8/07/9/07/9/010/6/07/9/05/10/111/5/07/8/16/10/05/11/010/6/05/11/05/11/06/10/04/12/03/13/05/11/03/12/16/10/04/11/13/11/23/11/24/12/03/11/23/12/13/13/0 - 3/13/05/11/01/13/23/13/04/11/11/13/20/14/21/14/11/12/31/13/23/10/35/7/46/9/17/9/03/11/27/8/15/10/11/11/41/12/33/11/21/13/23/12/12/11/33/8/54/9/35/11/01/10/54/10/24/10/20/13/30/12/41/12/30/10/61/10/54/9/35/7/47/8/18/8/04/8/44/10/27/8/13/10/33/11/24/10/23/9/44/8/4298/750/120
ME8/8/06/10/07/9/06/10/08/8/06/8/26/7/38/8/06/7/35/9/25/8/38/8/05/8/36/8/27/7/22/12/23/13/05/8/31/12/34/12/04/9/32/11/32/11/34/12/02/11/32/10/44/9/30/13/3 - 5/8/31/9/63/12/13/10/30/10/60/10/60/14/21/8/71/9/63/9/42/9/55/8/37/8/13/9/44/8/45/8/31/8/71/8/72/10/41/10/53/10/33/8/51/9/61/12/34/9/31/9/62/10/44/9/30/10/60/10/60/10/60/9/71/9/64/7/54/7/54/10/27/8/14/8/43/8/57/8/13/9/43/9/43/8/53/8/54/8/4249/673/246
PN7/8/15/10/14/11/14/11/17/7/24/12/03/11/27/7/25/11/02/12/22/12/27/8/13/11/24/11/12/10/40/11/53/10/30/15/10/11/52/9/54/11/10/12/40/12/42/10/40/10/60/12/41/11/40/11/53/8/5 - 1/10/53/7/62/13/10/10/60/10/61/9/60/11/50/11/53/8/54/6/65/7/44/9/32/8/65/6/54/10/21/9/61/9/63/8/51/9/61/10/51/9/62/8/64/8/40/10/60/10/62/8/62/10/40/9/70/9/71/8/70/8/80/11/53/8/54/6/66/6/43/8/53/7/65/6/55/7/43/6/73/6/73/7/63/7/63/8/5178/675/315
IM7/9/05/10/16/10/05/11/08/8/06/10/07/9/09/7/06/10/04/12/04/12/07/9/04/12/06/10/06/9/14/11/17/8/16/10/02/13/17/9/04/11/13/13/03/13/05/9/22/14/03/12/13/12/12/13/16/9/15/10/1 - 6/8/23/12/10/15/10/15/14/11/10/15/12/13/15/9/26/9/17/7/26/10/03/11/28/6/26/9/12/11/33/10/36/7/31/13/24/11/12/11/32/12/27/7/24/11/10/12/45/9/23/12/10/12/41/11/42/11/30/10/61/12/35/8/35/9/29/6/17/8/13/10/35/10/16/9/13/9/43/9/44/9/33/8/54/10/2308/752/108
CD7/8/16/8/27/9/06/8/27/8/16/8/26/7/38/8/07/6/37/7/27/7/27/7/25/9/26/8/25/9/24/9/33/12/15/8/34/7/55/11/05/8/33/9/43/9/45/8/33/9/42/9/52/11/30/13/31/12/36/7/32/8/6 - 4/8/40/11/50/11/51/13/20/10/61/11/45/7/43/7/65/9/28/6/22/9/57/7/25/8/32/10/42/10/41/12/31/9/62/8/63/8/52/9/52/10/46/7/31/8/71/11/44/9/30/8/80/8/81/8/70/6/101/8/75/7/45/8/36/9/16/9/13/7/65/8/36/8/21/10/51/10/55/7/42/9/53/7/6268/632/268
MC6/9/14/11/15/9/24/9/37/7/24/12/03/11/27/6/34/12/03/11/23/11/27/7/23/11/23/11/23/10/30/13/33/10/31/13/20/12/44/9/33/13/01/12/31/12/31/12/30/13/30/13/33/10/31/11/43/10/31/13/21/12/34/8/4 - 0/12/40/12/42/11/30/13/30/13/33/10/34/8/45/6/54/9/32/11/36/5/55/11/01/11/41/11/44/8/41/11/41/11/43/9/42/9/54/7/51/12/30/12/43/8/51/14/10/12/40/12/44/7/50/11/50/13/34/8/45/7/45/7/44/10/24/9/35/7/44/11/13/8/53/9/45/7/43/9/43/11/2198/745/225
CM9/7/08/8/09/7/06/10/010/6/07/9/06/10/011/5/07/9/06/10/06/10/011/5/06/10/06/10/09/7/06/10/06/10/06/10/04/12/07/9/05/11/03/13/03/13/05/11/03/12/14/12/04/12/02/13/16/10/06/10/01/15/05/11/04/12/0 - 0/16/05/10/10/16/01/15/05/9/25/9/27/9/09/6/13/11/210/6/06/10/02/11/32/11/34/10/21/13/23/11/23/10/32/11/35/9/25/10/10/13/34/11/14/11/10/12/40/12/42/11/30/12/41/11/45/9/25/9/28/8/08/7/13/10/35/11/07/8/13/9/43/9/44/10/23/9/44/10/2344/744/80
FC9/7/08/8/09/7/06/10/010/6/07/9/06/10/011/5/07/9/06/10/06/10/010/6/06/10/06/10/09/7/05/11/06/10/06/10/04/12/08/8/05/11/03/13/03/13/06/10/03/13/04/12/04/12/02/14/06/10/06/10/01/15/05/11/04/12/00/16/0 - 4/11/10/16/01/15/05/9/25/10/17/9/09/6/13/12/110/6/06/10/02/11/33/11/25/9/21/13/23/11/23/10/32/12/25/9/25/11/00/14/24/11/14/12/00/13/30/12/43/10/30/12/41/12/35/9/25/9/28/8/08/8/03/11/25/11/07/9/03/10/33/10/34/10/23/9/44/11/1346/759/63
Kh9/7/06/10/08/8/07/9/09/7/07/8/16/9/110/6/06/9/16/9/16/9/19/7/07/8/16/8/27/9/03/13/04/12/07/8/12/13/15/11/03/11/21/14/11/13/25/11/02/12/21/13/23/12/11/14/12/14/06/9/11/11/42/13/13/11/21/10/51/11/4 - 1/11/42/9/54/9/32/11/36/9/18/7/12/11/36/10/05/9/21/11/41/11/42/12/21/11/43/10/31/12/31/12/31/15/04/10/21/10/54/11/14/10/20/10/60/10/60/12/40/11/52/9/55/7/45/9/24/12/07/8/14/8/45/11/07/8/13/8/53/8/53/11/23/9/45/7/4279/738/151
MO9/7/07/9/08/8/07/9/010/6/06/10/06/10/011/5/06/10/06/10/06/10/010/6/06/10/06/10/06/10/06/10/07/9/06/10/03/13/09/7/04/12/03/13/03/13/06/10/04/12/04/12/03/12/13/12/17/8/15/11/01/15/06/10/03/13/00/16/00/16/04/11/1 - 2/14/06/9/15/10/17/8/17/9/03/12/18/7/16/10/02/12/22/12/26/8/21/13/23/13/03/11/22/12/27/7/26/10/00/14/25/10/14/12/00/15/10/15/14/10/20/13/32/13/15/9/25/9/28/7/18/8/04/10/26/9/17/9/03/12/13/12/15/9/23/10/34/11/1349/769/50
CC8/8/07/9/07/9/05/11/08/8/07/9/06/10/08/8/07/9/05/11/05/11/08/8/05/11/06/10/06/9/14/11/16/9/15/11/03/12/16/10/04/12/02/13/12/13/15/10/12/14/03/12/13/12/12/13/16/9/15/11/01/13/24/11/13/13/00/15/10/15/15/9/20/14/2 - 5/9/25/9/27/8/17/9/02/11/37/8/17/9/02/12/22/12/26/8/22/12/23/13/03/11/22/12/25/10/14/11/10/12/43/12/14/12/00/13/30/13/33/11/20/12/41/14/15/9/26/8/27/8/17/8/13/9/45/10/16/10/03/10/33/10/36/8/23/9/44/9/3307/774/87
HNBEW7/6/34/9/36/9/15/8/37/6/36/7/34/9/36/8/24/10/25/8/35/8/36/7/35/8/34/8/43/10/33/10/35/9/25/8/35/7/44/10/24/10/23/9/43/9/45/8/34/8/43/8/53/9/43/10/34/9/35/8/32/9/54/7/53/10/32/9/52/9/53/9/41/9/62/9/5 - 1/13/25/8/36/8/21/12/34/11/13/12/12/11/32/10/42/11/30/12/41/12/30/11/52/9/53/9/44/8/41/10/52/11/33/11/20/9/70/9/71/10/50/8/81/10/52/12/23/12/15/9/24/10/22/11/34/11/14/11/10/12/40/12/44/10/22/9/52/10/4231/688/249
EF10/5/17/7/29/5/27/6/39/5/27/5/47/5/49/5/28/4/46/7/37/6/39/4/37/6/36/7/35/9/23/9/45/9/26/5/54/6/67/7/25/6/53/7/63/7/65/8/34/6/63/7/66/6/44/7/55/9/26/6/41/9/66/7/34/8/42/9/51/10/53/11/21/10/52/9/52/13/1 - 5/11/07/9/01/11/44/12/03/11/21/11/41/11/43/11/20/10/61/12/32/8/62/11/34/10/24/8/41/7/84/10/24/8/40/8/80/8/82/10/40/8/81/8/73/10/33/10/37/8/16/8/23/8/54/11/16/9/12/8/62/8/64/9/32/9/53/7/6299/595/274
ME7/7/27/6/38/6/27/4/59/3/47/5/47/5/49/4/37/4/55/6/55/6/58/6/26/5/57/5/45/7/44/6/64/8/45/6/53/8/54/8/45/7/42/8/62/8/64/9/32/7/74/6/63/9/41/9/63/8/54/7/52/7/72/9/55/6/50/9/70/9/71/9/61/8/71/8/73/8/50/11/5 - 6/8/21/11/43/12/14/7/51/8/71/8/70/9/70/10/61/9/61/9/61/8/71/8/74/7/51/7/81/12/34/8/40/7/90/7/90/10/60/8/81/6/92/10/43/10/35/8/37/6/34/7/52/12/27/8/11/9/61/9/63/8/52/10/43/8/5240/561/367
PN6/9/15/9/24/10/25/10/14/11/14/9/34/9/35/8/34/10/22/11/32/11/34/10/22/11/34/9/31/9/60/10/61/9/62/10/41/9/62/7/73/10/30/9/70/9/71/10/51/8/71/8/71/8/70/9/71/8/73/9/40/10/62/6/83/9/41/6/91/6/91/7/80/9/70/9/72/8/60/9/72/8/6 - 1/9/63/6/73/11/20/10/60/10/61/8/70/10/61/9/60/8/81/7/82/7/70/10/60/9/72/6/82/10/40/7/90/7/91/6/90/8/81/8/71/8/72/7/74/7/51/13/21/9/63/7/63/10/31/8/71/8/72/6/81/8/72/8/6125/631/412
IM7/8/15/10/16/9/16/9/17/8/16/8/27/7/29/6/15/9/25/8/35/8/37/8/15/9/25/9/25/9/24/10/25/10/15/9/26/8/27/8/14/10/24/9/34/9/35/8/36/8/24/10/23/10/32/11/34/9/36/8/22/11/35/9/23/11/22/11/31/12/33/11/21/12/33/11/23/12/14/11/14/11/16/9/1 - 4/11/14/10/20/13/30/13/34/10/20/12/41/14/12/10/42/11/35/9/25/7/41/11/44/10/23/11/21/12/30/13/32/10/40/9/71/11/42/13/13/11/26/9/16/9/11/12/35/10/15/10/11/13/21/13/23/11/21/12/32/11/3271/734/163
CD7/6/36/6/48/5/37/3/69/2/57/4/57/3/68/4/46/5/55/6/55/6/57/4/55/5/66/5/54/8/43/7/64/8/46/5/53/6/73/9/45/7/41/9/61/9/65/5/62/8/62/8/64/6/61/8/74/8/45/6/52/6/82/7/75/5/60/6/100/6/100/10/61/7/81/8/71/11/40/12/41/12/37/6/31/11/4 - 3/8/51/10/51/10/50/10/60/10/61/9/61/7/81/7/81/11/44/7/51/7/82/9/54/6/60/7/90/7/90/9/70/5/111/4/112/9/52/9/53/10/35/8/32/7/71/12/34/8/40/9/70/9/72/9/51/6/91/9/6211/536/421
MC8/7/15/8/36/6/45/7/47/5/45/10/14/8/47/6/35/9/24/8/44/8/47/6/34/8/44/8/42/9/50/11/54/7/52/9/52/9/54/7/52/11/30/10/60/10/63/9/40/11/51/9/62/9/51/10/53/8/52/10/41/9/63/8/50/11/50/10/60/10/62/9/50/10/60/9/71/12/32/11/35/7/42/11/32/10/45/8/3 - 0/11/50/11/52/10/40/13/30/13/32/9/52/9/54/7/51/11/40/10/64/8/42/12/20/9/70/9/72/9/50/10/60/12/43/10/33/10/35/7/43/10/32/8/64/9/33/12/12/8/62/8/63/9/42/10/42/11/3179/673/316
CM11/5/08/7/110/5/18/7/19/6/18/7/18/7/111/4/17/8/16/9/17/8/110/5/17/8/17/8/17/8/17/8/17/8/16/9/16/9/19/6/14/11/13/12/13/12/16/9/16/9/14/11/15/9/24/11/17/8/16/9/13/11/24/10/24/11/13/11/23/11/24/11/12/12/22/12/23/11/24/11/17/8/16/10/03/13/05/10/15/11/0 - 0/16/03/12/11/15/01/15/04/9/33/11/26/8/24/11/11/12/33/11/25/10/10/12/40/12/42/12/20/12/41/11/45/9/25/10/18/8/06/10/04/10/24/12/06/10/02/12/22/12/23/12/12/12/24/10/2350/722/96
FC10/6/08/7/19/6/18/7/19/6/16/9/17/8/111/4/17/8/16/9/17/8/19/6/17/8/17/8/17/8/16/9/17/8/16/9/15/10/19/6/13/12/13/12/13/12/17/8/15/10/14/11/15/9/23/12/17/8/16/9/13/10/34/10/24/11/13/11/22/11/34/11/12/12/22/12/24/10/24/11/17/8/16/10/03/13/05/10/15/11/00/16/0 - 4/11/11/15/01/15/05/8/33/11/25/9/24/11/11/12/33/11/24/11/10/12/40/12/42/12/20/11/51/11/45/9/25/10/18/8/06/10/04/10/24/12/06/10/02/12/22/12/23/12/12/12/24/10/2340/729/99
Kh9/5/26/8/28/7/17/6/39/5/26/7/36/6/410/5/17/6/36/6/46/6/48/6/26/6/47/5/46/9/12/11/36/8/25/8/35/6/56/9/15/8/33/9/43/9/45/9/25/7/43/8/55/9/22/11/34/10/25/8/33/7/63/12/14/8/42/10/42/9/52/12/22/8/62/8/63/11/22/11/37/9/07/8/12/10/46/10/04/10/21/12/31/11/4 - 0/10/63/9/43/11/23/9/45/8/35/7/41/8/73/11/24/8/40/9/70/9/70/12/41/7/81/9/65/10/14/11/17/8/17/8/13/9/45/10/16/9/11/13/21/12/33/12/13/9/43/10/3301/637/230
MO9/7/07/8/18/8/07/8/18/7/16/9/16/9/111/4/17/8/16/8/26/8/29/7/06/9/16/9/18/7/15/10/16/9/15/10/15/10/110/5/13/12/14/10/24/10/28/7/16/9/13/12/14/11/12/13/15/10/16/9/12/13/16/9/14/11/12/13/12/13/14/11/12/13/12/12/24/12/06/10/06/10/06/10/04/12/06/10/03/13/00/15/10/15/16/10/0 - 2/14/02/11/32/13/16/9/15/9/21/12/35/9/24/11/10/14/20/14/24/9/30/14/21/13/25/9/24/12/08/8/07/9/03/11/25/11/06/10/02/14/02/14/05/10/12/13/13/13/0335/761/72
CC9/6/17/7/28/7/16/8/28/6/26/9/15/8/39/5/26/9/15/10/15/10/19/6/16/7/36/9/17/7/25/8/36/8/24/11/13/10/36/8/25/10/12/12/22/12/25/9/23/10/33/11/26/8/21/12/33/10/35/10/11/11/46/8/24/11/12/11/32/11/33/10/30/13/30/13/33/12/13/12/16/9/16/9/11/14/16/9/13/13/00/15/10/15/14/9/30/14/2 - 3/11/22/11/35/8/34/10/20/11/55/10/13/12/10/11/50/11/53/9/40/10/60/12/44/10/24/10/27/8/17/8/12/11/34/11/15/11/02/11/32/11/34/10/22/9/53/11/2282/729/157
AODEsrEW9/6/15/10/18/8/06/9/18/8/06/9/17/8/18/8/05/10/16/8/26/8/28/8/04/10/25/10/15/11/05/10/16/10/05/10/15/9/26/10/04/10/23/10/33/10/35/9/24/9/34/10/25/11/03/11/25/8/36/9/13/11/25/8/34/9/33/10/33/10/33/12/12/11/32/11/35/11/06/8/26/9/18/8/04/10/28/7/15/9/23/9/43/8/52/11/33/11/22/11/3 - 2/12/24/10/25/10/11/12/34/11/14/10/20/12/40/12/41/13/20/12/41/12/34/12/05/10/18/7/19/7/04/9/35/11/07/8/12/11/32/11/34/9/34/8/42/12/2323/712/133
EF10/5/19/6/110/6/08/6/210/4/27/7/28/6/210/5/16/9/17/7/26/8/210/5/17/7/25/9/27/8/16/8/27/8/15/9/25/6/57/8/15/9/24/8/43/9/48/6/25/7/44/8/46/9/15/8/36/9/16/8/22/12/25/9/25/9/23/11/22/12/23/12/12/12/22/12/25/9/23/11/27/8/18/7/13/11/28/7/15/9/22/11/32/11/34/9/31/13/23/11/22/12/2 - 5/11/05/10/11/12/34/11/14/9/30/14/20/14/23/11/20/13/31/12/34/10/24/12/06/10/09/5/25/8/35/10/17/8/13/11/23/11/25/9/24/9/33/10/3360/666/142
ME9/6/16/9/19/6/17/8/19/5/26/7/37/5/49/6/17/5/47/7/27/6/310/5/16/6/47/7/26/7/33/11/26/10/04/9/33/8/57/8/15/7/43/8/53/8/56/9/12/8/63/8/55/7/43/9/43/12/14/8/42/7/74/10/25/7/42/9/52/9/50/15/12/7/71/10/54/9/32/10/47/8/17/7/22/9/54/11/15/7/42/8/62/9/53/8/51/9/63/8/52/10/40/11/5 - 4/9/31/8/72/13/14/8/40/8/80/8/80/11/50/8/81/7/84/8/44/9/33/13/08/6/24/7/53/12/17/7/23/7/63/7/63/10/34/7/53/8/5295/604/269
PN9/7/06/9/16/10/07/9/08/8/05/11/04/11/18/8/06/10/02/13/12/13/18/8/04/11/14/11/12/10/41/11/45/8/33/13/02/10/43/9/44/11/10/12/40/12/43/10/32/10/41/12/32/10/40/11/53/9/46/10/01/11/43/7/63/12/11/10/50/11/52/10/40/10/61/11/44/8/44/8/45/7/46/10/04/7/55/7/44/11/11/11/41/11/44/7/52/9/52/10/41/10/51/10/53/9/4 - 0/11/53/8/52/13/10/10/60/9/72/9/50/10/61/11/44/7/54/7/55/7/45/11/04/7/54/7/56/9/13/7/63/7/64/6/64/7/54/8/4232/695/241
IM8/8/06/10/08/8/07/9/08/8/07/9/07/9/09/7/07/9/05/11/05/11/08/8/06/10/05/11/06/10/05/11/07/9/05/11/05/11/08/8/04/12/05/11/04/12/06/9/14/12/04/12/05/10/15/10/16/9/16/10/04/12/07/8/14/12/03/13/02/14/05/10/12/14/04/12/05/10/18/7/18/7/17/9/04/11/18/7/16/10/03/12/13/12/17/8/13/12/15/11/03/12/13/12/17/8/15/11/0 - 7/8/14/12/00/15/10/15/14/11/10/13/31/14/15/10/16/9/18/7/18/8/03/13/07/8/16/10/03/12/13/12/16/8/23/11/24/12/0375/757/36
CD7/8/17/7/28/7/17/7/28/6/27/6/37/6/38/8/07/6/35/9/25/9/27/7/27/7/25/9/27/7/24/9/35/9/26/7/34/7/57/9/05/7/42/11/32/10/46/7/34/8/43/10/33/12/12/10/44/10/26/8/22/9/54/11/15/8/31/11/41/11/41/11/41/10/51/12/33/11/22/10/43/12/18/6/22/10/45/9/24/8/42/11/32/11/32/11/32/9/51/10/51/11/41/11/41/13/25/8/31/8/7 - 4/9/30/11/50/11/50/11/50/8/81/8/73/10/35/9/26/10/08/7/14/7/53/13/07/8/11/12/31/12/34/9/33/6/72/10/4278/666/224
MC7/7/26/8/26/8/26/7/37/7/25/10/15/9/27/7/26/9/14/9/35/8/37/7/25/8/34/10/21/12/30/12/44/9/32/12/22/9/54/8/43/12/10/12/40/12/42/11/31/12/30/13/33/10/32/10/43/9/44/10/21/12/33/9/41/14/11/11/40/12/42/10/40/12/40/12/42/11/34/8/44/8/44/10/22/11/36/6/42/12/21/10/51/11/44/8/41/11/41/12/32/10/43/9/44/8/41/13/20/12/43/9/4 - 0/12/40/12/42/10/40/11/50/12/44/8/44/8/46/6/44/10/23/10/36/7/34/12/03/9/43/9/44/8/43/9/43/9/4213/720/235
CM11/5/09/7/012/4/09/7/010/6/08/8/06/10/010/6/09/7/06/10/07/9/012/4/07/9/08/7/111/5/07/9/09/7/07/9/05/11/010/6/06/10/05/11/05/11/08/8/04/12/06/8/28/8/03/13/06/10/07/9/04/12/08/8/04/12/04/12/03/13/06/10/01/15/03/13/07/9/08/8/09/7/09/7/03/12/19/7/07/9/04/12/04/12/07/9/02/14/05/11/04/12/02/14/08/8/06/10/01/15/05/11/04/12/0 - 0/15/14/12/00/16/02/13/16/10/06/10/010/6/010/6/04/12/06/10/07/9/03/13/03/13/07/9/03/13/05/11/0444/718/6
FC11/5/09/7/012/4/09/7/010/6/08/8/06/10/010/6/09/7/06/10/07/9/011/5/07/9/08/7/111/5/07/9/09/7/07/9/06/10/010/6/06/10/05/11/05/11/09/7/05/11/06/8/29/7/04/12/06/10/07/9/04/11/18/8/04/12/04/12/04/12/06/10/01/15/03/13/07/9/08/8/09/7/09/7/03/13/09/7/07/9/04/12/04/12/07/9/02/14/05/11/04/12/02/14/08/8/07/9/01/15/05/11/04/12/01/15/0 - 4/12/00/16/02/13/16/10/06/10/010/6/010/6/04/12/06/10/07/9/04/12/03/13/07/9/03/13/05/11/0452/711/5
Kh10/6/07/8/19/7/08/8/011/5/07/8/17/8/111/5/07/8/16/9/16/9/110/6/07/7/27/7/28/8/06/10/06/10/07/8/15/8/38/8/05/8/34/10/24/9/37/9/05/7/44/10/25/10/13/12/16/10/07/8/13/11/27/8/15/7/43/11/23/10/34/12/02/10/42/11/35/10/14/10/26/10/09/6/14/10/27/9/05/9/22/12/22/12/24/12/03/9/44/9/32/13/12/11/35/11/05/9/21/11/45/11/04/10/20/12/40/12/4 - 1/9/62/10/46/8/25/9/28/8/09/6/15/8/36/10/08/7/13/10/33/10/34/12/05/8/34/9/3380/668/120
MO10/6/08/8/09/7/09/7/010/6/08/8/08/8/010/6/09/7/06/10/07/9/011/5/07/9/07/9/09/7/08/8/09/7/06/10/08/8/010/6/05/11/03/13/04/12/07/9/07/9/05/11/08/8/06/10/07/9/08/8/06/10/010/6/05/11/04/12/04/12/05/11/03/13/04/12/08/8/08/8/08/8/08/8/07/9/011/5/06/10/04/12/05/11/08/7/12/14/06/10/04/12/03/13/08/8/06/10/03/13/08/8/05/11/00/16/00/16/06/9/1 - 3/13/06/10/06/10/09/7/09/7/05/11/08/8/07/9/03/13/03/13/06/10/04/12/06/10/0469/697/2
CC9/6/19/6/19/6/19/6/19/6/17/9/07/8/111/4/17/9/06/9/17/8/110/5/18/7/15/11/07/8/15/10/16/9/14/12/06/9/110/5/14/12/04/11/14/11/16/9/15/10/15/10/16/9/15/10/16/9/15/11/03/12/17/8/13/13/04/11/13/12/15/9/21/13/21/14/15/10/17/8/19/6/17/8/14/11/111/4/14/12/04/11/14/11/16/9/12/13/14/12/03/12/13/12/18/7/14/11/11/14/17/8/14/12/01/13/21/13/24/10/20/13/3 - 5/10/16/9/19/6/18/7/14/11/19/6/17/9/04/10/24/10/26/8/24/9/35/11/0402/693/73
WAODEEW9/4/34/8/46/7/36/6/47/6/36/7/36/6/46/8/25/8/36/6/45/8/37/7/24/8/45/7/45/7/44/7/56/8/25/8/35/6/55/9/24/8/43/8/53/9/44/8/44/8/44/7/54/8/43/9/45/7/45/8/33/8/54/7/54/8/42/9/52/9/54/7/52/9/52/9/52/12/23/10/34/10/27/8/11/13/25/9/23/10/32/9/52/9/51/10/52/9/52/10/40/12/42/10/44/8/45/7/41/10/53/10/34/8/40/10/60/10/62/8/60/10/61/10/5 - 2/12/24/10/26/9/12/11/32/14/04/10/20/11/50/11/52/11/30/11/51/11/4253/640/275
EF8/6/27/7/27/6/38/4/48/3/56/6/46/5/57/6/35/7/45/7/45/7/48/5/36/6/45/6/56/6/46/6/45/7/45/7/44/6/65/7/45/7/42/9/52/9/55/7/44/7/53/7/65/7/44/7/55/7/46/6/42/9/53/8/54/7/52/9/52/9/52/9/52/9/52/8/61/12/33/10/33/10/37/7/22/11/35/9/23/10/31/10/51/10/51/11/40/12/42/10/41/10/50/12/43/9/45/7/41/9/62/9/54/8/40/10/60/10/62/9/50/10/61/9/62/12/2 - 4/12/05/10/11/13/24/11/14/10/20/14/20/14/23/11/20/12/41/11/4254/625/289
ME8/5/36/7/38/5/36/5/58/3/56/4/66/4/67/4/57/5/46/5/56/4/67/5/46/4/67/4/54/6/64/6/64/9/35/6/53/6/74/7/55/6/52/7/72/7/74/8/42/7/74/5/72/8/61/8/72/10/44/6/61/6/91/9/64/7/50/8/80/8/80/12/41/7/81/8/72/9/51/8/73/8/55/7/41/9/63/10/34/7/50/8/80/8/81/8/70/8/81/8/71/7/80/10/60/13/34/7/51/7/80/10/64/6/60/6/100/6/100/8/80/7/91/6/92/10/40/12/4 - 4/9/31/9/62/12/24/7/50/10/60/10/60/12/40/10/61/7/8200/540/428
PN6/8/24/8/43/10/35/8/35/8/34/8/44/8/45/9/25/8/33/9/43/9/46/8/24/8/44/8/41/10/50/9/72/8/62/11/33/6/71/10/53/9/40/9/70/9/71/8/71/8/71/9/60/10/60/8/81/8/75/8/31/8/71/9/62/10/41/7/80/8/81/8/70/8/81/8/72/10/42/8/63/6/72/13/11/9/63/8/53/10/30/10/60/10/61/8/70/9/71/8/70/7/92/5/92/6/80/11/50/8/81/7/82/10/40/6/100/6/101/6/90/7/91/7/81/9/61/10/53/9/4 - 0/10/62/8/62/12/20/10/60/9/71/9/60/10/61/10/5127/624/417
IM6/9/14/10/26/9/16/7/37/7/26/7/36/7/37/7/25/9/25/9/25/9/26/7/37/6/35/8/34/10/25/8/35/8/35/8/35/8/36/8/24/9/35/8/35/8/35/8/34/9/34/9/34/9/34/8/44/8/46/7/33/10/36/7/33/9/43/10/32/11/34/8/42/10/44/9/33/11/25/8/35/7/46/9/13/12/17/7/26/8/22/10/42/10/44/9/32/11/33/11/23/9/43/8/55/7/45/7/40/13/35/7/43/10/30/12/40/12/43/8/50/11/51/11/43/11/22/13/16/9/16/10/0 - 5/9/23/13/00/15/10/15/14/10/20/14/21/14/1289/679/200
CD6/7/35/7/48/6/27/5/49/4/36/7/37/5/48/5/35/6/56/6/46/5/58/6/26/6/45/8/36/7/33/9/44/9/35/8/34/6/64/9/34/8/42/8/62/8/64/8/43/8/53/8/53/10/32/10/45/8/35/6/51/10/53/8/54/7/50/11/50/11/50/11/51/9/61/10/51/11/41/11/42/12/26/7/31/10/53/12/13/9/40/12/40/12/41/10/50/11/51/11/40/11/51/10/51/12/35/7/41/8/70/13/33/7/60/10/60/10/60/10/60/8/81/6/90/14/21/11/42/12/26/8/22/9/5 - 4/8/40/13/30/13/30/10/60/10/61/8/7208/646/314
MC4/9/34/7/54/7/55/5/65/6/55/7/45/6/55/7/43/9/44/6/65/5/65/7/45/5/64/7/50/10/60/9/72/8/62/9/51/9/61/9/63/9/40/9/70/9/71/9/60/10/61/9/61/9/61/8/71/8/74/7/51/9/62/8/61/11/41/8/70/9/71/8/70/9/70/10/61/11/41/9/61/8/73/10/31/10/54/8/41/12/30/10/60/10/61/9/60/10/60/11/51/8/71/8/72/7/71/9/60/10/61/8/70/12/40/9/70/9/71/7/80/9/70/9/72/10/42/10/45/7/42/12/20/13/34/8/4 - 0/12/40/12/43/9/40/12/40/13/3125/647/396
CM8/6/27/6/38/7/18/5/38/5/37/6/36/7/38/7/17/6/36/7/37/6/38/6/27/6/37/6/38/6/26/7/37/6/36/7/35/8/38/7/16/7/34/9/35/8/37/7/25/8/35/8/37/7/23/10/34/9/37/6/34/9/35/10/15/8/34/9/33/10/35/8/31/12/33/10/34/12/06/8/26/9/17/8/12/13/17/9/06/8/22/12/22/12/22/13/10/14/23/11/23/11/22/11/36/7/36/7/31/12/33/12/14/9/30/13/30/12/43/10/30/13/32/10/45/11/02/14/06/10/06/10/01/15/03/13/04/12/0 - 0/16/04/12/00/16/02/13/1335/680/153
FC8/6/27/6/38/7/18/5/38/5/37/6/36/7/38/7/17/6/36/7/37/6/38/6/27/6/37/6/38/6/26/7/37/6/36/7/35/8/38/7/16/7/35/8/35/8/37/7/25/8/35/8/37/7/22/11/34/9/37/6/34/9/35/10/14/9/34/9/33/10/35/8/31/12/33/10/34/12/06/8/26/9/17/8/12/13/17/9/06/8/22/12/22/12/23/12/10/14/23/11/23/11/22/11/36/7/36/7/31/12/33/12/14/9/30/13/30/13/33/10/30/13/32/10/45/11/02/14/06/10/07/9/01/15/03/13/04/12/00/16/0 - 4/12/00/16/02/13/1336/680/152
Kh8/4/46/6/48/6/27/6/39/4/37/6/37/6/38/5/36/7/36/7/36/7/38/6/27/5/46/6/47/6/35/8/36/7/36/7/35/7/45/8/34/9/33/10/33/9/46/8/25/6/53/9/44/8/42/10/45/8/36/7/33/9/44/7/54/7/52/10/42/10/42/11/32/9/52/8/62/10/43/9/45/8/38/6/22/11/35/9/24/9/31/12/31/12/31/12/31/10/52/10/43/9/42/9/53/10/36/6/42/8/63/9/44/8/40/9/70/9/70/12/40/10/62/8/63/11/22/11/34/12/06/9/12/10/46/10/04/9/30/12/40/12/4 - 0/12/42/10/4284/622/262
MO7/8/16/8/27/7/28/6/28/6/27/6/37/7/29/6/17/7/26/8/26/8/29/5/26/7/37/7/28/5/36/7/37/6/36/7/35/8/38/6/25/8/34/9/34/9/37/7/26/7/35/8/35/8/34/9/35/8/36/7/35/8/35/9/24/9/34/9/34/9/34/9/33/10/34/9/35/9/25/9/24/10/27/8/13/12/19/6/14/10/22/12/22/12/24/9/31/13/25/9/24/8/43/9/45/7/45/7/42/11/37/6/34/9/30/13/30/13/33/8/50/12/43/9/45/11/04/12/06/10/06/10/02/14/06/10/04/12/00/16/00/16/04/12/0 - 2/14/0350/655/163
CC7/7/25/8/36/8/26/7/36/7/36/7/36/7/36/9/16/8/25/8/36/7/38/5/37/6/35/8/37/7/26/6/45/7/44/8/46/6/46/7/34/9/34/8/44/8/45/8/34/8/44/8/45/8/34/8/44/8/45/8/32/10/46/7/32/11/32/10/41/11/44/7/51/11/43/9/44/10/26/7/35/8/36/8/23/11/26/9/13/11/22/10/42/10/43/10/30/13/32/11/32/12/23/10/35/8/34/8/40/12/44/10/24/9/30/11/50/11/53/9/40/10/60/11/54/11/14/11/18/7/15/10/11/14/17/8/13/13/01/13/21/13/24/10/20/14/2 - 288/663/217

Time comparison

Time plots for all the datasets included in our study. The y axis gives the time in ms; the x axis lists all setups including NB and FNB executed on the raw data and the six classifiers run on the data discretized by each of the twelve algorithms. Black bars show time of the discretization process on the training fold; white color represents the time to train the classification model on the training fold; gray color denotes the time needed to classify the test fold. Training and test folds have the same number of instances. Abbrevations for algorithms, classifiers and datasets names can be found in Table 1, Table 2 and Table 3, respectively.

anneal

colic

credit-a

cylinder-bands

heart-c

hypothyroid

sick

vowel

glass

ionosphere

page-blocks

pendigits

sat

segment

sonar

vehicle

Classifiers

Accuracies

Table 10. Classifier accuracy, achieved by a setup in a given row for a dataset in a given column. Abbrevations for algorithms, classifiers and datasets names can be found in Table 1, Table 2 and Table 3, respectively.
Algorithmannealcoliccredit-acylinder-bandsheart-chypothyroidsickvowelglassionospherepage-blockspendigitssatsegmentsonarvehicleAvg. place
Original Data org 0.88 (0.036)
-- (0)
-/74		0.785 (0.041)
-- (0)
-/50		0.777 (0.021)
-- (0)
-/74		0.707 (0.027)
-- (0)
-/71		0.838 (0.018)
-- (0)
-/3		0.954 (0.003)
-- (0)
-/44		0.924 (0.012)
-- (0)
-/60		0.603 (0.035)
-- (0)
-/45		0.472 (0.051)
-- (0)
-/74		0.826 (0.038)
-- (0)
-/74		0.892 (0.046)
-- (0)
-/74		0.857 (0.005)
-- (0)
-/70		0.795 (0.004)
-- (0)
-/72		0.802 (0.005)
-- (0)
-/71		0.675 (0.06)
-- (0)
-/64		0.443 (0.029)
-- (0)
-/74		/62.12
org 0.941 (0.016)
~ (4.173)
-/59		0.789 (0.032)
~ (0.655)
-/45		0.812 (0.025)
++ (9.456)
-/70		0.729 (0.021)
~ (1.737)
-/44		0.841 (0.025)
~ (1)
-/1		0.958 (0.006)
~ (1.17)
-/42		0.953 (0.008)
++ (20.7)
-/45		0.633 (0.023)
~ (1.288)
-/41		0.481 (0.056)
~ (0.803)
-/73		0.902 (0.029)
++ (15.3)
-/43		0.932 (0.017)
~ (2.068)
-/67		0.883 (0.005)
++ (13.2)
-/61		0.819 (0.004)
++ (152)
-/62		0.837 (0.008)
++ (13.94)
-/66		0.716 (0.087)
~ (1.187)
-/47		0.587 (0.032)
++ (18.76)
-/69		/52.19
NB Equal Width 0.947 (0.015)
~ (3.997)
5/53		0.792 (0.032)
~ (0.647)
5/41		0.85 (0.012)
++ (8.542)
10/47		0.721 (0.018)
~ (3.673)
9/55		0.821 (0.034)
~ (0.988)
10/39		0.936 (0.006)
-- (9.748)
11/55		0.951 (0.014)
~ (2.877)
9/49		0.572 (0.019)
~ (1.121)
2/50		0.564 (0.071)
~ (2.888)
11/69		0.887 (0.016)
~ (3.498)
8/63		0.93 (0.005)
~ (1.206)
8/68		0.868 (0.003)
++ (7.334)
8/69		0.802 (0.005)
++ (11.53)
10/71		0.883 (0.009)
++ (53.99)
7/57		0.7 (0.038)
~ (1.096)
10/55		0.576 (0.018)
++ (16.82)
10/71		8.31/57
Equal Frequency 0.939 (0.016)
~ (2.974)
9/62		0.788 (0.032)
~ (0.573)
11/48		0.854 (0.009)
++ (6.35)
6/35		0.726 (0.017)
~ (3.293)
6/49		0.826 (0.019)
~ (3.381)
6/23		0.966 (0.004)
++ (14.27)
8/37		0.962 (0.01)
++ (8.926)
8/41		0.569 (0.013)
~ (1.373)
4/53		0.641 (0.059)
++ (6.583)
4/39		0.871 (0.028)
~ (1.658)
11/71		0.905 (0.005)
~ (0.806)
11/72		0.869 (0.004)
++ (6.446)
7/68		0.803 (0.005)
++ (17.92)
9/70		0.881 (0.011)
++ (33.43)
8/58		0.716 (0.027)
~ (1.196)
9/48		0.595 (0.028)
++ (42.67)
5/65		7.62/52.44
Maximum Entropy 0.904 (0.014)
~ (0.832)
12/73		0.79 (0.029)
~ (0.675)
8/44		0.855 (0.011)
++ (6.289)
5/30		0.721 (0.022)
~ (1.157)
10/58		0.815 (0.023)
~ (2.928)
11/47		0.949 (0.006)
~ (1.133)
9/48		0.943 (0.003)
~ (3.066)
11/53		0.579 (0.017)
~ (0.97)
1/48		0.595 (0.048)
~ (2.45)
8/57		0.881 (0.027)
~ (1.416)
9/67		0.908 (0.005)
~ (0.831)
10/71		0.844 (0.005)
~ (3.913)
11/73		0.771 (0.006)
-- (35.41)
12/74		0.88 (0.009)
++ (34.91)
10/60		0.737 (0.039)
~ (3.271)
5/33		0.567 (0.032)
++ (13.9)
11/72		8.94/56.75
Paterson - Niblett 0.94 (0.019)
~ (3.062)
7/60		0.795 (0.025)
~ (0.707)
2/38		0.847 (0.014)
++ (5.641)
12/52		0.74 (0.018)
++ (12.33)
2/30		0.825 (0.015)
~ (2.65)
7/31		0.979 (0.007)
++ (18.92)
1/18		0.972 (0.004)
++ (13.37)
1/19		0.316 (0.018)
-- (32.3)
11/70		0.546 (0.1)
~ (0.7)
12/71		0.895 (0.02)
~ (3.311)
4/54		0.933 (0.007)
~ (1.474)
7/66		0.829 (0.005)
-- (45.36)
12/74		0.794 (0.005)
~ (0.695)
11/73		0.831 (0.022)
~ (1.621)
11/67		0.689 (0.037)
~ (0.902)
11/58		0.549 (0.029)
++ (109)
12/73		7.69/53.38
IEM 0.959 (0.015)
++ (4.903)
2/45		0.791 (0.023)
~ (0.664)
7/43		0.861 (0.01)
++ (9.03)
2/14		0.718 (0.022)
~ (1.074)
12/61		0.828 (0.028)
~ (1.053)
5/14		0.976 (0.006)
++ (18.32)
3/25		0.97 (0.004)
++ (15.59)
2/23		0.504 (0.02)
-- (8.12)
9/60		0.593 (0.072)
~ (2.02)
9/58		0.896 (0.018)
~ (3.356)
3/52		0.934 (0.006)
~ (1.387)
5/62		0.872 (0.005)
++ (7.981)
2/63		0.818 (0.004)
++ (70.08)
4/65		0.903 (0.006)
++ (86.79)
2/48		0.736 (0.018)
~ (1.6)
6/35		0.586 (0.019)
++ (38.13)
9/70		5.12/46.12
CADD 0.912 (0.017)
~ (1.044)
11/72		0.793 (0.029)
~ (1.014)
3/39		0.85 (0.008)
++ (5.384)
11/49		0.73 (0.016)
++ (9.125)
3/40		0.807 (0.019)
~ (3.802)
12/53		0.923 (0.005)
-- (37.49)
12/60		0.925 (0.005)
~ (0.758)
12/59		0.555 (0.016)
~ (1.844)
8/57		0.611 (0.074)
~ (2.702)
6/51		0.889 (0.02)
~ (1.757)
6/60		0.917 (0.004)
~ (0.947)
9/70		0.854 (0.004)
~ (0.756)
9/71		0.811 (0.006)
++ (7.98)
8/69		0.888 (0.005)
++ (76.92)
6/56		0.669 (0.049)
~ (1.04)
12/65		0.595 (0.024)
++ (60.21)
6/66		8.38/58.56
ModifiedChi2 0.964 (0.011)
~ (4.167)
1/38		0.793 (0.026)
~ (0.748)
3/39		0.852 (0.011)
++ (6.164)
8/42		0.719 (0.031)
~ (1.005)
11/60		0.822 (0.036)
~ (1.703)
9/37		0.973 (0.005)
++ (35.6)
5/31		0.97 (0.004)
++ (15.79)
3/24		0.275 (0.019)
-- (35.59)
12/73		0.588 (0.042)
~ (2.85)
10/60		0.905 (0.009)
~ (3.193)
1/36		0.936 (0.005)
~ (1.475)
1/55		0.851 (0.005)
~ (1.61)
10/72		0.818 (0.009)
++ (7.646)
3/64		0.802 (0.009)
~ (0.776)
12/69		0.734 (0.042)
~ (1.059)
7/39		0.617 (0.024)
++ (135)
1/61		6.06/50
CAIM 0.939 (0.021)
~ (2.115)
8/61		0.788 (0.031)
~ (0.673)
9/46		0.859 (0.012)
++ (8.293)
3/23		0.725 (0.02)
~ (0.954)
7/50		0.828 (0.022)
~ (0.977)
2/8		0.972 (0.008)
++ (9.93)
6/33		0.968 (0.003)
++ (9.868)
5/29		0.563 (0.028)
~ (1.845)
5/54		0.651 (0.042)
++ (5.303)
2/34		0.875 (0.032)
~ (3.348)
10/70		0.934 (0.005)
~ (1.49)
6/64		0.871 (0.005)
++ (8.649)
5/66		0.818 (0.004)
++ (137)
5/66		0.899 (0.006)
++ (72.7)
4/52		0.757 (0.052)
~ (3.403)
2/20		0.594 (0.036)
++ (15.36)
7/67		5.38/46.44
FCAIM 0.957 (0.014)
~ (3.615)
3/50		0.788 (0.031)
~ (0.673)
9/46		0.859 (0.012)
++ (8.293)
3/23		0.725 (0.02)
~ (0.954)
7/50		0.828 (0.022)
~ (0.977)
2/8		0.972 (0.008)
++ (9.93)
6/33		0.968 (0.003)
++ (9.868)
5/29		0.563 (0.028)
~ (1.845)
5/54		0.651 (0.043)
~ (4.656)
3/36		0.87 (0.037)
~ (3.226)
12/73		0.935 (0.005)
~ (1.477)
4/61		0.871 (0.005)
++ (8.649)
5/66		0.818 (0.004)
++ (137)
5/66		0.899 (0.006)
++ (72.7)
4/52		0.757 (0.052)
~ (3.403)
2/20		0.594 (0.036)
++ (15.36)
7/67		5.12/45.88
Khiops 0.921 (0.018)
~ (1.285)
10/71		0.788 (0.033)
~ (0.732)
11/48		0.854 (0.015)
++ (4.884)
6/35		0.727 (0.02)
~ (2.631)
4/45		0.824 (0.03)
~ (1.074)
8/33		0.945 (0.007)
~ (2.821)
10/50		0.951 (0.006)
++ (4.756)
10/50		0.571 (0.024)
~ (1.19)
3/51		0.596 (0.051)
~ (3.361)
7/56		0.888 (0.015)
~ (2.735)
7/62		0.905 (0.005)
~ (0.77)
12/73		0.871 (0.004)
++ (5.784)
4/65		0.817 (0.005)
++ (51.57)
7/68		0.881 (0.009)
++ (39.46)
9/59		0.764 (0.059)
~ (2.774)
1/16		0.6 (0.03)
++ (31.04)
4/64		7.06/52.88
MODL 0.957 (0.014)
~ (3.906)
4/51		0.802 (0.026)
~ (1.118)
1/27		0.851 (0.011)
++ (6.36)
9/45		0.727 (0.023)
~ (1.109)
5/46		0.828 (0.022)
~ (1.615)
4/11		0.976 (0.008)
++ (11.44)
2/24		0.969 (0.004)
++ (12.21)
4/25		0.561 (0.019)
~ (2.168)
7/56		0.665 (0.041)
++ (5.176)
1/28		0.896 (0.017)
~ (2.615)
2/51		0.935 (0.006)
~ (1.536)
3/57		0.874 (0.005)
++ (9.112)
1/62		0.819 (0.005)
++ (78.71)
1/61		0.904 (0.005)
++ (168)
1/47		0.742 (0.046)
~ (2.736)
4/29		0.604 (0.021)
++ (34.77)
3/63		3.25/42.69
CACC 0.943 (0.022)
~ (2.296)
6/57		0.792 (0.03)
~ (0.866)
6/42		0.864 (0.006)
++ (12.64)
1/5		0.753 (0.019)
~ (3.402)
1/17		0.835 (0.028)
~ (1.659)
1/5		0.974 (0.007)
++ (14.89)
4/30		0.967 (0.004)
++ (9.204)
7/31		0.442 (0.03)
-- (8.703)
10/63		0.628 (0.05)
++ (5.804)
5/43		0.891 (0.022)
~ (2.223)
5/58		0.936 (0.007)
~ (1.578)
2/56		0.871 (0.005)
++ (7.17)
3/64		0.819 (0.006)
++ (42.44)
2/63		0.901 (0.008)
++ (80.14)
3/50		0.731 (0.043)
~ (2.425)
8/41		0.605 (0.027)
++ (57.36)
2/62		4.12/42.94
LBR Equal Width 0.967 (0.013)
~ (3.419)
3/34		0.797 (0.023)
~ (0.771)
11/34		0.857 (0.015)
++ (12.84)
6/29		0.7 (0.025)
~ (1.193)
12/74		0.819 (0.034)
~ (1.045)
10/42		0.936 (0.006)
-- (10.11)
11/56		0.966 (0.012)
++ (5.371)
9/34		0.667 (0.032)
~ (3.66)
2/37		0.563 (0.07)
~ (2.448)
11/70		0.887 (0.017)
~ (3.301)
10/64		0.939 (0.007)
~ (1.623)
11/54		0.955 (0.004)
++ (451)
1/40		0.862 (0.007)
++ (97.71)
6/45		0.897 (0.008)
++ (63.67)
10/54		0.701 (0.035)
~ (1.298)
9/54		0.639 (0.033)
++ (33.78)
12/60		8.38/48.81
Equal Frequency 0.962 (0.019)
~ (3.288)
6/40		0.805 (0.019)
~ (0.9)
10/23		0.852 (0.011)
++ (6.716)
11/42		0.717 (0.026)
~ (1.266)
8/63		0.826 (0.019)
~ (3.381)
6/23		0.97 (0.005)
++ (6.575)
8/35		0.968 (0.009)
++ (10.58)
8/28		0.657 (0.019)
~ (2.523)
4/39		0.65 (0.059)
++ (7.747)
4/38		0.881 (0.023)
~ (1.622)
11/68		0.949 (0.004)
~ (2.2)
8/48		0.955 (0.003)
++ (258)
2/41		0.863 (0.008)
++ (90.45)
5/44		0.9 (0.012)
++ (22.63)
9/51		0.714 (0.021)
~ (1.107)
8/50		0.667 (0.036)
++ (112)
7/47		7.19/42.5
Maximum Entropy 0.922 (0.018)
~ (1.137)
12/69		0.808 (0.013)
~ (0.858)
9/18		0.855 (0.011)
++ (6.322)
7/31		0.705 (0.03)
~ (1.073)
11/72		0.807 (0.029)
~ (4.127)
11/51		0.953 (0.005)
~ (0.592)
9/45		0.952 (0.009)
++ (4.997)
11/47		0.664 (0.025)
~ (3.194)
3/38		0.636 (0.032)
++ (5.141)
5/40		0.88 (0.027)
~ (1.377)
12/69		0.949 (0.007)
~ (1.975)
7/47		0.953 (0.003)
++ (135)
4/43		0.838 (0.008)
++ (56.02)
10/58		0.903 (0.011)
++ (46.34)
8/49		0.666 (0.041)
~ (0.773)
12/68		0.656 (0.014)
++ (81.65)
10/52		8.81/49.81
Paterson - Niblett 0.958 (0.016)
~ (3.13)
9/47		0.809 (0.016)
~ (0.869)
8/16		0.853 (0.011)
++ (8.062)
10/38		0.725 (0.024)
~ (1.095)
3/50		0.825 (0.015)
~ (2.65)
7/31		0.983 (0.005)
++ (39.73)
3/6		0.973 (0.004)
++ (11.88)
7/10		0.448 (0.023)
-- (19.11)
11/62		0.544 (0.092)
~ (0.777)
12/72		0.899 (0.022)
~ (3.606)
3/48		0.934 (0.004)
~ (1.527)
12/63		0.931 (0.004)
++ (111)
11/51		0.84 (0.005)
++ (55.25)
9/57		0.85 (0.014)
++ (5.84)
11/65		0.693 (0.033)
~ (0.91)
10/56		0.665 (0.019)
++ (86.43)
8/49		8.38/45.06
IEM 0.969 (0.01)
~ (4.324)
2/30		0.813 (0.017)
~ (1.229)
3/6		0.863 (0.009)
++ (9.689)
2/6		0.709 (0.024)
~ (2.114)
10/70		0.828 (0.028)
~ (1.053)
3/14		0.986 (0.003)
++ (80.7)
1/1		0.975 (0.004)
++ (15.88)
6/7		0.587 (0.027)
~ (0.991)
9/47		0.592 (0.075)
~ (1.912)
9/59		0.896 (0.018)
~ (3.356)
4/52		0.962 (0.003)
~ (2.603)
1/15		0.952 (0.003)
++ (171)
5/44		0.856 (0.006)
++ (98.39)
8/50		0.923 (0.01)
++ (65.41)
5/41		0.735 (0.018)
~ (1.535)
5/37		0.651 (0.024)
++ (27.51)
11/56		5.25/33.44
CADD 0.924 (0.019)
~ (1.247)
11/68		0.813 (0.017)
~ (0.855)
4/7		0.851 (0.007)
++ (6.512)
12/44		0.73 (0.025)
~ (1.631)
2/40		0.807 (0.023)
~ (2.778)
12/52		0.924 (0.005)
-- (37.85)
12/59		0.931 (0.006)
~ (1.578)
12/57		0.63 (0.019)
~ (0.903)
6/42		0.627 (0.059)
~ (4.534)
8/45		0.889 (0.02)
~ (1.757)
9/60		0.945 (0.004)
~ (1.718)
10/53		0.953 (0.004)
++ (366)
3/42		0.865 (0.004)
++ (455)
3/42		0.909 (0.013)
++ (105)
6/44		0.669 (0.049)
~ (1.04)
11/65		0.675 (0.019)
++ (23.74)
5/44		7.88/47.75
ModifiedChi2 0.969 (0.01)
~ (4.298)
1/29		0.818 (0.018)
~ (1.239)
1/1		0.855 (0.012)
++ (5.603)
9/33		0.71 (0.023)
~ (2.084)
9/69		0.823 (0.036)
~ (1.826)
8/34		0.982 (0.006)
++ (16.92)
5/10		0.975 (0.007)
++ (19.27)
5/6		0.275 (0.019)
-- (35.59)
12/73		0.588 (0.042)
~ (2.85)
10/60		0.905 (0.009)
~ (3.193)
2/36		0.954 (0.004)
~ (2.279)
6/38		0.906 (0.004)
++ (86.63)
12/59		0.838 (0.02)
~ (3.074)
11/59		0.802 (0.009)
~ (0.776)
12/69		0.734 (0.042)
~ (1.059)
6/39		0.685 (0.022)
++ (59.34)
1/27		6.88/40.12
CAIM 0.961 (0.015)
~ (3.068)
8/42		0.811 (0.027)
~ (1.378)
5/13		0.859 (0.013)
++ (7.953)
3/20		0.723 (0.025)
~ (1.329)
4/53		0.828 (0.022)
~ (1.049)
4/16		0.981 (0.004)
++ (69.24)
6/12		0.975 (0.004)
++ (15.22)
3/3		0.628 (0.025)
~ (1.495)
7/43		0.651 (0.042)
++ (5.303)
2/34		0.895 (0.029)
~ (3.722)
5/55		0.959 (0.003)
~ (2.404)
4/27		0.95 (0.004)
++ (148)
6/45		0.866 (0.009)
++ (51.82)
1/40		0.926 (0.01)
++ (90.62)
3/38		0.76 (0.058)
~ (3.958)
2/17		0.683 (0.024)
++ (98.34)
2/33		4.06/30.69
FCAIM 0.967 (0.013)
~ (3.549)
4/35		0.811 (0.027)
~ (1.378)
5/13		0.859 (0.013)
++ (7.953)
3/20		0.723 (0.025)
~ (1.329)
4/53		0.828 (0.022)
~ (1.049)
4/16		0.981 (0.004)
++ (69.24)
6/12		0.975 (0.004)
++ (15.22)
3/3		0.628 (0.025)
~ (1.495)
7/43		0.651 (0.043)
~ (4.656)
3/36		0.893 (0.033)
~ (3.256)
7/57		0.959 (0.004)
~ (2.409)
5/28		0.95 (0.004)
++ (148)
6/45		0.866 (0.009)
++ (51.82)
1/40		0.926 (0.01)
++ (90.62)
3/38		0.76 (0.058)
~ (3.958)
2/17		0.683 (0.024)
++ (98.34)
2/33		4.06/30.56
Khiops 0.943 (0.021)
~ (1.718)
10/58		0.796 (0.022)
~ (0.582)
12/36		0.857 (0.017)
~ (4.366)
5/27		0.72 (0.02)
~ (1.407)
6/59		0.823 (0.029)
~ (1.491)
9/36		0.947 (0.007)
~ (4.034)
10/49		0.963 (0.006)
++ (10.51)
10/39		0.668 (0.016)
~ (3.018)
1/36		0.63 (0.051)
~ (4.048)
6/42		0.909 (0.015)
~ (3.548)
1/30		0.946 (0.005)
~ (1.672)
9/50		0.94 (0.003)
++ (154)
10/50		0.828 (0.005)
++ (62.42)
12/60		0.907 (0.008)
++ (153)
7/46		0.775 (0.034)
~ (4.465)
1/9		0.657 (0.028)
++ (72.22)
9/51		7.38/42.38
MODL 0.967 (0.012)
~ (4.538)
4/35		0.816 (0.018)
~ (1.525)
2/3		0.855 (0.007)
++ (10.3)
7/31		0.718 (0.026)
~ (0.963)
7/62		0.83 (0.024)
~ (1.473)
2/7		0.985 (0.003)
++ (116)
2/3		0.977 (0.003)
++ (12.64)
1/1		0.64 (0.035)
~ (1.3)
5/40		0.663 (0.041)
~ (4.358)
1/29		0.895 (0.015)
~ (2.774)
6/56		0.962 (0.004)
~ (2.63)
2/18		0.949 (0.004)
++ (136)
9/49		0.859 (0.006)
++ (60.62)
7/49		0.927 (0.007)
++ (119)
2/37		0.74 (0.039)
~ (2.398)
4/30		0.67 (0.025)
++ (121)
6/46		4.19/31
CACC 0.962 (0.016)
~ (3.179)
6/40		0.81 (0.026)
~ (1.611)
7/15		0.866 (0.006)
++ (13)
1/2		0.754 (0.023)
~ (3.735)
1/16		0.836 (0.028)
~ (1.841)
1/4		0.983 (0.003)
++ (21.75)
4/7		0.977 (0.004)
++ (15.35)
1/1		0.451 (0.03)
-- (7.168)
10/61		0.628 (0.05)
++ (5.804)
7/43		0.891 (0.022)
~ (2.155)
8/59		0.961 (0.003)
~ (2.476)
3/19		0.95 (0.005)
++ (120)
8/47		0.864 (0.006)
++ (84.58)
4/43		0.928 (0.007)
++ (130)
1/36		0.731 (0.043)
~ (2.425)
7/41		0.676 (0.023)
++ (39.88)
4/42		4.56/29.75
AODE Equal Width 0.958 (0.011)
~ (3.485)
9/48		0.812 (0.026)
~ (1.413)
4/8		0.86 (0.008)
++ (9.786)
11/19		0.729 (0.023)
~ (1.602)
10/43		0.815 (0.026)
~ (1.928)
10/48		0.941 (0.005)
-- (5.679)
11/52		0.96 (0.011)
++ (5.742)
10/43		0.757 (0.01)
++ (15.59)
4/28		0.604 (0.069)
~ (3.566)
10/53		0.9 (0.016)
~ (3.284)
10/47		0.935 (0.006)
~ (1.338)
11/60		0.968 (0.002)
++ (413)
5/24		0.878 (0.006)
++ (166)
7/22		0.891 (0.007)
++ (75.57)
10/55		0.744 (0.046)
~ (2.194)
7/27		0.645 (0.025)
++ (33.08)
12/59		8.81/39.75
Equal Frequency 0.959 (0.012)
~ (4.282)
7/43		0.812 (0.025)
~ (1.617)
6/10		0.862 (0.009)
++ (6.826)
6/11		0.74 (0.022)
~ (1.679)
7/28		0.818 (0.023)
-- (4.836)
9/44		0.967 (0.005)
++ (7.063)
8/36		0.967 (0.009)
++ (13.5)
8/33		0.759 (0.025)
++ (18.23)
3/27		0.693 (0.059)
++ (6.494)
1/8		0.904 (0.018)
~ (2.595)
6/39		0.954 (0.005)
~ (2.255)
9/39		0.969 (0.002)
++ (421)
2/21		0.877 (0.006)
++ (201)
8/25		0.909 (0.008)
++ (84.61)
9/45		0.756 (0.033)
~ (1.556)
5/22		0.677 (0.018)
++ (54.86)
9/40		6.44/29.44
Maximum Entropy 0.921 (0.018)
~ (1.219)
12/70		0.811 (0.022)
~ (0.863)
7/11		0.865 (0.008)
++ (9.569)
2/3		0.751 (0.023)
~ (2.227)
2/20		0.807 (0.031)
~ (1.821)
11/55		0.954 (0.005)
~ (0.623)
9/43		0.953 (0.005)
++ (7.654)
11/46		0.763 (0.031)
++ (22.03)
2/26		0.667 (0.049)
++ (6.777)
6/27		0.896 (0.022)
~ (1.902)
12/50		0.958 (0.003)
~ (2.328)
7/29		0.957 (0.002)
++ (309)
9/37		0.855 (0.006)
++ (105)
11/53		0.916 (0.008)
++ (65.66)
8/43		0.76 (0.052)
~ (1.601)
4/19		0.682 (0.02)
++ (76.45)
7/35		7.5/35.44
Paterson - Niblett 0.959 (0.013)
~ (3.621)
8/44		0.805 (0.017)
~ (0.874)
12/22		0.853 (0.012)
++ (5.614)
12/37		0.739 (0.019)
~ (2.572)
9/32		0.826 (0.015)
~ (1.505)
7/29		0.981 (0.007)
++ (23.67)
1/14		0.972 (0.004)
++ (13.58)
4/17		0.407 (0.031)
-- (23.99)
11/64		0.567 (0.098)
~ (0.865)
12/68		0.904 (0.022)
~ (4.221)
8/41		0.934 (0.004)
~ (1.519)
12/65		0.92 (0.003)
++ (116)
12/57		0.844 (0.005)
++ (145)
12/55		0.853 (0.01)
++ (8.033)
11/64		0.686 (0.038)
~ (0.879)
12/60		0.672 (0.018)
++ (107)
10/45		9.56/44.62
IEM 0.968 (0.012)
~ (3.981)
2/31		0.811 (0.016)
~ (0.924)
8/12		0.865 (0.013)
++ (6.007)
3/4		0.721 (0.023)
~ (1.127)
11/56		0.83 (0.028)
~ (0.777)
2/6		0.978 (0.006)
++ (24.21)
3/23		0.971 (0.004)
++ (13.75)
7/22		0.59 (0.031)
~ (0.71)
9/46		0.598 (0.076)
~ (2.085)
11/55		0.9 (0.016)
~ (2.655)
9/45		0.965 (0.003)
~ (2.641)
1/2		0.969 (0.002)
++ (525)
3/22		0.882 (0.005)
++ (220)
3/13		0.938 (0.008)
++ (79.26)
3/29		0.737 (0.02)
~ (1.795)
10/34		0.65 (0.019)
++ (40.95)
11/58		6/28.62
CADD 0.93 (0.019)
~ (1.391)
11/66		0.817 (0.02)
~ (1.37)
1/2		0.862 (0.009)
++ (9.137)
7/12		0.746 (0.026)
~ (2.793)
3/22		0.805 (0.024)
~ (3.393)
12/56		0.926 (0.007)
-- (19.3)
12/57		0.936 (0.006)
~ (2.355)
12/54		0.753 (0.022)
++ (15.55)
5/29		0.676 (0.046)
++ (8.012)
5/23		0.897 (0.016)
~ (2.158)
11/49		0.952 (0.003)
~ (2.029)
10/42		0.963 (0.003)
++ (263)
8/35		0.88 (0.004)
++ (409)
6/17		0.919 (0.006)
++ (100)
7/42		0.72 (0.042)
~ (1.345)
11/46		0.679 (0.016)
++ (80.32)
8/39		8.06/36.94
ModifiedChi2 0.97 (0.009)
~ (3.916)
1/28		0.814 (0.017)
~ (1.281)
3/5		0.862 (0.009)
++ (7.29)
7/12		0.721 (0.021)
~ (4.205)
11/56		0.828 (0.035)
~ (1.278)
4/19		0.975 (0.005)
++ (18.09)
4/26		0.974 (0.005)
++ (27.64)
1/8		0.331 (0.019)
-- (32.67)
12/69		0.616 (0.033)
~ (4.502)
9/48		0.911 (0.007)
~ (3.7)
3/26		0.957 (0.003)
~ (2.42)
8/30		0.924 (0.003)
++ (411)
11/56		0.861 (0.02)
++ (7.434)
10/48		0.804 (0.013)
~ (0.7)
12/68		0.738 (0.043)
~ (1.246)
9/32		0.699 (0.019)
++ (82.03)
1/14		6.62/34.06
CAIM 0.964 (0.011)
~ (3.602)
6/39		0.807 (0.02)
~ (0.916)
9/19		0.861 (0.01)
++ (8.065)
9/14		0.741 (0.015)
~ (1.897)
5/26		0.826 (0.032)
~ (0.881)
5/21		0.974 (0.007)
++ (19.32)
6/28		0.972 (0.005)
++ (11.85)
5/20		0.716 (0.032)
++ (8)
6/30		0.683 (0.04)
++ (6.404)
3/18		0.908 (0.011)
~ (3.936)
4/32		0.96 (0.004)
~ (2.492)
5/23		0.967 (0.002)
++ (524)
6/29		0.882 (0.005)
++ (401)
4/14		0.936 (0.007)
++ (106)
4/32		0.773 (0.043)
~ (3.009)
2/10		0.689 (0.022)
++ (55.22)
4/23		5.19/23.62
FCAIM 0.968 (0.01)
~ (3.548)
3/32		0.807 (0.02)
~ (0.916)
9/19		0.861 (0.01)
++ (8.065)
9/14		0.741 (0.015)
~ (1.897)
5/26		0.826 (0.032)
~ (0.881)
5/21		0.974 (0.007)
++ (19.32)
6/28		0.972 (0.005)
++ (11.85)
5/20		0.716 (0.032)
++ (8)
6/30		0.687 (0.042)
++ (5.974)
2/14		0.913 (0.011)
~ (4.42)
1/21		0.961 (0.004)
~ (2.494)
4/20		0.967 (0.002)
++ (524)
6/29		0.882 (0.005)
++ (401)
4/14		0.936 (0.007)
++ (106)
4/32		0.773 (0.043)
~ (3.009)
2/10		0.689 (0.022)
++ (55.22)
4/23		4.69/22.06
Khiops 0.945 (0.017)
~ (2.269)
10/55		0.806 (0.026)
~ (1.335)
11/21		0.863 (0.009)
++ (11.01)
4/7		0.744 (0.022)
~ (1.65)
4/23		0.819 (0.034)
~ (1.586)
8/43		0.95 (0.006)
~ (1.451)
10/47		0.963 (0.006)
++ (13.1)
9/36		0.771 (0.018)
++ (19.4)
1/25		0.661 (0.033)
++ (10.89)
7/30		0.912 (0.018)
~ (3.597)
2/22		0.962 (0.004)
~ (2.416)
3/16		0.957 (0.005)
++ (1093)
10/38		0.87 (0.003)
++ (303)
9/35		0.926 (0.007)
++ (76.28)
6/40		0.778 (0.039)
++ (5.102)
1/8		0.692 (0.014)
++ (99.09)
3/18		6.12/29
MODL 0.968 (0.012)
~ (3.567)
3/32		0.815 (0.022)
~ (1.396)
2/4		0.863 (0.007)
++ (9.027)
4/7		0.74 (0.026)
~ (1.195)
7/28		0.828 (0.029)
~ (1.183)
3/10		0.979 (0.008)
++ (15.05)
2/20		0.973 (0.004)
++ (11.14)
2/11		0.701 (0.022)
++ (7.219)
8/33		0.679 (0.04)
++ (5.48)
4/22		0.904 (0.016)
~ (2.89)
5/38		0.964 (0.004)
~ (2.563)
2/8		0.97 (0.002)
++ (534)
1/20		0.884 (0.003)
++ (355)
2/12		0.941 (0.005)
++ (163)
1/23		0.752 (0.034)
~ (2.705)
6/23		0.685 (0.028)
++ (62.92)
6/28		3.62/19.94
CACC 0.964 (0.015)
~ (3.548)
5/37		0.812 (0.027)
~ (1.455)
4/8		0.867 (0.011)
++ (10.82)
1/1		0.766 (0.019)
~ (2.948)
1/8		0.839 (0.03)
~ (0.788)
1/2		0.975 (0.006)
++ (27.66)
5/27		0.972 (0.004)
++ (12.31)
3/16		0.571 (0.031)
~ (0.95)
10/51		0.654 (0.047)
++ (10.29)
8/33		0.904 (0.014)
~ (2.701)
6/39		0.96 (0.004)
~ (2.43)
6/26		0.969 (0.002)
++ (457)
4/23		0.885 (0.005)
++ (366)
1/7		0.938 (0.007)
++ (93.88)
2/28		0.739 (0.045)
~ (2.957)
8/31		0.696 (0.021)
++ (41.05)
2/16		4.19/22.06
HNB Equal Width 0.98 (0.007)
++ (5.214)
8/21		0.696 (0.046)
-- (11.29)
6/60		0.824 (0.024)
++ (9.472)
9/69		0.736 (0.025)
~ (4.373)
8/37		0.775 (0.022)
-- (10.41)
8/69		0.913 (0.008)
-- (12.21)
11/61		0.946 (0.016)
~ (1.426)
7/51		0.823 (0.013)
++ (29.54)
1/4		0.613 (0.051)
~ (4.688)
9/49		0.9 (0.013)
~ (2.727)
12/46		0.945 (0.003)
~ (1.742)
11/52		0.972 (0.002)
++ (528)
2/16		0.866 (0.006)
++ (130)
10/39		0.944 (0.005)
++ (136)
6/18		0.743 (0.043)
~ (3.008)
7/28		0.654 (0.03)
++ (26)
11/53		7.88/42.06
Equal Frequency 0.984 (0.005)
++ (6.774)
3/8		0.711 (0.035)
~ (3.016)
3/53		0.789 (0.019)
~ (0.735)
11/72		0.758 (0.032)
++ (5.614)
3/13		0.762 (0.035)
-- (9.085)
11/73		0.965 (0.004)
++ (4.826)
7/39		0.956 (0.007)
++ (9.379)
6/44		0.788 (0.019)
++ (26.7)
6/22		0.705 (0.046)
++ (6.969)
1/3		0.909 (0.015)
~ (2.706)
7/28		0.954 (0.003)
~ (2.405)
8/36		0.972 (0.002)
++ (423)
1/15		0.868 (0.006)
++ (148)
8/37		0.937 (0.005)
++ (175)
10/30		0.752 (0.04)
~ (1.563)
4/23		0.69 (0.022)
++ (40.9)
6/21		5.94/32.31
Maximum Entropy 0.944 (0.015)
~ (2.335)
12/56		0.684 (0.049)
-- (5.598)
11/73		0.783 (0.02)
~ (0.704)
12/73		0.762 (0.032)
++ (25.71)
2/12		0.751 (0.022)
-- (7.588)
12/74		0.944 (0.005)
~ (2.447)
9/51		0.934 (0.006)
~ (1.128)
9/55		0.778 (0.027)
++ (37.64)
7/23		0.674 (0.025)
++ (11.17)
7/25		0.903 (0.014)
~ (2.357)
10/42		0.952 (0.003)
~ (2.139)
9/40		0.949 (0.003)
++ (668)
10/48		0.844 (0.007)
++ (42.1)
12/56		0.943 (0.005)
++ (138)
7/19		0.749 (0.041)
~ (2.038)
5/25		0.676 (0.016)
++ (105)
10/43		9/44.69
Paterson - Niblett 0.985 (0.005)
++ (6.005)
1/5		0.692 (0.034)
~ (3.336)
9/65		0.839 (0.017)
~ (4.281)
6/63		0.703 (0.026)
~ (3.561)
12/73		0.82 (0.019)
~ (1.925)
3/41		0.965 (0.016)
~ (1.586)
6/38		0.852 (0.019)
-- (14.17)
12/74		0.575 (0.019)
~ (0.922)
10/49		0.581 (0.075)
~ (1.209)
11/66		0.924 (0.011)
++ (6.122)
1/1		0.927 (0.005)
~ (1.277)
12/69		0.919 (0.004)
++ (162)
11/58		0.844 (0.007)
++ (31.71)
11/54		0.868 (0.008)
++ (26.6)
11/61		0.682 (0.031)
~ (0.689)
11/62		0.677 (0.021)
++ (52.75)
9/41		8.5/51.25
IEM 0.983 (0.006)
++ (5.892)
6/12		0.667 (0.025)
-- (6.212)
12/74		0.841 (0.017)
++ (4.974)
5/62		0.737 (0.029)
~ (1.521)
7/36		0.826 (0.034)
~ (0.771)
1/28		0.962 (0.011)
~ (0.98)
8/40		0.926 (0.01)
~ (0.618)
10/58		0.713 (0.023)
++ (5.557)
9/32		0.576 (0.076)
~ (1.818)
12/67		0.912 (0.018)
~ (3.937)
6/24		0.966 (0.003)
~ (2.857)
1/1		0.97 (0.003)
++ (398)
5/19		0.876 (0.007)
++ (126)
2/26		0.957 (0.008)
++ (119)
1/7		0.709 (0.026)
~ (1.07)
9/52		0.654 (0.019)
++ (57.09)
12/55		6.62/37.06
CADD 0.946 (0.011)
~ (2.482)
11/54		0.7 (0.028)
-- (10.53)
5/58		0.797 (0.017)
~ (1.678)
10/71		0.767 (0.032)
++ (11.28)
1/7		0.763 (0.029)
-- (11.39)
9/71		0.797 (0.037)
-- (31.57)
12/74		0.92 (0.005)
~ (0.769)
11/61		0.776 (0.023)
++ (19.88)
8/24		0.679 (0.042)
++ (5.74)
6/21		0.901 (0.015)
~ (2.763)
11/44		0.95 (0.003)
~ (2.014)
10/44		0.957 (0.004)
++ (279)
9/39		0.867 (0.004)
++ (830)
9/38		0.939 (0.005)
++ (178)
9/24		0.709 (0.048)
~ (1.367)
9/52		0.679 (0.018)
++ (55.62)
8/37		8.62/44.94
ModifiedChi2 0.979 (0.009)
++ (4.899)
9/25		0.686 (0.016)
~ (3.91)
10/71		0.828 (0.015)
++ (4.798)
8/67		0.738 (0.028)
~ (2.088)
6/33		0.797 (0.033)
~ (3.639)
7/63		0.979 (0.005)
++ (15.52)
4/17		0.968 (0.007)
++ (10.66)
1/26		0.354 (0.012)
-- (24.75)
12/68		0.612 (0.034)
++ (11.84)
10/50		0.918 (0.01)
~ (3.917)
5/9		0.957 (0.004)
~ (2.51)
7/32		0.897 (0.004)
++ (84.12)
12/60		0.869 (0.006)
++ (84.98)
7/36		0.762 (0.016)
~ (3.776)
12/72		0.724 (0.037)
~ (0.977)
8/43		0.704 (0.017)
++ (52.44)
2/6		7.5/42.38
CAIM 0.984 (0.008)
++ (5.922)
2/7		0.696 (0.026)
~ (4.39)
7/61		0.845 (0.013)
++ (9.153)
3/56		0.713 (0.032)
~ (1.882)
10/67		0.818 (0.027)
~ (1.85)
4/45		0.983 (0.003)
++ (39.26)
1/7		0.963 (0.014)
~ (4.442)
4/37		0.801 (0.021)
++ (36.93)
3/11		0.684 (0.042)
++ (9.87)
4/16		0.92 (0.017)
++ (4.758)
4/6		0.96 (0.004)
~ (2.536)
5/22		0.967 (0.003)
++ (586)
6/27		0.873 (0.006)
++ (169)
5/31		0.952 (0.006)
++ (153)
4/14		0.769 (0.05)
++ (6.302)
2/14		0.691 (0.022)
++ (71.56)
4/19		4.25/27.5
FCAIM 0.983 (0.008)
++ (5.799)
4/10		0.696 (0.026)
~ (4.39)
7/61		0.845 (0.013)
++ (9.153)
3/56		0.713 (0.032)
~ (1.882)
10/67		0.818 (0.027)
~ (1.85)
4/45		0.983 (0.003)
++ (39.26)
1/7		0.963 (0.014)
~ (4.442)
4/37		0.801 (0.021)
++ (36.93)
3/11		0.685 (0.044)
++ (8.887)
3/15		0.924 (0.018)
~ (4.701)
2/2		0.961 (0.004)
~ (2.491)
4/21		0.967 (0.003)
++ (586)
6/27		0.873 (0.006)
++ (169)
5/31		0.952 (0.006)
++ (153)
4/14		0.769 (0.05)
++ (6.302)
2/14		0.691 (0.022)
++ (71.56)
4/19		4.12/27.31
Khiops 0.959 (0.011)
~ (3.097)
10/45		0.705 (0.034)
~ (4.424)
4/54		0.851 (0.018)
++ (9.662)
1/45		0.752 (0.028)
~ (3.09)
4/19		0.799 (0.023)
-- (7.44)
6/61		0.938 (0.007)
-- (6.057)
10/54		0.946 (0.005)
~ (2.325)
8/52		0.816 (0.018)
++ (22.97)
2/6		0.688 (0.03)
++ (9.659)
2/13		0.921 (0.019)
++ (5.038)
3/3		0.957 (0.004)
~ (2.293)
6/31		0.96 (0.003)
++ (535)
8/36		0.876 (0.005)
++ (113)
3/27		0.956 (0.005)
++ (186)
3/11		0.788 (0.044)
++ (7.177)
1/3		0.71 (0.011)
++ (119)
1/2		4.5/28.88
MODL 0.983 (0.008)
++ (5.518)
6/12		0.712 (0.027)
~ (4.27)
2/52		0.846 (0.014)
++ (6.652)
2/54		0.729 (0.027)
~ (2.526)
9/42		0.823 (0.028)
~ (1.787)
2/35		0.982 (0.006)
++ (9.693)
3/11		0.964 (0.01)
~ (3.785)
3/35		0.794 (0.022)
++ (22.63)
5/19		0.683 (0.044)
++ (4.91)
5/18		0.907 (0.018)
~ (2.942)
9/33		0.964 (0.004)
~ (2.581)
2/6		0.971 (0.003)
++ (529)
3/17		0.877 (0.005)
++ (123)
1/24		0.957 (0.007)
++ (228)
1/7		0.749 (0.038)
~ (2.634)
5/25		0.688 (0.023)
++ (103)
7/25		4.06/25.94
CACC 0.983 (0.008)
++ (5.256)
5/11		0.718 (0.031)
~ (4.302)
1/51		0.832 (0.053)
~ (1.82)
7/65		0.75 (0.015)
++ (7.376)
5/21		0.763 (0.056)
~ (2.247)
10/72		0.978 (0.007)
++ (7.524)
5/22		0.968 (0.006)
++ (8.181)
1/26		0.406 (0.021)
-- (10.02)
11/65		0.634 (0.045)
++ (5.685)
8/41		0.909 (0.019)
~ (3.467)
8/31		0.963 (0.004)
~ (2.586)
3/12		0.971 (0.002)
++ (408)
4/18		0.875 (0.005)
++ (208)
4/28		0.943 (0.015)
++ (91.49)
8/20		0.668 (0.039)
~ (0.927)
12/67		0.698 (0.015)
++ (72.82)
3/15		5.94/35.31
AODEsr Equal Width 0.982 (0.005)
++ (6.198)
7/15		0.805 (0.035)
~ (0.898)
2/24		0.848 (0.016)
++ (7.865)
9/51		0.769 (0.024)
++ (9.148)
6/6		0.807 (0.022)
~ (4.553)
8/54		0.939 (0.006)
-- (6.489)
11/53		0.962 (0.014)
~ (4.555)
10/42		0.821 (0.016)
++ (32.83)
2/5		0.618 (0.054)
++ (4.822)
9/47		0.881 (0.022)
~ (1.852)
12/66		0.946 (0.004)
~ (1.833)
11/51		0.976 (0.002)
++ (467)
5/10		0.879 (0.005)
++ (373)
7/19		0.942 (0.005)
++ (151)
7/21		0.688 (0.028)
~ (0.759)
8/59		0.651 (0.023)
++ (27.92)
12/57		7.88/36.25
Equal Frequency 0.982 (0.008)
++ (6.255)
9/17		0.803 (0.026)
~ (0.772)
3/25		0.838 (0.018)
~ (3.481)
11/64		0.771 (0.021)
++ (5.417)
4/4		0.797 (0.022)
-- (20.35)
10/62		0.972 (0.004)
++ (18.43)
8/32		0.967 (0.008)
++ (16.58)
8/32		0.794 (0.021)
++ (30.7)
7/17		0.716 (0.041)
++ (11.07)
1/1		0.913 (0.014)
~ (4.003)
8/20		0.951 (0.004)
~ (2.179)
9/43		0.977 (0.001)
++ (396)
2/4		0.878 (0.005)
++ (562)
8/21		0.935 (0.007)
++ (266)
10/34		0.539 (0.079)
~ (3.194)
12/73		0.684 (0.02)
++ (27.28)
8/29		7.38/29.88
Maximum Entropy 0.928 (0.016)
~ (1.769)
12/67		0.802 (0.026)
~ (0.609)
5/27		0.85 (0.018)
++ (8.854)
7/48		0.771 (0.021)
++ (6.492)
4/4		0.793 (0.024)
-- (5.479)
11/64		0.958 (0.005)
~ (1.228)
9/41		0.952 (0.006)
++ (10.38)
11/48		0.795 (0.028)
++ (52.74)
6/15		0.675 (0.029)
++ (11.63)
7/24		0.906 (0.02)
~ (3.562)
11/35		0.954 (0.003)
~ (2.154)
8/37		0.964 (0.002)
++ (417)
10/34		0.856 (0.007)
++ (72.34)
12/51		0.938 (0.007)
++ (99.94)
8/26		0.577 (0.043)
~ (2.112)
11/71		0.68 (0.019)
++ (117)
10/36		8.88/39.25
Paterson - Niblett 0.984 (0.006)
++ (6.514)
5/6		0.796 (0.019)
~ (0.651)
12/37		0.845 (0.014)
++ (4.955)
10/56		0.757 (0.024)
++ (10.92)
10/14		0.822 (0.017)
~ (2.516)
5/38		0.985 (0.004)
++ (22.08)
1/2		0.973 (0.005)
++ (13.51)
4/13		0.554 (0.018)
~ (2.014)
10/58		0.581 (0.075)
~ (1.272)
12/65		0.92 (0.012)
~ (4.011)
1/5		0.935 (0.004)
~ (1.534)
12/59		0.93 (0.003)
++ (147)
11/52		0.862 (0.005)
++ (180)
11/46		0.865 (0.008)
++ (18.51)
11/62		0.675 (0.03)
~ (0.584)
9/63		0.687 (0.025)
++ (51.89)
7/26		8.19/37.62
IEM 0.985 (0.004)
++ (6.972)
4/4		0.803 (0.018)
~ (0.746)
4/26		0.857 (0.013)
++ (6.178)
5/27		0.739 (0.027)
~ (1.81)
11/31		0.826 (0.034)
~ (0.827)
4/27		0.984 (0.005)
++ (42.97)
2/4		0.972 (0.004)
++ (15.84)
7/18		0.682 (0.021)
~ (3.554)
9/34		0.602 (0.08)
~ (2.225)
10/54		0.914 (0.024)
~ (2.857)
6/17		0.964 (0.004)
~ (2.681)
1/5		0.977 (0.002)
++ (534)
3/6		0.888 (0.004)
++ (289)
1/2		0.959 (0.008)
++ (118)
2/3		0.712 (0.019)
~ (1.215)
7/51		0.664 (0.025)
++ (33.44)
11/50		5.44/22.44
CADD 0.932 (0.012)
~ (1.88)
11/65		0.798 (0.033)
~ (1.108)
9/32		0.829 (0.018)
~ (1.958)
12/66		0.781 (0.022)
++ (8.41)
2/2		0.78 (0.028)
~ (3.87)
12/67		0.924 (0.007)
-- (21.33)
12/58		0.933 (0.004)
~ (1.455)
12/56		0.789 (0.022)
++ (25.17)
8/21		0.684 (0.055)
++ (5.447)
6/16		0.907 (0.01)
~ (3.286)
10/34		0.949 (0.004)
~ (1.912)
10/46		0.968 (0.004)
++ (311)
8/25		0.88 (0.004)
++ (475)
6/16		0.938 (0.005)
++ (218)
9/27		0.634 (0.052)
~ (1.098)
10/69		0.684 (0.012)
++ (48.59)
9/31		9.12/39.44
ModifiedChi2 0.984 (0.008)
++ (6.191)
6/8		0.801 (0.017)
~ (0.792)
6/29		0.85 (0.013)
++ (5.183)
8/49		0.738 (0.028)
~ (2.078)
12/35		0.812 (0.032)
~ (2.565)
6/49		0.979 (0.005)
++ (38.28)
6/19		0.974 (0.007)
++ (25.25)
2/9		0.308 (0.017)
-- (29.79)
12/71		0.582 (0.04)
~ (3.995)
11/64		0.918 (0.008)
~ (3.434)
2/8		0.956 (0.005)
~ (2.489)
7/33		0.929 (0.003)
++ (240)
12/55		0.871 (0.011)
++ (31)
10/34		0.736 (0.012)
-- (17.04)
12/74		0.735 (0.04)
~ (1.194)
5/37		0.709 (0.016)
++ (42)
1/3		7.38/36.06
CAIM 0.985 (0.006)
++ (6.352)
3/3		0.799 (0.02)
~ (0.725)
7/30		0.86 (0.01)
++ (12.11)
1/17		0.764 (0.018)
++ (7.734)
7/9		0.828 (0.031)
~ (0.836)
1/12		0.98 (0.005)
++ (114)
4/15		0.972 (0.005)
++ (13.36)
5/14		0.809 (0.028)
++ (28.88)
3/7		0.69 (0.039)
++ (11.35)
5/12		0.914 (0.013)
~ (3.766)
7/18		0.962 (0.003)
~ (2.607)
5/17		0.974 (0.002)
++ (438)
6/11		0.884 (0.004)
++ (483)
4/8		0.956 (0.008)
++ (120)
3/9		0.783 (0.035)
~ (3.868)
2/4		0.701 (0.016)
++ (65.36)
4/10		4.19/12.25
FCAIM 0.987 (0.004)
++ (6.586)
1/1		0.799 (0.02)
~ (0.725)
7/30		0.86 (0.01)
++ (12.11)
1/17		0.764 (0.018)
++ (7.734)
7/9		0.828 (0.031)
~ (0.836)
1/12		0.98 (0.005)
++ (114)
4/15		0.972 (0.005)
++ (13.36)
5/14		0.809 (0.028)
++ (28.88)
3/7		0.692 (0.041)
++ (11.58)
4/9		0.917 (0.016)
~ (3.424)
3/10		0.962 (0.003)
~ (2.55)
4/13		0.974 (0.002)
++ (438)
6/11		0.884 (0.004)
++ (483)
4/8		0.956 (0.008)
++ (120)
3/9		0.783 (0.035)
~ (3.868)
2/4		0.701 (0.016)
++ (65.36)
4/10		3.69/11.19
Khiops 0.958 (0.012)
~ (3.116)
10/49		0.798 (0.027)
~ (0.9)
10/33		0.858 (0.013)
++ (15.61)
4/26		0.779 (0.014)
++ (8.473)
3/3		0.81 (0.027)
~ (3.563)
7/50		0.95 (0.008)
~ (1.513)
10/46		0.963 (0.004)
++ (11.67)
9/40		0.824 (0.019)
++ (47.99)
1/3		0.694 (0.029)
++ (10.73)
3/7		0.916 (0.026)
~ (4.637)
5/15		0.96 (0.005)
~ (2.225)
6/25		0.964 (0.003)
++ (534)
9/32		0.874 (0.004)
++ (171)
9/30		0.95 (0.007)
++ (118)
6/17		0.795 (0.041)
++ (5.71)
1/2		0.701 (0.015)
++ (119)
3/9		6/24.19
MODL 0.987 (0.005)
++ (6.479)
2/2		0.808 (0.025)
~ (1.077)
1/17		0.858 (0.012)
++ (6.528)
3/25		0.763 (0.028)
~ (3.507)
9/11		0.828 (0.028)
~ (1.7)
3/18		0.984 (0.005)
++ (31.61)
3/5		0.975 (0.004)
++ (11.27)
1/5		0.796 (0.023)
++ (25.2)
5/14		0.698 (0.047)
++ (6.827)
2/4		0.912 (0.017)
~ (3.083)
9/23		0.963 (0.004)
~ (2.65)
2/9		0.978 (0.002)
++ (352)
1/2		0.888 (0.004)
++ (297)
2/3		0.959 (0.007)
++ (151)
1/2		0.772 (0.027)
~ (3.496)
4/12		0.7 (0.02)
++ (138)
6/13		3.38/10.31
CACC 0.982 (0.007)
++ (5.983)
7/15		0.797 (0.03)
~ (0.84)
11/34		0.852 (0.034)
~ (4.271)
6/39		0.781 (0.017)
++ (6.916)
1/1		0.801 (0.028)
~ (2.793)
9/59		0.979 (0.006)
++ (22.21)
7/21		0.973 (0.006)
++ (11.62)
3/12		0.395 (0.02)
-- (14.91)
11/66		0.655 (0.045)
++ (5.964)
8/31		0.917 (0.018)
~ (3.643)
4/13		0.963 (0.005)
~ (2.524)
3/10		0.976 (0.001)
++ (363)
4/9		0.885 (0.006)
++ (155)
3/6		0.953 (0.007)
++ (350)
5/12		0.716 (0.03)
~ (1.298)
6/48		0.705 (0.015)
++ (48.78)
2/5		5.62/23.81
WAODE Equal Width 0.979 (0.005)
++ (5.765)
8/26		0.692 (0.037)
-- (7.085)
7/65		0.843 (0.013)
++ (6.162)
10/60		0.743 (0.024)
++ (12.01)
3/24		0.799 (0.023)
-- (12.93)
8/60		0.812 (0.006)
-- (618)
11/72		0.89 (0.018)
~ (2.532)
6/67		0.827 (0.018)
++ (28.88)
1/1		0.623 (0.057)
++ (5.735)
9/46		0.882 (0.022)
~ (1.858)
11/65		0.947 (0.004)
~ (1.844)
11/49		0.977 (0.002)
++ (418)
5/8		0.878 (0.005)
++ (378)
7/20		0.941 (0.006)
++ (120)
7/22		0.686 (0.032)
~ (0.907)
9/60		0.654 (0.023)
++ (26.43)
12/54		7.81/43.69
Equal Frequency 0.979 (0.01)
++ (5.71)
7/24		0.684 (0.036)
~ (4.124)
12/72		0.842 (0.017)
++ (5.329)
11/61		0.742 (0.02)
~ (4.157)
4/25		0.789 (0.023)
~ (4.365)
10/66		0.885 (0.004)
-- (380)
8/69		0.895 (0.014)
-- (5.854)
3/64		0.799 (0.023)
++ (28.11)
5/13		0.714 (0.049)
++ (9.045)
1/2		0.914 (0.015)
~ (4.111)
7/19		0.952 (0.004)
~ (2.211)
9/41		0.978 (0.001)
++ (362)
1/1		0.877 (0.005)
++ (819)
8/23		0.935 (0.006)
++ (250)
10/35		0.512 (0.079)
~ (3.615)
12/74		0.683 (0.021)
++ (23.83)
9/32		7.31/38.81
Maximum Entropy 0.935 (0.014)
~ (2.303)
12/64		0.69 (0.042)
~ (4.111)
11/70		0.845 (0.015)
++ (5.713)
8/55		0.736 (0.017)
++ (6.25)
6/38		0.779 (0.022)
-- (19.63)
11/68		0.871 (0.005)
-- (139)
9/70		0.874 (0.006)
-- (28.88)
11/72		0.795 (0.028)
++ (73.13)
6/15		0.67 (0.03)
++ (10.37)
7/26		0.87 (0.022)
~ (0.973)
12/72		0.954 (0.003)
~ (2.152)
8/35		0.964 (0.002)
++ (372)
10/33		0.855 (0.007)
++ (70.71)
12/52		0.937 (0.006)
++ (110)
9/31		0.555 (0.046)
~ (3.161)
11/72		0.679 (0.019)
++ (174)
10/38		9.56/50.69
Paterson - Niblett 0.978 (0.009)
++ (5.025)
9/27		0.704 (0.033)
-- (5.387)
1/55		0.845 (0.015)
~ (4.043)
9/59		0.717 (0.018)
++ (9.7)
10/64		0.82 (0.018)
~ (4.547)
5/40		0.899 (0.011)
-- (14.09)
7/68		0.878 (0.02)
~ (3.102)
10/71		0.548 (0.015)
~ (2.153)
10/59		0.585 (0.073)
~ (1.262)
11/62		0.921 (0.011)
~ (4.159)
1/4		0.935 (0.004)
~ (1.538)
12/58		0.93 (0.003)
++ (124)
11/53		0.861 (0.004)
++ (146)
11/47		0.864 (0.01)
++ (16.01)
11/63		0.691 (0.023)
~ (0.75)
8/57		0.69 (0.02)
++ (76.09)
7/22		8.31/50.56
IEM 0.982 (0.009)
++ (5.543)
2/18		0.696 (0.047)
~ (3.415)
4/59		0.859 (0.013)
++ (6.001)
3/20		0.716 (0.02)
~ (2.864)
11/65		0.827 (0.035)
~ (0.827)
1/20		0.902 (0.011)
-- (13.88)
6/67		0.886 (0.016)
~ (3.182)
8/69		0.671 (0.016)
~ (3.242)
9/35		0.607 (0.086)
~ (2.262)
10/52		0.909 (0.02)
~ (3.313)
10/29		0.965 (0.004)
~ (2.717)
1/3		0.977 (0.002)
++ (472)
3/5		0.888 (0.004)
++ (272)
1/1		0.958 (0.008)
++ (108)
2/4		0.724 (0.028)
~ (1.443)
6/43		0.666 (0.022)
++ (29.35)
11/48		5.5/33.62
CADD 0.938 (0.016)
~ (1.883)
11/63		0.692 (0.026)
~ (4.473)
6/64		0.824 (0.018)
~ (1.838)
12/68		0.752 (0.019)
++ (10.68)
2/18		0.774 (0.021)
-- (6.815)
12/70		0.798 (0.011)
-- (239)
12/73		0.856 (0.008)
-- (46.45)
12/73		0.793 (0.024)
++ (30.48)
8/20		0.682 (0.062)
~ (4.267)
6/20		0.911 (0.008)
~ (3.784)
9/26		0.949 (0.004)
~ (1.926)
10/45		0.967 (0.003)
++ (338)
8/26		0.879 (0.004)
++ (618)
6/18		0.939 (0.005)
++ (216)
8/25		0.632 (0.051)
~ (0.943)
10/70		0.684 (0.012)
++ (55.91)
8/30		8.75/44.31
ModifiedChi2 0.982 (0.009)
++ (5.559)
1/14		0.702 (0.026)
~ (4.585)
3/57		0.846 (0.018)
~ (3.7)
7/53		0.714 (0.022)
~ (2.121)
12/66		0.805 (0.035)
~ (2.367)
6/57		0.908 (0.006)
-- (55.87)
1/62		0.903 (0.009)
~ (3.042)
1/62		0.286 (0.015)
-- (41.36)
12/72		0.585 (0.042)
~ (3.781)
11/62		0.917 (0.007)
~ (3.551)
3/10		0.956 (0.005)
~ (2.413)
7/34		0.929 (0.003)
++ (218)
12/54		0.871 (0.011)
++ (31.71)
10/33		0.746 (0.014)
-- (7.382)
12/73		0.736 (0.038)
~ (1.288)
5/35		0.71 (0.018)
++ (57.39)
1/1		6.5/46.56
CAIM 0.98 (0.011)
++ (5.22)
5/21		0.69 (0.033)
-- (4.807)
9/68		0.863 (0.013)
++ (5.633)
1/7		0.727 (0.029)
~ (3.18)
8/47		0.826 (0.032)
~ (0.964)
2/25		0.904 (0.013)
-- (11.51)
4/65		0.894 (0.016)
~ (1.903)
4/65		0.808 (0.021)
++ (33.25)
3/9		0.691 (0.038)
++ (11.01)
5/11		0.915 (0.014)
~ (3.518)
6/16		0.962 (0.002)
~ (2.637)
5/14		0.974 (0.002)
++ (441)
6/13		0.884 (0.005)
++ (401)
4/10		0.957 (0.009)
++ (123)
3/5		0.78 (0.041)
~ (3.837)
2/6		0.702 (0.017)
++ (68.41)
3/7		4.38/24.31
FCAIM 0.981 (0.011)
++ (5.207)
3/19		0.69 (0.033)
-- (4.807)
9/68		0.863 (0.013)
++ (5.633)
1/7		0.727 (0.029)
~ (3.18)
8/47		0.826 (0.032)
~ (0.964)
2/25		0.904 (0.013)
-- (11.51)
4/65		0.894 (0.016)
~ (1.903)
4/65		0.808 (0.021)
++ (33.25)
3/9		0.692 (0.04)
++ (10.72)
4/10		0.917 (0.015)
~ (3.671)
4/12		0.963 (0.003)
~ (2.603)
4/11		0.974 (0.002)
++ (441)
6/13		0.884 (0.005)
++ (401)
4/10		0.957 (0.009)
++ (123)
3/5		0.78 (0.041)
~ (3.837)
2/6		0.702 (0.017)
++ (68.41)
3/7		4/23.69
Khiops 0.956 (0.013)
~ (2.916)
10/52		0.692 (0.035)
-- (5.055)
8/67		0.855 (0.014)
++ (9.885)
4/34		0.738 (0.016)
~ (2.725)
5/34		0.805 (0.029)
-- (5.634)
7/58		0.862 (0.009)
-- (77.3)
10/71		0.885 (0.007)
-- (10.2)
9/70		0.827 (0.019)
++ (26.97)
2/2		0.697 (0.043)
++ (7.232)
3/6		0.916 (0.027)
~ (4.635)
5/14		0.96 (0.004)
~ (2.244)
6/24		0.964 (0.002)
++ (473)
9/31		0.874 (0.004)
++ (196)
9/29		0.95 (0.006)
++ (147)
6/16		0.796 (0.033)
++ (6.21)
1/1		0.7 (0.018)
++ (194)
5/12		6.19/32.56
MODL 0.981 (0.01)
++ (4.84)
4/20		0.703 (0.039)
~ (2.76)
2/56		0.852 (0.017)
~ (3.84)
5/39		0.73 (0.024)
~ (2.804)
7/39		0.825 (0.032)
~ (1.287)
4/30		0.906 (0.006)
-- (29.56)
3/64		0.89 (0.013)
~ (2.41)
7/68		0.794 (0.019)
++ (23.46)
7/18		0.698 (0.046)
++ (7.35)
2/4		0.911 (0.019)
~ (3.133)
8/25		0.965 (0.004)
~ (2.684)
2/4		0.977 (0.001)
++ (390)
2/3		0.887 (0.004)
++ (265)
2/4		0.961 (0.005)
++ (219)
1/1		0.77 (0.036)
~ (2.985)
4/13		0.695 (0.021)
++ (215)
6/17		4.12/25.31
CACC 0.98 (0.009)
++ (4.971)
6/23		0.695 (0.038)
~ (3.175)
5/63		0.852 (0.038)
~ (3.394)
6/41		0.754 (0.017)
++ (5.101)
1/15		0.793 (0.033)
~ (2.111)
9/65		0.908 (0.011)
-- (11.35)
2/63		0.902 (0.011)
~ (1.71)
2/63		0.355 (0.013)
-- (21.08)
11/67		0.655 (0.04)
++ (6.934)
8/32		0.918 (0.017)
~ (3.697)
2/7		0.964 (0.005)
~ (2.553)
3/7		0.977 (0.002)
++ (357)
4/7		0.885 (0.006)
++ (168)
3/5		0.953 (0.006)
++ (361)
5/13		0.721 (0.034)
~ (1.236)
7/45		0.709 (0.017)
++ (48.68)
2/4		4.75/32.5

Training time

Table 11. Classifier building time, achieved by a setup in a given row for a dataset in a given column. Abbrevations for algorithms, classifiers and datasets names can be found in Table 1, Table 2 and Table 3, respectively.
Algorithmannealcoliccredit-acylinder-bandsheart-chypothyroidsickvowelglassionospherepage-blockspendigitssatsegmentsonarvehicleAvg. place
Original Data org 2.632 (0.327)
-/11		0.713 (0.046)
-/11		1.381 (0.126)
-/36		2.59 (0.406)
-/13		0.636 (0.086)
-/50		10.6 (1.325)
-/14		8.834 (0.583)
-/13		2.696 (0.226)
-/17		1.429 (0.042)
-/47		4.411 (4.925)
-/46		20.51 (9.268)
-/62		59.36 (8.466)
-/45		66.66 (8.267)
-/26		11.98 (1.704)
-/31		4.717 (0.71)
-/38		3.909 (0.081)
-/55		/32.19
org 2.608 (0.351)
-/10		0.739 (0.042)
-/13		1.498 (0.102)
-/45		3.021 (0.464)
-/22		0.689 (0.101)
-/55		10.61 (1.158)
-/15		9.881 (0.109)
-/17		3.41 (0.29)
-/27		1.551 (0.033)
-/49		4.272 (1.389)
-/45		23.85 (7.295)
-/67		73.34 (12.79)
-/47		73.1 (2.733)
-/32		14.91 (2.506)
-/37		5.201 (0.64)
-/40		4.499 (0.201)
-/59		/36.25
NB Equal Width 1.286 (0.148)
5/5		0.31 (0.017)
1/1		0.526 (0.331)
9/9		0.813 (0.12)
9/9		0.231 (0.045)
10/10		3.471 (0.052)
2/2		3.444 (0.058)
4/4		0.536 (0.013)
6/6		0.243 (0.014)
2/2		0.577 (0.207)
7/7		1.934 (0.018)
4/4		6.266 (0.297)
4/4		8.044 (0.655)
9/9		1.86 (0.3)
6/6		0.584 (0.022)
8/8		0.607 (0.034)
4/4		5.62/5.62
Equal Frequency 1.318 (0.308)
9/9		0.327 (0.026)
5/5		0.412 (0.052)
1/1		0.755 (0.042)
6/6		0.198 (0.008)
2/2		3.566 (0.121)
7/7		3.467 (0.105)
6/6		0.536 (0.025)
5/5		0.259 (0.009)
4/5		0.92 (1.198)
11/11		1.926 (0.027)
1/1		6.465 (0.982)
8/8		7.428 (0.219)
1/1		2.035 (0.567)
9/9		0.601 (0.059)
9/9		0.605 (0.024)
2/2		5.38/5.44
Maximum Entropy 1.302 (0.222)
8/8		0.323 (0.043)
3/3		0.445 (0.078)
5/5		0.75 (0.049)
5/5		0.203 (0.014)
3/3		3.652 (0.453)
9/9		3.449 (0.063)
5/5		0.532 (0.003)
4/4		0.276 (0.033)
6/7		0.902 (0.823)
10/10		2.148 (0.419)
8/8		6.04 (0.152)
1/1		7.669 (0.27)
4/4		1.866 (0.326)
7/7		0.577 (0.028)
7/7		0.606 (0.035)
3/3		5.5/5.56
Paterson - Niblett 1.225 (0.208)
2/2		0.334 (0.048)
7/7		0.443 (0.088)
3/3		0.74 (0.037)
3/3		0.208 (0.017)
7/7		3.511 (0.058)
5/5		3.399 (0.103)
2/2		0.54 (0.022)
7/7		0.264 (0.024)
5/6		0.542 (0.346)
6/6		4.057 (6.015)
12/16		6.297 (0.14)
5/5		7.697 (0.231)
5/5		1.873 (0.32)
8/8		0.53 (0.024)
4/4		0.646 (0.085)
8/8		5.56/5.88
IEM 1.282 (0.167)
3/3		0.35 (0.055)
9/9		0.444 (0.086)
4/4		0.769 (0.05)
7/7		0.193 (0.011)
1/1		3.475 (0.096)
3/3		3.398 (0.039)
1/1		0.524 (0.021)
2/2		0.361 (0.184)
10/13		0.468 (0.103)
5/5		1.99 (0.177)
6/6		6.431 (0.438)
6/6		7.92 (0.38)
7/7		1.806 (0.292)
3/3		0.537 (0.064)
6/6		0.647 (0.058)
9/9		5.12/5.31
CADD 2.978 (0.882)
10/12		0.726 (0.089)
11/12		0.73 (0.269)
11/11		0.865 (0.224)
10/10		0.207 (0.036)
5/5		3.754 (0.704)
10/10		3.605 (0.331)
10/10		0.594 (0.054)
9/9		0.778 (0.244)
11/40		1.298 (0.156)
12/12		4.026 (2.093)
11/15		6.455 (0.106)
7/7		8.831 (3.929)
10/10		5.027 (1.189)
12/12		1.374 (0.339)
12/13		0.818 (0.135)
10/10		10.06/12.38
ModifiedChi2 3.12 (0.635)
11/13		0.93 (0.127)
12/25		0.802 (0.033)
12/12		1.079 (0.04)
12/12		0.329 (0.039)
12/12		4.524 (0.51)
11/11		4.46 (0.637)
11/11		1.089 (0.099)
12/12		1.352 (1.568)
12/46		0.823 (0.14)
9/9		3.665 (0.598)
10/14		6.727 (0.747)
9/9		9.633 (0.477)
11/11		3.911 (0.999)
11/11		1.352 (0.353)
11/11		0.925 (0.082)
11/11		11.06/14.38
CAIM 1.295 (0.24)
7/7		0.326 (0.032)
4/4		0.458 (0.069)
7/7		0.713 (0.095)
2/2		0.212 (0.033)
8/8		3.483 (0.084)
4/4		3.593 (0.386)
9/9		0.547 (0.024)
8/8		0.281 (0.081)
7/8		0.443 (0.034)
3/3		2.081 (0.209)
7/7		6.082 (0.033)
2/2		7.475 (0.28)
2/2		1.813 (0.276)
4/4		0.523 (0.07)
2/2		0.634 (0.076)
6/6		5.12/5.19
FCAIM 1.292 (0.143)
6/6		0.317 (0.026)
2/2		0.484 (0.074)
8/8		0.693 (0.047)
1/1		0.22 (0.06)
9/9		3.565 (0.117)
6/6		3.539 (0.369)
8/8		0.528 (0.008)
3/3		0.292 (0.045)
8/9		0.448 (0.026)
4/4		1.93 (0.033)
2/2		17.33 (21.44)
12/12		7.552 (0.241)
3/3		1.799 (0.275)
2/2		0.485 (0.018)
1/1		0.641 (0.081)
7/7		5.12/5.19
Khiops 1.181 (0.098)
1/1		0.332 (0.051)
6/6		0.436 (0.086)
2/2		0.747 (0.092)
4/4		0.208 (0.024)
6/6		3.602 (0.384)
8/8		3.512 (0.255)
7/7		0.516 (0.003)
1/1		0.324 (0.174)
9/11		0.442 (0.033)
2/2		1.93 (0.029)
3/3		6.884 (1.392)
10/10		8.026 (0.285)
8/8		1.859 (0.29)
5/5		0.532 (0.062)
5/5		0.619 (0.059)
5/5		5.12/5.25
MODL 3.251 (1.823)
12/14		0.661 (0.128)
10/10		0.652 (0.065)
10/10		1.013 (0.1)
11/11		0.291 (0.013)
11/11		5.008 (1.003)
12/12		4.522 (0.585)
12/12		0.883 (0.148)
11/11		0.255 (0.017)
3/4		0.634 (0.04)
8/8		3.277 (0.032)
9/12		12.06 (6.798)
11/11		9.812 (0.599)
12/12		3.741 (0.73)
10/10		0.727 (0.066)
10/10		1.365 (0.664)
12/12		10.25/10.62
CACC 1.285 (0.222)
4/4		0.335 (0.042)
8/8		0.45 (0.084)
6/6		0.794 (0.145)
8/8		0.206 (0.02)
4/4		3.43 (0.046)
1/1		3.443 (0.088)
3/3		0.843 (0.052)
10/10		0.174 (0.074)
1/1		0.44 (0.037)
1/1		1.954 (0.032)
5/5		6.218 (0.489)
3/3		7.699 (0.128)
6/6		1.797 (0.287)
1/1		0.529 (0.065)
3/3		0.599 (0.03)
1/1		4.06/4.06
LBR Equal Width 11.35 (2.936)
9/53		0.873 (0.063)
7/20		1.417 (0.162)
10/38		3.073 (0.32)
9/23		0.657 (0.108)
12/51		18.14 (1.186)
4/38		10.52 (0.103)
5/23		7.51 (0.607)
6/50		1.275 (0.128)
5/43		4.011 (4.411)
11/44		26.15 (6.192)
12/68		101 (18.99)
8/60		80.34 (46.69)
7/40		22.47 (6.626)
11/54		2.637 (2.168)
10/24		3.461 (0.33)
9/43		8.44/42
Equal Frequency 9.124 (1.173)
1/33		0.886 (0.055)
9/22		1.327 (0.169)
7/32		3.162 (0.14)
10/24		0.521 (0.07)
3/27		20.56 (2.599)
12/52		10.63 (0.635)
7/25		7.86 (0.609)
9/53		1.175 (0.081)
4/42		2.326 (0.471)
8/26		21.33 (3.359)
8/63		90.46 (14.47)
3/52		58.57 (2.566)
1/21		19.08 (3.035)
9/51		2.07 (0.128)
9/21		3.274 (0.262)
7/41		6.69/36.56
Maximum Entropy 9.664 (1.321)
4/43		0.849 (0.068)
2/15		1.356 (0.209)
8/34		3.353 (0.932)
12/26		0.573 (0.067)
11/44		19.39 (2.022)
7/43		10.75 (0.863)
8/27		7.651 (0.457)
8/52		1.688 (0.842)
7/51		3.888 (3.869)
10/43		22.92 (4.305)
10/65		83.17 (15.28)
2/50		78.15 (9.5)
6/38		18.08 (1.141)
7/48		1.888 (0.181)
8/20		3.288 (0.254)
8/42		7.38/40.06
Paterson - Niblett 9.878 (1.368)
5/46		0.861 (0.114)
4/17		1.182 (0.192)
1/17		2.928 (0.113)
8/21		0.497 (0.07)
2/25		20.24 (2.212)
10/49		10.37 (0.956)
3/21		7.598 (0.478)
7/51		1.765 (1.325)
9/55		1.834 (0.912)
7/20		17.29 (3.053)
6/60		95.38 (2.123)
5/55		89.28 (2.31)
8/43		15.58 (1.447)
4/41		1.4 (0.065)
2/14		3.212 (0.2)
6/39		5.44/35.88
IEM 9.51 (1.094)
2/40		0.885 (0.125)
8/21		1.22 (0.175)
3/20		2.875 (0.272)
6/19		0.525 (0.08)
4/30		19.92 (2.85)
9/45		9.888 (0.803)
1/18		6.503 (0.622)
1/45		1.735 (0.815)
8/53		1.543 (0.122)
5/17		15.06 (2.937)
4/57		94.35 (12.86)
4/54		99.68 (2.227)
10/51		14.94 (0.304)
2/38		1.573 (0.162)
6/18		3.162 (0.048)
5/38		4.88/35.25
CADD 31.83 (63.6)
12/59		0.866 (0.158)
6/19		2.305 (3.102)
12/60		2.829 (0.176)
4/17		0.533 (0.109)
6/32		16.87 (1.505)
1/33		11.01 (1.96)
10/31		8.278 (1.022)
10/54		3.461 (4.419)
12/62		5.884 (0.447)
12/51		23.5 (7.348)
11/66		79.93 (7.398)
1/48		69.85 (6.216)
5/31		21.51 (5.444)
10/53		10.01 (9.241)
12/48		3.802 (0.905)
11/50		8.44/44.62
ModifiedChi2 11.63 (4.893)
10/54		1.049 (0.068)
12/26		1.367 (0.035)
9/35		2.759 (0.022)
3/16		0.536 (0.051)
7/35		18.08 (2.286)
3/37		10.08 (1.101)
2/20		34.67 (0.86)
12/62		2.884 (0.496)
11/58		2.834 (2.266)
9/32		22.01 (1.597)
9/64		206 (8.639)
12/70		134 (35.63)
11/55		77.91 (3.252)
12/64		3.37 (2.58)
11/26		3.657 (0.246)
10/46		8.94/43.75
CAIM 10.11 (2.011)
6/47		0.86 (0.094)
3/16		1.219 (0.166)
2/19		2.667 (0.134)
1/14		0.487 (0.074)
1/23		19.65 (2.926)
8/44		10.82 (1.853)
9/29		7.06 (0.394)
4/48		1.351 (1.416)
6/45		1.531 (0.01)
4/16		14.6 (1.616)
3/55		101 (8.781)
7/59		62.97 (4.384)
2/23		14.73 (0.938)
1/36		1.418 (0.016)
3/15		3.035 (0.166)
4/34		4/32.69
FCAIM 10.16 (1.206)
8/49		0.911 (0.07)
10/23		1.246 (0.22)
4/22		2.703 (0.296)
2/15		0.527 (0.073)
5/31		20.38 (2.815)
11/51		10.52 (1.629)
6/24		6.93 (0.025)
3/47		0.68 (0.096)
1/36		1.459 (0.108)
1/13		13.79 (2.27)
1/53		102 (23.55)
9/63		64.49 (5.376)
3/25		14.95 (1.354)
3/39		1.356 (0.128)
1/12		2.964 (0.222)
1/31		4.31/33.38
Khiops 10.16 (1.03)
7/48		0.843 (0.099)
1/14		1.484 (0.228)
11/43		3.347 (0.405)
11/25		0.546 (0.086)
10/38		19.04 (2.347)
6/42		11.06 (1.083)
11/32		7.311 (0.436)
5/49		2.159 (3.44)
10/57		1.565 (0.221)
6/18		18.8 (4.003)
7/61		122 (14.8)
11/66		139 (6.995)
12/57		17.53 (1.666)
6/46		1.723 (0.276)
7/19		3.85 (0.307)
12/52		8.31/41.69
MODL 12.83 (7.557)
11/55		0.863 (0.076)
5/18		1.289 (0.139)
5/25		2.869 (0.343)
5/18		0.543 (0.043)
9/37		18.25 (3.41)
5/40		11.52 (1.968)
12/34		6.67 (1.018)
2/46		0.718 (0.097)
2/37		1.462 (0.139)
2/14		15.22 (2.057)
5/58		109 (26.51)
10/65		94.34 (9.767)
9/49		18.95 (9.777)
8/50		1.444 (0.132)
4/16		2.989 (0.334)
3/33		6.06/37.19
CACC 9.523 (1.192)
3/41		0.922 (0.072)
11/24		1.319 (0.221)
6/30		2.927 (0.216)
7/20		0.543 (0.095)
8/36		17.42 (0.162)
2/36		10.42 (1.082)
4/22		29.41 (1.786)
11/58		1.054 (0.295)
3/41		1.528 (0.118)
3/15		14.21 (2.814)
2/54		98.71 (17.91)
6/58		67 (3.32)
4/28		15.94 (1.739)
5/42		1.496 (0.153)
5/17		2.968 (0.311)
2/32		5.12/34.62
AODE Equal Width 8.828 (2.687)
11/30		1.248 (0.118)
3/30		1.634 (0.3)
11/48		10.85 (2.11)
10/38		0.689 (0.076)
12/54		18.15 (2.182)
12/39		10.79 (0.2)
6/28		3.263 (0.58)
6/23		0.379 (0.087)
6/17		7.239 (1.521)
12/54		6.256 (0.9)
8/31		32.3 (9.755)
9/29		57.46 (8.066)
6/19		12.03 (2.656)
8/32		14.11 (1.39)
12/54		2.572 (0.238)
10/23		8.88/34.31
Equal Frequency 7.906 (0.999)
4/23		1.384 (0.246)
5/35		1.628 (0.226)
10/47		11.21 (1.995)
12/41		0.625 (0.143)
11/49		16.44 (0.545)
6/28		11.38 (0.847)
8/33		3.414 (0.599)
8/28		0.377 (0.079)
5/16		6.956 (1.698)
10/52		7.49 (2.253)
10/34		27.95 (6.448)
7/21		49.15 (0.282)
3/15		13.6 (2.725)
10/35		13.96 (1.115)
11/53		2.569 (0.241)
9/22		8.06/33.25
Maximum Entropy 8.175 (1.58)
6/25		1.472 (0.29)
8/40		1.49 (0.255)
9/44		10.59 (1.827)
9/36		0.566 (0.064)
9/43		17.03 (1.393)
10/34		13.18 (7.282)
9/35		3.462 (0.801)
9/29		0.305 (0.07)
2/10		6.993 (1.372)
11/53		7.097 (0.897)
9/33		21.28 (4.803)
1/13		48.74 (6.044)
2/14		12.25 (0.278)
9/33		13.28 (0.192)
9/51		2.418 (0.268)
5/17		7.31/31.88
Paterson - Niblett 8.185 (1.553)
7/26		1.285 (0.28)
4/31		1.113 (0.272)
2/14		9.656 (1.37)
5/31		0.453 (0.057)
3/15		15.97 (0.601)
4/24		9.549 (0.356)
1/14		3.123 (0.579)
5/22		0.372 (0.091)
4/15		2.046 (0.703)
3/22		3.601 (0.984)
4/13		35.38 (8.647)
10/33		63.36 (4.856)
8/24		5.975 (0.491)
2/14		3.965 (0.489)
5/32		2.418 (0.197)
6/18		4.56/21.75
IEM 8.32 (1.773)
9/28		1.218 (0.134)
2/29		1.091 (0.162)
1/13		9.506 (2.058)
4/30		0.46 (0.101)
6/19		16.08 (1.485)
5/26		9.591 (0.353)
2/15		1.349 (0.282)
1/13		0.252 (0.047)
1/3		1.755 (0.31)
1/19		2.794 (0.472)
1/9		27.11 (6.248)
5/19		66.86 (4.617)
9/27		6.079 (0.554)
4/16		3.797 (0.37)
4/28		2.197 (0.252)
1/13		3.5/19.19
CADD 9.253 (1.828)
12/34		1.585 (0.309)
11/45		1.882 (0.454)
12/54		10.46 (2.489)
8/35		0.579 (0.137)
10/46		16.44 (0.122)
7/29		18.44 (3.73)
12/47		3.672 (0.353)
10/30		0.723 (0.081)
10/38		5.862 (0.65)
9/50		7.904 (1.325)
11/35		22.18 (2.201)
2/14		45.87 (6.698)
1/13		15.02 (1.601)
11/40		13.82 (0.979)
10/52		2.423 (0.356)
8/20		9/36.38
ModifiedChi2 8.38 (0.049)
10/29		1.526 (0.146)
10/42		1.27 (0.064)
4/24		7.287 (0.093)
1/27		0.492 (0.056)
8/24		16.54 (1.85)
8/30		16.96 (2.363)
10/42		460 (7.38)
12/69		5.19 (2.296)
12/68		2.66 (0.342)
7/31		9.328 (1.41)
12/43		196 (6.675)
12/69		280 (193)
12/68		691 (34.75)
12/71		5.101 (0.396)
7/39		2.927 (0.179)
11/29		9.25/44.06
CAIM 7.789 (1.434)
1/19		1.215 (0.215)
1/28		1.313 (0.287)
6/28		8.617 (1.592)
3/29		0.441 (0.041)
2/14		17.1 (3.106)
11/35		10.75 (2.043)
5/26		2.957 (0.586)
4/20		0.401 (0.158)
7/19		2.075 (0.486)
4/23		4.29 (5.179)
5/18		27.66 (5.171)
6/20		54.84 (6.061)
5/17		5.988 (0.691)
3/15		2.603 (0.232)
2/23		2.324 (0.214)
3/15		4.25/21.81
FCAIM 7.88 (1.661)
3/22		1.427 (0.302)
6/36		1.322 (0.256)
7/31		10.17 (1.999)
6/32		0.458 (0.073)
4/17		15.55 (0.123)
3/22		10.04 (1.373)
4/19		2.92 (0.578)
3/19		0.403 (0.093)
8/20		1.859 (0.511)
2/21		2.853 (0.589)
2/10		25.8 (4.199)
4/18		53.69 (5.994)
4/16		5.865 (0.451)
1/13		2.602 (0.238)
1/22		2.379 (0.16)
4/16		3.88/20.88
Khiops 8.17 (1.699)
5/24		1.485 (0.196)
9/41		1.289 (0.243)
5/26		11.06 (2.34)
11/40		0.475 (0.067)
7/21		14.4 (3.524)
2/20		10.98 (1.595)
7/30		3.326 (0.721)
7/25		0.654 (1.17)
9/35		2.402 (0.244)
6/28		5.187 (1.426)
7/24		58.31 (10.05)
11/44		217 (4.231)
11/63		9.734 (0.842)
7/27		3.229 (0.095)
3/25		2.938 (0.234)
12/30		7.44/31.44
MODL 7.863 (0.896)
2/21		1.654 (0.205)
12/50		1.471 (0.222)
8/42		8.407 (1.32)
2/28		0.459 (0.052)
5/18		16.81 (2.497)
9/31		17.75 (3.08)
11/45		2.231 (0.241)
2/16		0.359 (0.058)
3/12		2.889 (0.337)
8/34		5.041 (0.894)
6/22		31.48 (4.311)
8/26		67.06 (5.906)
10/29		7.295 (0.557)
6/18		4.613 (0.515)
6/37		2.422 (0.363)
7/19		6.56/28
CACC 8.265 (1.299)
8/27		1.46 (0.188)
7/39		1.156 (0.122)
3/16		10.34 (1.778)
7/33		0.43 (0.054)
1/13		9.984 (0.219)
1/13		9.753 (0.326)
3/16		280 (50.94)
11/67		1.309 (0.329)
11/44		2.078 (0.253)
5/24		2.867 (0.872)
3/11		25.25 (5.368)
3/17		59.62 (3.693)
7/22		7.133 (2.359)
5/17		6.969 (2.015)
8/45		2.25 (0.272)
2/14		5.31/26.12
HNB Equal Width 48.08 (12.64)
9/68		10.75 (1.707)
10/72		9.935 (1.337)
9/71		138 (33.73)
11/73		5.034 (2.801)
12/74		30.76 (3.182)
6/67		29.13 (5.478)
6/65		37.36 (4.605)
7/63		4.366 (0.726)
5/63		105 (13.45)
10/72		43.57 (4.867)
9/71		171 (213)
10/68		226 (124)
8/65		122 (23.42)
9/68		280 (25.91)
9/71		17.83 (1.236)
7/69		8.56/68.75
Equal Frequency 45.54 (4.539)
7/66		10.3 (0.653)
9/71		12.7 (1.33)
12/74		125 (13.68)
8/70		4.672 (0.788)
11/73		35.29 (6.393)
8/70		35.94 (5.743)
10/72		45.92 (6.808)
10/66		5.301 (2.004)
9/69		109 (7.086)
11/73		66.12 (5.193)
11/73		96.38 (7.583)
4/56		189 (0.502)
4/59		149 (21.42)
11/70		286 (17.56)
10/72		20.53 (0.839)
11/73		9.12/69.19
Maximum Entropy 39.49 (5.996)
4/63		11.75 (1.767)
12/74		12.44 (2.076)
11/73		130 (17.68)
9/71		4.24 (0.565)
10/72		37.51 (6.387)
11/73		45.22 (9.028)
12/74		40.37 (5)
8/64		3.291 (0.456)
3/60		113 (14.58)
12/74		71.93 (6.668)
12/74		57.97 (15.29)
2/43		136 (0.433)
2/56		145 (9.588)
10/69		296 (16.81)
11/73		18.51 (1.322)
8/70		8.56/67.69
Paterson - Niblett 46.74 (9.676)
8/67		7.344 (1.178)
3/65		3.783 (0.862)
2/64		92.43 (6.166)
2/64		2.186 (0.338)
2/64		25.13 (3.564)
2/61		21.69 (4.596)
4/61		26.22 (1.759)
3/57		4.497 (3.933)
6/64		13.55 (1.923)
2/62		7.932 (1.326)
1/36		127 (18.73)
9/67		224 (20.2)
7/64		28.77 (2.087)
1/57		35.82 (2.72)
2/63		13.94 (0.74)
5/67		3.69/61.44
IEM 38.98 (5.535)
3/62		6.806 (1.164)
1/63		3.529 (0.554)
1/63		88.39 (5.562)
1/63		2.156 (0.505)
1/63		23.54 (3.255)
1/60		18.95 (2.901)
1/48		12.63 (2.21)
1/55		1.955 (0.182)
1/56		14.6 (2.319)
4/64		9.032 (1.97)
4/40		81.09 (9.739)
3/49		268 (8.372)
10/67		36.56 (1.026)
4/60		29.66 (2.441)
1/62		10.03 (0.861)
1/63		2.38/58.62
CADD 90.74 (156)
11/73		10.94 (1.829)
11/73		11.11 (0.527)
10/72		143 (29.03)
12/74		4.027 (0.716)
9/71		37.38 (5.094)
10/72		42.41 (5.51)
11/73		42.23 (2.805)
9/65		9.002 (11.07)
10/71		86.92 (9.775)
9/71		38.96 (1.844)
8/70		44.26 (2.85)
1/41		128 (6.668)
1/54		106 (7.173)
8/67		382 (290)
12/74		18.78 (2.725)
9/71		8.81/68.25
ModifiedChi2 85.36 (100)
10/72		7.747 (0.792)
5/67		5.748 (1.01)
7/69		105 (1.117)
5/67		2.603 (0.348)
4/66		36.84 (3.582)
9/71		34.64 (4.16)
9/70		3185 (481)
12/74		59.44 (18.26)
12/74		18.44 (4.403)
5/66		54.69 (19.76)
10/72		1316 (2.712)
12/74		1469 (1117)
12/74		4982 (476)
12/74		36.63 (5.418)
3/64		20.29 (2.061)
10/72		8.56/70.38
CAIM 38.16 (6.099)
2/61		7.34 (1.182)
2/64		3.784 (0.548)
3/65		95.26 (11.77)
3/65		2.734 (1.261)
6/68		26.53 (6.04)
4/63		21.23 (5.52)
3/58		30.27 (3.669)
4/59		4.703 (0.901)
8/66		14.2 (1.299)
3/63		8.395 (1.706)
2/37		97.7 (12.61)
5/57		199 (1.12)
5/61		33.01 (0.249)
2/58		41.23 (1.89)
5/66		14.01 (0.214)
6/68		3.94/61.19
FCAIM 37.49 (6.645)
1/60		7.512 (1.228)
4/66		4.24 (0.736)
4/66		100 (17.34)
4/66		2.942 (1.968)
7/69		25.28 (6.468)
3/62		20.11 (5.352)
2/53		31.83 (6.35)
5/60		4.632 (0.829)
7/65		13.22 (1.692)
1/60		8.48 (2.702)
3/38		106 (16.68)
8/64		206 (13.97)
6/62		34.18 (2.276)
3/59		41.12 (4.652)
4/65		13.61 (0.804)
4/66		4.12/61.31
Khiops 39.71 (6.27)
5/64		9.565 (0.601)
8/70		8.228 (4.961)
8/70		111 (10.72)
7/69		2.982 (0.179)
8/70		42.67 (8.805)
12/74		31.84 (6.193)
8/69		32.24 (4.089)
6/61		3.391 (0.391)
4/61		31.95 (1.386)
8/70		36.74 (5.356)
7/69		320 (31.01)
11/73		1036 (64.13)
11/73		97.26 (5.184)
7/66		76.68 (5.595)
7/69		34.96 (1.071)
12/74		8.06/68.88
MODL 92.51 (159)
12/74		8.512 (0.524)
6/68		4.956 (0.441)
5/67		131 (10.97)
10/72		2.481 (0.104)
3/65		34.55 (2.957)
7/69		30.29 (2.73)
7/67		21.86 (2.685)
2/56		2.923 (0.312)
2/59		26.82 (1.901)
7/69		9.213 (0.323)
5/41		102 (46.18)
7/62		264 (15.74)
9/66		91.14 (158)
6/65		49.2 (3.375)
6/67		13.24 (1.556)
3/65		6.06/64.5
CACC 41.89 (7.819)
6/65		8.789 (1.073)
7/69		5.121 (3.004)
6/68		107 (9.087)
6/68		2.666 (0.685)
5/67		28.73 (8.285)
5/64		22.69 (5.021)
5/63		2997 (367)
11/73		9.462 (3.439)
11/72		20.24 (2.906)
6/68		10.21 (6.911)
6/46		102 (8.694)
6/61		187 (1.229)
3/58		40.79 (16.84)
5/61		128 (35.33)
8/70		13.05 (1.196)
2/64		6.12/64.81
AODEsr Equal Width 9.373 (1.284)
3/36		1.748 (0.171)
8/55		2.472 (1.176)
12/61		14.21 (0.96)
10/55		0.818 (0.1)
11/60		21.13 (2.477)
9/56		21.12 (1.034)
8/57		3.821 (0.28)
7/33		0.566 (0.008)
6/32		13.39 (2.123)
10/61		10.92 (2.091)
9/47		31.31 (4.324)
4/25		73.78 (5.41)
4/33		16.35 (2.418)
8/43		23.71 (1.323)
11/58		3.112 (0.216)
9/37		8.06/46.81
Equal Frequency 10.59 (2.42)
11/51		1.755 (0.146)
9/56		1.847 (0.135)
9/52		15.08 (1.227)
12/58		0.768 (0.072)
10/57		22.97 (2.434)
12/59		21.6 (1.342)
9/59		3.854 (0.07)
8/35		0.581 (0.037)
7/34		15.07 (5.566)
11/65		13.38 (1.775)
11/52		32.38 (5.034)
6/30		68.23 (3.109)
3/30		17.33 (1.086)
9/45		23.8 (1.693)
12/59		3.103 (0.226)
8/36		9.19/48.62
Maximum Entropy 9.413 (0.96)
4/37		1.7 (0.11)
7/54		2.068 (0.314)
10/56		14.94 (1.035)
11/57		0.681 (0.071)
9/53		21.94 (2.833)
11/58		21.66 (1.56)
10/60		3.935 (0.282)
9/36		0.461 (0.054)
2/24		19.56 (14.16)
12/67		14.75 (3.299)
12/56		24.54 (2.629)
1/15		56.15 (3.954)
1/18		17.67 (0.909)
10/47		22.95 (1.648)
9/56		3.077 (0.26)
7/35		7.81/45.56
Paterson - Niblett 9.462 (1.364)
6/39		1.584 (0.185)
2/44		1.317 (0.227)
1/29		13.72 (1.698)
7/51		0.525 (0.071)
3/29		20.94 (1.53)
8/55		19.43 (1.487)
2/50		3.71 (0.317)
6/31		0.528 (0.072)
4/28		3.472 (1.682)
6/41		5.97 (0.83)
5/29		37.72 (2.422)
10/36		85 (4.657)
8/41		7.382 (0.404)
1/19		3.816 (0.253)
2/29		2.715 (0.224)
4/26		4.69/36.06
IEM 9.425 (1.465)
5/38		1.617 (0.306)
3/47		1.459 (0.226)
5/41		12.69 (2.243)
6/45		0.519 (0.086)
1/26		20.81 (2.448)
7/54		20.47 (2.75)
7/56		1.684 (0.122)
1/14		0.468 (0.173)
3/25		4.863 (4.628)
8/47		5.096 (0.39)
1/23		28.36 (1.804)
3/22		93.07 (5.213)
10/48		7.458 (0.066)
3/21		3.777 (0.465)
1/27		2.526 (0.195)
1/21		4.06/34.69
CADD 9.835 (1.425)
9/45		1.885 (0.293)
11/58		2.099 (0.221)
11/58		12.58 (1.538)
5/44		0.562 (0.081)
7/42		20.11 (2.7)
4/48		22.85 (3.851)
12/64		4.17 (0.313)
10/39		0.765 (0.143)
8/39		8.981 (0.536)
9/55		9.485 (1.434)
8/44		24.87 (1.565)
2/16		57.76 (5.068)
2/20		18.63 (1.789)
11/49		23.32 (4.337)
10/57		3.64 (0.813)
11/45		8.12/45.19
ModifiedChi2 10.39 (0.356)
10/50		1.902 (0.104)
12/59		1.7 (0.111)
7/49		10.4 (0.135)
1/34		0.582 (0.057)
8/47		20 (1.427)
2/46		19.69 (1.399)
3/51		524 (37.84)
12/71		7.306 (4.578)
12/70		3.23 (0.305)
4/39		12.48 (2.316)
10/51		231 (4.283)
12/72		398 (311)
12/72		902 (270)
12/73		5.668 (0.481)
6/42		3.253 (0.328)
10/40		8.31/54.12
CAIM 9.349 (1.071)
2/35		1.672 (0.168)
5/51		1.352 (0.225)
2/33		12.21 (0.843)
3/42		0.551 (0.098)
6/40		20.09 (1.599)
3/47		19.79 (1.672)
4/52		3.332 (0.214)
5/26		1.665 (3.707)
10/50		3.134 (0.126)
3/38		5.609 (0.725)
3/26		32.86 (0.262)
7/31		74.34 (4.482)
5/34		7.393 (0.595)
2/20		3.914 (0.226)
3/31		2.804 (0.023)
5/27		4.25/36.44
FCAIM 9.531 (1.533)
7/42		1.554 (0.106)
1/43		1.411 (0.264)
3/37		10.69 (0.834)
2/37		0.522 (0.077)
2/28		20.34 (1.551)
5/50		19.29 (1.917)
1/49		3.278 (0.236)
4/24		0.539 (0.161)
5/30		3.131 (0.121)
2/37		5.755 (1.104)
4/27		36.59 (6.242)
9/34		76.12 (2.961)
6/35		7.563 (0.554)
4/22		4.161 (0.318)
4/34		2.605 (0.215)
2/24		3.81/34.56
Khiops 9.83 (0.4)
8/44		1.692 (0.23)
6/53		1.727 (0.332)
8/50		13.84 (2.481)
8/53		0.548 (0.1)
5/39		21.85 (1.633)
10/57		22.23 (2.399)
11/62		3.077 (0.074)
3/21		1.5 (3.236)
9/48		3.547 (0.296)
7/42		8.701 (1.02)
7/39		67.22 (5.212)
11/46		350 (19.02)
11/69		13.59 (1.059)
7/34		5.833 (0.655)
7/44		3.882 (0.21)
12/54		8.12/47.19
MODL 10.74 (1.499)
12/52		1.821 (0.111)
10/57		1.62 (0.098)
6/46		12.33 (1.734)
4/43		0.535 (0.037)
4/34		20.67 (2.563)
6/53		20.41 (2.441)
6/55		2.846 (0.454)
2/18		0.399 (0.067)
1/18		3.412 (0.288)
5/40		6.252 (0.557)
6/30		33.46 (4.064)
8/32		90.18 (7.027)
9/44		8.83 (1.576)
6/24		5.302 (0.386)
5/41		2.92 (0.407)
6/28		6/38.44
CACC 9.026 (0.726)
1/32		1.629 (0.208)
4/48		1.418 (0.267)
4/39		14.19 (1.717)
9/54		0.901 (1.103)
12/62		19.02 (0.4)
1/41		20.23 (1.811)
5/54		468 (30.28)
11/70		1.763 (0.604)
11/54		2.983 (0.165)
1/35		5.296 (0.529)
2/25		31.63 (2.093)
5/27		77.08 (0.488)
7/36		8.405 (1.616)
5/23		10.24 (2.721)
8/49		2.627 (0.228)
3/25		5.56/42.12
WAODE Equal Width 14.02 (3.072)
8/57		1.642 (0.292)
8/49		1.863 (0.219)
8/53		15.72 (2.531)
10/60		0.667 (0.052)
8/52		16.04 (1.334)
7/25		17.6 (2.587)
7/43		4.61 (0.663)
7/41		0.576 (0.118)
9/33		11.67 (2.202)
11/58		10.02 (2.13)
8/45		40.61 (6.257)
5/37		197 (336)
10/60		56.13 (120)
11/63		23.92 (2.092)
10/60		4.008 (0.415)
8/57		8.44/49.56
Equal Frequency 13.87 (2.391)
7/56		1.675 (0.304)
9/52		2.025 (0.359)
9/55		17.4 (3.459)
12/62		0.827 (0.381)
12/61		16.28 (1.42)
8/27		18.14 (1.987)
9/46		4.652 (0.671)
8/42		0.533 (0.039)
7/29		12.63 (2.731)
12/59		11.22 (0.344)
10/49		42.15 (8.04)
8/40		88.68 (0.407)
3/42		22.6 (4.152)
8/55		24.95 (2.705)
11/61		4.215 (0.333)
9/58		8.88/49.62
Maximum Entropy 14.37 (2.008)
9/58		1.61 (0.382)
7/46		2.084 (0.427)
10/57		15.42 (2.631)
9/59		0.619 (0.136)
7/48		15.59 (0.893)
6/23		17.62 (4.659)
8/44		5.117 (0.861)
9/43		0.46 (0.084)
3/22		11.65 (1.697)
10/57		12.02 (0.361)
11/50		31.9 (6.491)
3/28		78.62 (0.271)
2/39		23.07 (4.094)
9/56		21.14 (1.441)
9/55		3.785 (0.431)
4/49		7.25/45.88
Paterson - Niblett 8.92 (2.947)
6/31		1.292 (0.313)
2/32		1.259 (0.355)
4/23		13.44 (2.229)
6/50		0.465 (0.056)
2/20		15.18 (1.945)
5/21		15 (2.92)
5/40		4.422 (0.632)
6/40		0.451 (0.048)
2/21		2.369 (0.19)
2/27		4.754 (0.236)
4/21		54.62 (11.83)
9/42		98.5 (6.801)
7/50		9.617 (0.771)
2/26		3.875 (0.323)
1/30		3.727 (0.421)
3/48		4.12/32.62
IEM 7.503 (1.165)
3/17		1.172 (0.146)
1/27		1.233 (0.295)
3/21		13.03 (1.959)
4/48		0.456 (0.104)
1/16		13.95 (0.586)
2/17		14.63 (2.141)
4/39		1.892 (0.384)
1/15		0.371 (0.088)
1/14		2.316 (0.217)
1/25		4.342 (0.545)
2/19		37.34 (10.09)
4/35		104 (1.642)
8/52		9.817 (0.181)
4/29		3.979 (0.483)
2/33		3.505 (0.22)
1/44		2.62/28.19
CADD 62.74 (151)
11/70		2.355 (0.39)
12/62		2.536 (0.484)
12/62		15.99 (3.104)
11/61		0.801 (0.162)
11/59		31.05 (4.495)
12/68		34.88 (6.958)
12/71		5.494 (0.499)
10/44		5.096 (5.36)
11/67		10.97 (1.013)
9/56		11.12 (0.76)
9/48		30.88 (2.404)
2/24		77.85 (0.653)
1/37		21.32 (2.339)
7/52		55.8 (93.77)
12/68		4.708 (1.461)
11/61		9.56/56.88
ModifiedChi2 61.68 (150)
10/69		1.955 (0.132)
10/60		1.842 (0.103)
7/51		12.93 (0.111)
3/47		0.778 (0.086)
10/58		29.75 (2.385)
10/65		29.93 (2.566)
10/66		536 (6.277)
12/72		12.42 (5.384)
12/73		4.989 (0.618)
7/48		16.29 (4.291)
12/59		227 (0.903)
12/71		389 (302)
12/71		855 (46.59)
12/72		9.786 (4.167)
7/47		4.687 (0.234)
10/60		9.75/61.81
CAIM 7.242 (1.101)
1/15		1.316 (0.256)
4/34		1.123 (0.134)
1/15		12.73 (2.522)
2/46		0.535 (0.116)
4/33		13.83 (0.395)
1/16		14.19 (1.442)
2/37		3.935 (0.501)
4/37		0.559 (0.076)
8/31		2.435 (0.248)
3/29		5.854 (3.78)
5/28		41.34 (6.714)
7/39		92.48 (6.685)
6/47		9.342 (0.158)
1/25		4.226 (0.025)
3/35		3.845 (0.24)
5/51		3.56/32.38
FCAIM 7.584 (1.303)
4/18		1.304 (0.239)
3/33		1.211 (0.178)
2/18		10.98 (1.694)
1/39		0.481 (0.06)
3/22		14.2 (1.422)
3/18		14.33 (1.83)
3/38		4.007 (0.686)
5/38		0.512 (0.051)
5/26		2.464 (0.415)
4/30		4.192 (0.061)
1/17		40.83 (7.966)
6/38		92.2 (6.68)
5/46		9.783 (1.003)
3/28		4.237 (0.468)
4/36		3.867 (0.242)
6/53		3.62/31.12
Khiops 7.824 (2.574)
5/20		1.457 (0.193)
6/38		1.447 (0.24)
6/40		13.75 (2.825)
7/52		0.574 (0.11)
6/45		16.86 (1.297)
9/32		15.52 (0.135)
6/41		3.812 (0.859)
2/32		0.461 (0.07)
4/23		3.087 (0.291)
6/36		9.247 (2.09)
7/42		84.63 (25.02)
10/51		384 (10.88)
11/70		16.83 (1.454)
6/44		5.822 (0.846)
5/43		5.063 (0.063)
12/62		6.75/41.94
MODL 65.05 (161)
12/71		2.249 (0.11)
11/61		2.111 (0.237)
11/59		14.34 (1.817)
8/56		0.752 (0.103)
9/56		30.13 (3.861)
11/66		31.19 (4.237)
11/68		3.821 (0.657)
3/34		0.523 (0.074)
6/27		5.127 (0.634)
8/49		6.692 (0.537)
6/32		92.79 (181)
11/53		104 (11.86)
9/53		41.3 (95.65)
10/62		8.455 (0.769)
6/46		3.982 (0.696)
7/56		8.69/53.06
CACC 7.277 (1.076)
2/16		1.432 (0.203)
5/37		1.302 (0.325)
5/27		13.21 (2.893)
5/49		0.561 (0.188)
5/41		14.3 (0.548)
4/19		14.03 (0.494)
1/36		385 (80.94)
11/68		1.719 (0.569)
10/52		2.857 (0.529)
5/33		4.603 (1.162)
3/20		28.48 (3.583)
1/23		91.02 (4.988)
4/45		10.43 (1.798)
5/30		10.57 (3.164)
8/50		3.663 (0.415)
2/47		4.75/37.06

Classification time

Table 12. Time needed to classifie test set, achieved by a setup in a given row for a dataset in a given column. Abbrevations for algorithms, classifiers and datasets names can be found in Table 1, Table 2 and Table 3, respectively.
Algorithmannealcoliccredit-acylinder-bandsheart-chypothyroidsickvowelglassionospherepage-blockspendigitssatsegmentsonarvehicleAvg. place
Original Data org 38 (5.944)
-/13		2.463 (0.171)
-/13		4.351 (0.42)
-/16		9.141 (1.442)
-/13		2.359 (0.331)
-/38		75.32 (11.07)
-/13		28.64 (0.251)
-/13		42.2 (2.639)
-/37		6.57 (0.174)
-/61		10.29 (2.563)
-/15		99.08 (17.7)
-/58		762 (8.368)
-/56		746 (75.37)
-/14		147 (18.44)
-/45		10.58 (1.945)
-/15		22.79 (0.254)
-/18		/27.38
org 63.89 (11.08)
-/26		18.4 (1.35)
-/62		82.35 (8.928)
-/62		95.48 (10.18)
-/62		27.49 (3.513)
-/62		627 (91.55)
-/62		450 (27.74)
-/62		1318 (74.35)
-/62		35.55 (5.574)
-/62		240 (32.59)
-/62		2305 (240)
-/62		15139 (365)
-/62		7649 (278)
-/62		3422 (337)
-/62		266 (57.97)
-/63		458 (11.33)
-/62		/59.81
NB Equal Width 18.93 (2.558)
5/5		1.292 (0.095)
3/3		2.127 (0.326)
4/4		4.258 (0.692)
10/10		0.931 (0.254)
11/11		36.59 (0.336)
4/4		19.37 (0.102)
3/3		12.2 (0.109)
4/4		1.262 (0.126)
4/4		2.68 (0.998)
10/10		24.45 (0.499)
5/5		154 (7.587)
7/7		145 (13.22)
12/12		27.01 (0.071)
4/4		2.635 (0.184)
11/11		6.238 (0.436)
9/9		6.62/6.62
Equal Frequency 19.49 (3.808)
7/7		1.369 (0.129)
7/7		2.026 (0.313)
3/3		4.106 (0.262)
8/8		0.795 (0.074)
5/5		38.84 (3.316)
12/12		19.65 (1.251)
5/5		12.43 (0.754)
9/9		1.9 (0.264)
10/13		3.06 (1.285)
12/12		24.63 (0.437)
7/7		157 (21.17)
11/11		140 (1.939)
4/4		30.49 (6.011)
12/12		2.693 (0.284)
12/12		6.335 (0.318)
11/11		8.44/8.62
Maximum Entropy 20.21 (3.022)
10/10		1.354 (0.207)
5/5		2.235 (0.453)
9/9		3.959 (0.338)
5/5		0.835 (0.142)
7/7		38.14 (5.353)
10/10		19.38 (0.257)
4/4		12.22 (0.066)
5/5		1.95 (0.312)
11/16		2.701 (0.4)
11/11		26.87 (4.951)
11/11		150 (3.079)
5/5		142 (3.13)
6/6		28.19 (2.285)
9/9		2.531 (0.193)
6/6		5.963 (0.545)
3/3		7.31/7.62
Paterson - Niblett 18.73 (3.056)
3/3		1.4 (0.245)
9/9		2.205 (0.476)
6/6		4.051 (0.3)
6/6		0.839 (0.108)
8/8		37.38 (2.165)
7/7		19.74 (1.203)
8/8		12.48 (0.75)
10/10		1.774 (0.103)
8/8		2.623 (1.146)
9/9		27.83 (4.598)
12/12		151 (3.098)
6/6		143 (2.739)
10/10		27.25 (1.617)
5/5		2.583 (0.192)
9/9		6.114 (0.874)
6/6		7.62/7.62
IEM 20.45 (2.995)
11/11		1.517 (0.32)
12/12		2.288 (0.57)
10/10		4.275 (0.169)
11/11		0.78 (0.069)
3/3		37.15 (2.388)
6/6		19.31 (0.209)
2/2		12.36 (0.725)
7/7		2.071 (0.384)
12/19		2.475 (0.429)
7/7		25.25 (1.657)
9/9		154 (10.68)
9/9		141 (2.731)
5/5		26.68 (0.067)
2/2		2.566 (0.344)
7/7		6.35 (0.332)
12/12		7.81/8.25
CADD 17.48 (3.406)
2/2		1.275 (0.189)
2/2		1.946 (0.305)
2/2		3.95 (0.789)
4/4		0.73 (0.115)
1/1		34.91 (5.333)
1/1		18.8 (0.51)
1/1		12.61 (1.422)
11/11		1.271 (0.163)
5/5		2.483 (0.279)
8/8		23.33 (0.313)
2/2		143 (1.462)
2/2		137 (19.83)
3/3		28.73 (2.912)
10/10		2.616 (0.18)
10/10		6.008 (0.942)
4/4		4.25/4.25
ModifiedChi2 16.86 (0.085)
1/1		1.154 (0.033)
1/1		1.794 (0.021)
1/1		3.446 (0.074)
1/1		0.792 (0.08)
4/4		35.59 (2.323)
2/2		19.73 (2.052)
7/7		12.3 (0.784)
6/6		1.824 (1.48)
9/10		2.452 (0.245)
6/6		25.01 (2.543)
8/8		149 (2.465)
3/3		137 (3.74)
2/2		27.95 (2.776)
8/8		2.507 (0.233)
4/4		6.299 (0.465)
10/10		4.56/4.62
CAIM 19.14 (3.076)
6/6		1.379 (0.192)
8/8		2.22 (0.384)
8/8		3.789 (0.517)
3/3		0.879 (0.172)
10/10		37 (2.326)
5/5		21.29 (3.179)
12/12		12.39 (0.737)
8/8		1.209 (0.167)
2/2		2.399 (0.201)
4/4		25.72 (1.953)
10/10		150 (2.933)
4/4		142 (3.3)
9/9		26.8 (0.266)
3/3		2.572 (0.342)
8/8		6.174 (0.518)
8/8		6.75/6.75
FCAIM 20.54 (3.091)
12/12		1.332 (0.162)
4/4		2.482 (0.441)
12/12		3.757 (0.326)
2/2		1.121 (0.912)
12/12		37.9 (2.93)
8/8		20.63 (2.974)
11/11		12.19 (0.099)
3/3		1.41 (0.209)
6/6		2.445 (0.183)
5/5		24.2 (0.463)
4/4		178 (35.59)
12/12		142 (3.346)
7/7		27.79 (2.19)
7/7		2.395 (0.129)
1/1		6.166 (0.525)
7/7		7.06/7.06
Khiops 19.58 (3.773)
9/9		1.418 (0.26)
10/10		2.185 (0.444)
5/5		4.052 (0.59)
7/7		0.854 (0.161)
9/9		38.24 (5)
11/11		20.17 (1.745)
10/10		12.16 (0.064)
2/2		1.702 (1.255)
7/7		2.349 (0.207)
2/2		24.55 (0.329)
6/6		155 (8.485)
10/10		143 (1.328)
11/11		28.97 (2.691)
11/11		2.524 (0.23)
5/5		6.064 (0.558)
5/5		7.5/7.5
MODL 18.81 (2.704)
4/4		1.361 (0.083)
6/6		2.212 (0.319)
7/7		4.148 (0.618)
9/9		0.767 (0.079)
2/2		38.13 (7.059)
9/9		19.96 (1.515)
9/9		11.84 (1.741)
1/1		1.145 (0.139)
1/1		2.387 (0.25)
3/3		22.18 (0.447)
1/1		136 (1.6)
1/1		126 (1.01)
1/1		24.93 (1.803)
1/1		2.501 (0.419)
3/3		5.535 (0.749)
1/1		3.69/3.69
CACC 19.55 (3.449)
8/8		1.418 (0.212)
11/11		2.301 (0.477)
11/11		4.377 (1.037)
12/12		0.826 (0.141)
6/6		36.51 (0.368)
3/3		19.7 (1.25)
6/6		14.11 (1.188)
12/12		1.226 (0.193)
3/3		2.325 (0.234)
1/1		24.19 (0.514)
3/3		154 (13.46)
8/8		142 (3.276)
8/8		27.27 (1.676)
6/6		2.472 (0.318)
2/2		5.934 (0.548)
2/2		6.38/6.38
LBR Equal Width 114426 (32687)
7/69		865 (87.28)
5/67		3828 (999)
11/73		17621 (6353)
5/67		495 (148)
11/73		985445 (318856)
5/67		442679 (115088)
3/65		9827 (1285)
5/67		318 (86.08)
9/71		1826 (348)
4/66		420727 (119005)
11/73		1887802 (298381)
8/70		2321761 (105191)
9/71		136000 (22315)
10/72		1372 (340)
7/69		11284 (1008)
9/71		7.44/69.44
Equal Frequency 119490 (22509)
10/72		837 (170)
3/65		2546 (325)
3/65		16358 (3977)
4/66		361 (75.54)
2/64		908842 (305631)
4/66		397286 (115802)
1/63		8128 (736)
1/63		154 (13.91)
1/63		1269 (222)
3/65		82504 (10731)
5/67		1836396 (262540)
7/69		2097503 (100452)
7/69		57158 (2274)
2/64		868 (68.49)
3/65		8415 (711)
2/64		3.62/65.62
Maximum Entropy 107214 (31310)
5/67		756 (74.52)
1/63		2300 (279)
1/63		12993 (2982)
1/63		407 (68.98)
5/67		667785 (157937)
1/63		527935 (112331)
8/70		8476 (901)
3/65		185 (32.84)
2/64		834 (137)
1/63		26663 (3730)
1/63		2264733 (309181)
10/72		3284122 (70607)
10/72		55831 (6695)
1/63		896 (118)
4/66		9048 (861)
3/65		3.56/65.56
Paterson - Niblett 130910 (24213)
12/74		1189 (301)
10/72		3920 (799)
12/74		24453 (7110)
11/73		505 (65.14)
12/74		1051876 (355215)
9/71		493031 (184144)
6/68		29899 (2537)
12/74		421 (150)
12/74		6525 (1998)
12/74		465986 (139392)
12/74		4863923 (457494)
12/74		6756078 (814576)
12/74		237500 (34417)
12/74		6848 (428)
12/74		13820 (1331)
11/73		11.19/73.19
IEM 97193 (16120)
3/65		1205 (277)
11/73		3336 (733)
7/69		24578 (6338)
12/74		359 (64.47)
1/63		1058587 (214932)
10/72		491601 (101273)
5/67		21385 (5014)
11/73		241 (37.04)
7/69		3886 (407)
8/70		213396 (34060)
6/68		2006351 (294659)
9/71		1789441 (49046)
3/65		90398 (7265)
6/68		1280 (539)
5/67		16871 (1610)
12/74		7.25/69.25
CADD 98697 (28202)
4/66		859 (206)
4/66		2449 (374)
2/64		13275 (3615)
2/64		377 (81.2)
3/65		729964 (169120)
2/64		616306 (70300)
11/73		8415 (1238)
2/64		409 (644)
11/73		911 (115)
2/64		47381 (8959)
3/65		2270495 (154976)
11/73		3350534 (377098)
11/73		58556 (3727)
3/65		24.78 (1.533)
1/26		9341 (1247)
4/66		4.75/64.44
ModifiedChi2 78935 (3907)
1/63		951 (147)
6/68		2571 (303)
4/66		22487 (4333)
7/69		409 (76.38)
6/68		1036514 (314194)
8/70		405450 (103082)
2/64		19483 (605)
9/71		265 (81.55)
8/70		2670 (792)
6/68		79650 (17128)
4/66		1297244 (54192)
2/64		1292938 (1042216)
2/64		176549 (6801)
11/73		1302 (255)
6/68		10192 (1101)
5/67		5.44/67.44
CAIM 115248 (24401)
8/70		1186 (222)
9/71		3312 (660)
6/68		23416 (6699)
9/71		419 (68.65)
7/69		1068905 (269125)
12/74		566849 (132825)
9/71		11662 (1435)
7/69		197 (24.8)
3/65		6257 (862)
11/73		261209 (69258)
9/71		1524831 (76257)
3/65		2037441 (168889)
6/68		94339 (9868)
7/69		5090 (959)
10/72		10838 (923)
7/69		7.69/69.69
FCAIM 118205 (30461)
9/71		1215 (213)
12/74		3377 (794)
8/70		23432 (6592)
10/72		455 (78.53)
9/71		1059542 (258519)
11/73		574660 (132875)
10/72		11349 (1161)
6/68		197 (27.3)
4/66		5851 (695)
10/72		243851 (43438)
8/70		1807337 (233766)
6/68		2036768 (158672)
5/67		94788 (11645)
8/70		4758 (733)
9/71		10615 (956)
6/68		8.19/70.19
Khiops 108065 (21205)
6/68		816 (134)
2/64		3095 (720)
5/67		14657 (2538)
3/65		383 (73.39)
4/66		738887 (217569)
3/65		623800 (87104)
12/74		9686 (644)
4/66		234 (27.27)
6/68		2341 (309)
5/67		29851 (5760)
2/64		1063435 (120985)
1/63		597318 (21667)
1/63		59394 (9072)
4/66		3505 (705)
8/70		4618 (461)
1/63		4.19/66.19
MODL 90267 (15639)
2/64		1064 (237)
7/69		3566 (759)
10/72		22535 (5354)
8/70		487 (57.83)
10/72		1007349 (192093)
7/69		496859 (123583)
7/69		15935 (2877)
8/70		372 (114)
10/72		2914 (531)
7/69		238639 (33077)
7/69		1753912 (217610)
5/67		2262224 (271586)
8/70		87506 (10660)
5/67		5547 (1474)
11/73		13540 (1752)
10/72		7.62/69.62
CACC 120221 (24121)
11/73		1123 (224)
8/70		3487 (679)
9/71		19636 (5820)
6/68		433 (86.24)
8/70		999769 (243104)
6/68		462614 (104380)
4/66		21076 (1145)
10/72		234 (34.12)
5/67		4221 (407)
9/71		267925 (68543)
10/72		1540159 (245794)
4/66		1889278 (83868)
4/66		95883 (9956)
9/71		404 (1227)
2/64		10933 (1444)
8/70		7.06/69.06
AODE Equal Width 116 (29.01)
9/43		3.321 (0.244)
1/14		4.749 (0.678)
6/19		21.37 (2.928)
6/20		1.735 (0.138)
8/20		150 (10.77)
9/24		71.29 (0.176)
4/17		30.58 (3.851)
4/16		1.877 (0.314)
2/11		14.73 (2.049)
9/25		46 (4.615)
6/18		463 (87.05)
8/24		924 (215)
10/37		133 (22.79)
9/32		30.7 (4.486)
10/40		23.46 (3.068)
8/21		6.81/23.81
Equal Frequency 95.67 (15.54)
5/39		3.668 (0.677)
5/18		4.848 (0.605)
8/21		21.13 (2.235)
3/16		1.617 (0.291)
7/19		143 (4.238)
5/19		73.88 (4.355)
8/21		31.3 (4.031)
6/18		1.9 (0.318)
4/14		14.41 (1.613)
8/24		67.85 (11.27)
9/37		460 (56.25)
7/23		789 (0.917)
2/16		147 (26.53)
11/44		24.35 (4.857)
8/23		23.51 (3.008)
9/22		6.56/23.38
Maximum Entropy 95.27 (12.93)
4/38		3.85 (0.688)
6/19		4.395 (0.606)
5/18		22.47 (6.403)
9/24		1.456 (0.15)
2/14		147 (7.545)
7/22		72.91 (4.359)
6/19		31.92 (4.756)
7/19		1.999 (0.361)
6/17		14.25 (1.574)
7/22		69.94 (4.848)
10/40		397 (33.81)
1/13		750 (35.71)
1/15		133 (1.86)
8/31		21.81 (0.152)
7/22		22.02 (3.724)
4/16		5.62/21.81
Paterson - Niblett 93.83 (11.39)
3/37		3.653 (0.755)
4/17		4.292 (0.719)
3/15		21.27 (2.082)
5/19		1.482 (0.151)
4/16		141 (1.769)
3/17		70.98 (0.579)
2/15		26.79 (2.337)
1/13		2.142 (0.408)
8/20		10.22 (0.489)
2/14		42.28 (6.231)
4/16		474 (44.63)
9/27		835 (37.1)
6/24		97.2 (12.17)
1/13		16.37 (0.772)
5/20		23.46 (3.078)
7/20		4.19/18.94
IEM 98.31 (14.24)
8/42		3.406 (0.374)
2/15		4.245 (0.447)
2/14		21.18 (3.737)
4/18		1.516 (0.271)
6/18		143 (7.212)
4/18		71.21 (0.721)
3/16		27.27 (3.893)
2/14		1.89 (0.272)
3/12		9.936 (0.58)
1/13		39.39 (3.164)
1/13		413 (13.62)
3/15		874 (33.19)
8/28		99.19 (12.01)
3/15		16.16 (0.545)
1/16		22.68 (3.545)
5/17		3.5/17.75
CADD 155 (33.49)
12/57		4.617 (0.98)
11/24		6.525 (1.277)
11/31		30.32 (6.836)
12/30		1.999 (0.481)
10/23		177 (0.341)
10/31		100 (21.49)
10/32		42.35 (5.63)
10/38		2.905 (0.254)
11/40		17.23 (2.678)
12/40		72.96 (7.815)
11/44		406 (27.63)
2/14		805 (207)
3/17		145 (17.51)
10/42		34.77 (3.87)
12/44		20.85 (4.265)
2/14		9.31/32.56
ModifiedChi2 116 (0.198)
10/44		3.85 (0.077)
7/20		5.003 (0.038)
9/22		22.99 (0.183)
10/25		2.199 (0.348)
12/29		193 (32.22)
11/35		101 (18.68)
11/33		178 (12.09)
12/60		4.21 (0.242)
12/55		15.6 (2.947)
10/31		79.32 (7.498)
12/49		2081 (126)
12/60		2993 (1950)
12/59		571 (123)
12/60		31.01 (3.329)
11/41		24.9 (0.085)
12/25		10.94/40.5
CAIM 93.7 (12.75)
2/36		3.47 (0.553)
3/16		4.835 (0.923)
7/20		19.5 (2.263)
1/14		1.877 (1.479)
9/21		149 (19.43)
8/23		74.24 (6.026)
9/22		29.2 (4.745)
3/15		1.911 (0.29)
5/15		11.04 (1.537)
6/19		39.9 (3.971)
2/14		439 (35.84)
6/20		829 (40.18)
5/21		101 (16.3)
5/17		16.18 (0.576)
3/18		23.43 (3.103)
6/19		5/19.38
FCAIM 93.13 (14.06)
1/34		3.993 (0.878)
8/21		5.406 (1.537)
10/23		21.76 (3.223)
7/21		1.506 (0.163)
5/17		140 (0.337)
1/15		72.11 (3.707)
5/18		30.96 (7.663)
5/17		2.005 (0.351)
7/18		10.47 (1.539)
4/17		43.12 (11.64)
5/17		435 (37.85)
5/18		822 (40.02)
4/19		97.97 (12.14)
2/14		16.18 (0.572)
2/17		24.16 (2.312)
11/24		5.12/19.38
Khiops 97.46 (14.69)
7/41		4.076 (0.575)
10/23		4.382 (0.658)
4/17		22.01 (4.725)
8/22		1.48 (0.153)
3/15		144 (5.366)
6/20		73.36 (4.7)
7/20		32.63 (6.653)
8/20		1.818 (0.164)
1/9		10.6 (0.404)
5/18		51.95 (10.28)
7/19		748 (52.25)
11/55		2492 (57.11)
11/58		116 (11.67)
7/21		16.26 (0.064)
4/19		23.82 (3.087)
10/23		6.81/25
MODL 142 (27.51)
11/53		5.27 (0.65)
12/25		7.065 (0.915)
12/44		28.8 (5.407)
11/28		2.124 (0.356)
11/26		199 (40.14)
12/37		110 (24.76)
12/38		34.16 (5.157)
9/21		2.727 (0.411)
10/30		16.91 (2.556)
11/38		59.64 (10.51)
8/24		489 (83.79)
10/29		921 (156)
9/36		99.38 (15.85)
4/16		30.16 (4.632)
9/38		19.55 (3.62)
1/13		9.5/31
CACC 96.23 (11.15)
6/40		3.996 (0.464)
9/22		4.232 (0.376)
1/13		20.76 (2.069)
2/15		1.359 (0.014)
1/13		141 (0.628)
2/16		70.81 (0.224)
1/14		149 (21.86)
11/56		2.192 (0.333)
9/21		10.34 (0.417)
3/16		40.26 (6.125)
3/15		422 (15.58)
4/16		864 (24.5)
7/27		103 (15.04)
6/18		19.66 (2.025)
6/21		21.96 (3.77)
3/15		4.62/21.12
HNB Equal Width 151 (50.72)
9/55		7.769 (1.069)
8/45		6.984 (0.941)
7/42		36.09 (6.335)
10/56		2.672 (0.844)
8/43		239 (18.41)
2/49		119 (13.82)
3/50		40.33 (5.952)
5/34		2.688 (0.423)
5/28		20.05 (4.807)
8/49		63.77 (7.174)
5/31		513 (114)
9/31		896 (214)
8/30		185 (44.97)
9/55		61.52 (16)
12/62		35.33 (6.235)
6/52		7.12/44.5
Equal Frequency 91.1 (6.923)
5/31		6.918 (0.567)
1/29		7.159 (0.764)
8/47		34.5 (4.649)
8/52		2.364 (0.35)
7/39		247 (24.63)
5/52		121 (14.08)
5/52		46.3 (7.21)
8/41		2.599 (0.331)
2/24		19.35 (3.405)
7/48		76.32 (11.31)
10/47		439 (19.2)
3/21		827 (1.432)
3/20		202 (42.58)
11/57		45.33 (2.2)
8/56		37.91 (4.069)
9/57		6.25/42.06
Maximum Entropy 85.35 (10.23)
1/27		8.002 (1.166)
9/46		6.901 (1.19)
6/41		34.1 (3.919)
7/49		2.154 (0.266)
3/27		252 (26.81)
10/57		138 (21.47)
10/57		39.38 (5.613)
2/26		2.632 (0.441)
3/25		20.5 (2.294)
9/50		72.75 (9.099)
9/43		433 (50.53)
1/17		742 (1.478)
1/13		186 (30.43)
10/56		46.66 (3.18)
9/57		32.49 (6.569)
3/42		5.81/39.56
Paterson - Niblett 90.19 (6.286)
4/30		7.169 (1.036)
2/31		6.385 (0.988)
4/28		32.58 (3.607)
5/40		2.326 (0.311)
6/35		244 (27.81)
3/50		128 (18.29)
8/55		36.61 (2.497)
1/22		2.791 (0.425)
9/35		15.64 (1.955)
2/33		58.07 (5.628)
1/22		468 (26.63)
5/25		854 (43.47)
6/25		144 (20.81)
5/41		28.2 (2.21)
2/33		37.87 (4.055)
8/56		4.44/35.06
IEM 93.03 (10.52)
7/33		7.672 (3.243)
7/44		5.984 (0.655)
1/25		31.8 (6.096)
2/36		2.211 (0.351)
4/31		235 (20.52)
1/48		118 (10.49)
2/49		39.56 (5.801)
3/30		2.448 (0.235)
1/23		14.2 (1.397)
1/21		65.42 (9.906)
6/34		438 (28.52)
2/19		913 (9.258)
9/34		140 (1.1)
3/37		25.24 (0.672)
1/28		35.08 (6.159)
4/50		3.38/33.88
CADD 199 (46.33)
11/60		10.23 (2.9)
11/59		8.024 (1.097)
11/57		46.79 (12.23)
11/60		2.981 (0.729)
9/45		330 (77.64)
12/61		161 (37.01)
12/60		60.72 (10.15)
10/53		3.556 (0.572)
10/47		29.63 (4.864)
12/61		79.54 (8.389)
11/50		524 (37.09)
10/33		812 (197)
2/18		129 (7.026)
1/27		60.02 (16.02)
11/61		35.22 (7.809)
5/51		9.31/50.19
ModifiedChi2 167 (0.433)
10/59		8.308 (0.141)
10/49		7.668 (0.018)
10/53		35.35 (0.327)
9/53		3.192 (0.552)
10/48		247 (114)
6/53		79.91 (4.315)
1/23		161 (2.451)
12/58		5.364 (0.071)
12/58		23.26 (5.091)
10/54		94.91 (19.18)
12/56		1784 (23.2)
12/59		2249 (1278)
11/54		496 (69.45)
12/58		38.39 (8.065)
7/48		39.34 (0.064)
11/60		9.69/52.69
CAIM 89.2 (11.28)
3/29		7.273 (1.039)
3/33		6.205 (0.754)
3/27		32.54 (4.034)
4/39		3.844 (3.237)
12/59		249 (33.3)
7/54		129 (20.71)
9/56		41.88 (5.462)
6/36		2.763 (0.437)
7/33		16.75 (1.467)
5/37		60.93 (6.904)
2/25		457 (28.29)
4/22		831 (2.133)
4/22		138 (0.547)
2/36		30.2 (1.434)
5/39		39.14 (0.024)
10/58		5.38/37.81
FCAIM 88.46 (11.24)
2/28		7.38 (1)
5/37		7.274 (1.267)
9/52		33.22 (5.484)
6/44		2.319 (0.298)
5/34		244 (39.52)
4/51		122 (16.85)
6/53		44.04 (9.004)
7/40		2.763 (0.432)
6/32		15.87 (1.901)
3/34		61.14 (6.857)
3/26		469 (64.23)
6/26		856 (53.6)
7/26		152 (27.86)
6/46		29.71 (2.73)
4/37		36.57 (5.435)
7/55		5.38/38.81
Khiops 91.13 (12.16)
6/32		7.366 (0.587)
4/35		6.742 (1.086)
5/38		31.71 (3.87)
1/35		2.079 (0.166)
1/24		252 (38.97)
8/55		120 (16.65)
4/51		40.04 (5.547)
4/31		2.666 (0.31)
4/26		16.49 (0.89)
4/36		65.97 (10.06)
7/35		651 (68.55)
11/46		2448 (162)
12/57		178 (27.62)
8/53		28.22 (2.215)
3/34		39.51 (0.116)
12/61		5.88/40.56
MODL 209 (44.6)
12/62		11.97 (1.817)
12/61		9.547 (1.89)
12/60		57.31 (6.898)
12/61		3.482 (0.473)
11/53		317 (63.32)
11/60		159 (31.77)
11/59		59.89 (12.53)
9/52		3.912 (0.669)
11/54		24.64 (5.362)
11/58		70.57 (0.12)
8/41		487 (122)
7/28		1017 (226)
10/42		161 (33.74)
7/48		48.56 (9.858)
10/58		31.92 (6.923)
2/40		9.75/52.31
CACC 93.33 (10.92)
8/35		7.401 (0.765)
6/38		6.119 (0.357)
2/26		31.96 (3.445)
3/38		2.119 (0.277)
2/25		252 (43.47)
9/56		124 (13.63)
7/54		137 (20.06)
11/55		2.764 (0.426)
8/34		16.91 (1.676)
6/39		63.5 (8.038)
4/30		493 (43.19)
8/30		833 (0.957)
5/23		141 (3.439)
4/38		31.79 (3.196)
6/42		31.44 (6.632)
1/39		5.62/37.62
AODEsr Equal Width 58.4 (8.966)
7/20		8.697 (1.22)
9/55		7.895 (0.676)
9/55		32.94 (4.066)
7/43		4.274 (0.585)
12/61		175 (26.12)
7/29		91.42 (7.772)
6/29		50.57 (5.253)
8/48		3.893 (0.329)
9/52		22.35 (3.239)
8/51		63.4 (13.06)
1/29		667 (77.95)
7/50		1284 (103)
5/48		135 (16.5)
7/33		50.08 (10.66)
11/59		29.73 (4.122)
5/31		7.38/43.31
Equal Frequency 63.64 (11.51)
12/25		9.012 (0.948)
11/57		7.084 (0.418)
4/46		34.45 (2.827)
10/51		4.146 (0.527)
11/60		181 (20.35)
9/32		88.24 (10.07)
4/27		48.92 (0.121)
4/44		4.474 (0.051)
10/56		22.86 (3.535)
10/53		115 (15.58)
11/60		656 (63.01)
6/49		1197 (40.67)
2/45		160 (13.72)
10/47		40.16 (3.869)
9/50		34.82 (4.869)
11/49		8.38/46.94
Maximum Entropy 56.82 (6.891)
4/17		8.951 (0.992)
10/56		7.898 (1.054)
10/56		33.71 (2.566)
9/47		3.597 (0.628)
7/55		146 (18.92)
2/21		81.97 (9.92)
1/24		50.54 (5.093)
7/47		3.503 (0.759)
4/45		22.72 (3.22)
9/52		122 (23.27)
12/61		622 (39.66)
2/44		1168 (58.3)
1/44		164 (13.27)
11/50		39.09 (3.694)
8/49		32.43 (5.049)
8/41		6.56/44.31
Paterson - Niblett 60.12 (10.27)
9/22		8.626 (1.44)
8/54		6.479 (0.801)
1/30		31.25 (1.498)
5/32		3.29 (0.658)
3/49		199 (21.57)
12/36		95 (14.53)
7/30		48.71 (5.376)
3/43		3.806 (0.454)
7/49		16.08 (1.756)
3/35		71.54 (15.23)
2/42		654 (27.67)
4/47		1283 (11.79)
4/47		124 (11.66)
5/25		24.76 (2.336)
3/25		27.01 (3.603)
2/27		4.88/37.06
IEM 56.97 (7.103)
5/18		8.594 (1.415)
7/53		7.187 (0.884)
5/48		22.33 (2.123)
2/23		2.645 (0.426)
1/42		175 (23.89)
6/28		105 (16.7)
10/35		38.09 (7.703)
1/24		2.435 (1.266)
1/22		13.4 (1.78)
1/20		74.4 (7.665)
3/46		630 (33.23)
3/45		1318 (52.2)
8/51		113 (2.976)
1/19		7.431 (2.888)
2/14		25.12 (3.912)
1/26		3.56/32.12
CADD 53.31 (7.875)
2/15		8.154 (1.476)
3/47		8.893 (1.255)
11/58		37.01 (4.923)
11/57		3.17 (0.593)
2/47		153 (25.28)
3/25		87.27 (13.63)
3/26		53.07 (8.24)
10/50		3.317 (0.63)
3/44		26 (4.395)
12/59		78.69 (8.295)
4/48		619 (33.4)
1/43		1230 (226)
3/46		136 (12.4)
8/34		52.12 (10.32)
12/60		31.19 (6.055)
7/35		5.94/43.38
ModifiedChi2 50.6 (2.114)
1/14		6.544 (0.226)
2/27		7.188 (0.192)
6/49		21.15 (1.282)
1/17		3.452 (0.67)
4/51		168 (25.74)
5/27		89.28 (6.054)
5/28		213 (47.22)
12/61		5.528 (0.059)
11/59		17.28 (8.421)
4/41		110 (11.06)
10/59		2391 (103)
12/61		4050 (2431)
12/61		662 (81.89)
12/61		7.271 (1.976)
1/13		33.42 (4.951)
10/44		6.75/42.06
CAIM 60.19 (6.57)
10/23		9.201 (0.949)
12/58		6.995 (1.073)
2/43		29.26 (2.705)
4/29		3.79 (0.744)
10/58		188 (26.2)
10/33		109 (15.66)
12/37		49.47 (5.267)
5/45		5.819 (6.305)
12/60		19.15 (1.424)
7/47		93.62 (14.28)
7/54		672 (16.01)
8/51		1287 (58.34)
6/49		123 (16.29)
4/24		34.1 (3.965)
4/43		32.51 (1.469)
9/43		7.62/43.56
FCAIM 59.43 (9.397)
8/21		8.537 (1.003)
6/52		7.273 (1.106)
7/51		27.95 (1.672)
3/26		3.603 (0.644)
8/56		193 (24.25)
11/34		99.2 (9.779)
8/31		49.52 (5.296)
6/46		3.761 (0.645)
6/48		18.79 (1.691)
6/46		89.58 (16.85)
6/52		687 (66.44)
10/53		1313 (39.33)
7/50		127 (19.19)
6/26		35.61 (2.428)
5/45		28.36 (4.759)
3/28		6.62/41.56
Khiops 63.55 (2.59)
11/24		8.338 (1.746)
4/50		7.691 (1.318)
8/54		33.55 (5.325)
8/45		3.629 (0.719)
9/57		135 (16.65)
1/14		83.1 (10.16)
2/25		48.08 (0.159)
2/42		3.833 (0.644)
8/50		18.24 (2.014)
5/45		94.68 (13.83)
8/55		837 (38.47)
11/57		3459 (182)
11/60		145 (17.11)
9/43		37.82 (4.287)
7/47		39.31 (3.45)
12/59		7.25/45.44
MODL 56.37 (8.213)
3/16		8.393 (1.243)
5/51		9.873 (1.423)
12/61		38.1 (7.754)
12/58		3.494 (0.702)
6/54		177 (29.71)
8/30		103 (18.91)
9/34		51.76 (12.9)
9/49		3.539 (0.79)
5/46		24.47 (4.058)
11/57		96.51 (6.924)
9/57		680 (41.23)
9/52		1363 (141)
10/53		116 (15.49)
2/20		43.2 (6.244)
10/53		29.58 (4.813)
4/30		7.75/45.06
CACC 57.51 (7.048)
6/19		6.212 (0.711)
1/26		7.079 (1.082)
3/45		32.94 (4.075)
6/42		3.454 (0.553)
5/52		163 (3.057)
4/26		107 (13.65)
11/36		161 (12.93)
11/57		2.993 (0.42)
2/43		14.31 (1.485)
2/23		86.39 (13.31)
5/51		654 (33.68)
5/48		1328 (1.899)
9/52		123 (14.26)
3/23		36.08 (3.633)
6/46		29.81 (4.834)
6/32		5.31/38.81
WAODE Equal Width 155 (44.22)
10/56		7.626 (1.067)
9/42		6.584 (0.535)
5/34		33.64 (3.459)
7/46		2.407 (0.128)
8/40		231 (8.408)
10/47		114 (4.223)
3/41		40.21 (4.857)
7/33		2.816 (0.352)
5/37		17.91 (2.05)
7/42		64.41 (8.36)
6/32		570 (52.21)
8/40		986 (294)
8/40		163 (37.02)
8/49		42.76 (9.839)
10/52		31.31 (5.643)
6/38		7.31/41.81
Equal Frequency 131 (10.96)
5/49		7.606 (0.972)
8/41		6.853 (0.902)
9/39		35.51 (4.271)
10/54		3.307 (3.311)
12/50		230 (5.432)
9/46		115 (2.314)
4/42		39.5 (5.246)
4/28		2.685 (0.164)
1/27		18.1 (1.679)
9/44		66.89 (2.698)
8/36		573 (56.71)
9/41		876 (0.504)
1/29		176 (37.17)
10/52		29.08 (1.294)
8/36		33.5 (4.611)
7/45		7.12/41.19
Maximum Entropy 138 (9.177)
8/52		7.629 (1.14)
10/43		6.862 (0.718)
10/40		33.78 (3.489)
8/48		2.267 (0.288)
5/33		227 (4.129)
5/42		117 (12.65)
10/48		42.52 (6.199)
9/39		2.935 (0.414)
8/41		18.01 (1.921)
8/43		69.79 (1.103)
10/39		532 (9.817)
2/34		915 (0.418)
5/35		178 (36.88)
11/54		28.3 (1.285)
7/35		29.14 (5.618)
1/29		7.31/40.94
Paterson - Niblett 137 (24.61)
7/51		7.362 (1.066)
4/34		6.645 (0.989)
7/36		31.84 (1.936)
5/37		2.518 (0.957)
9/41		230 (8.028)
7/44		117 (7.467)
9/47		40.12 (4.552)
6/32		2.73 (0.221)
3/31		15.27 (1.443)
3/28		57.95 (0.263)
1/20		565 (6.894)
7/39		992 (144)
9/41		137 (18.13)
5/35		24.4 (1.052)
1/24		31.29 (5.695)
5/37		5.5/36.06
IEM 129 (11.99)
2/46		6.951 (0.447)
2/30		6.611 (0.918)
6/35		34.3 (4.291)
9/50		2.201 (0.272)
3/30		227 (2.574)
4/41		116 (6.951)
8/46		39.47 (4.674)
3/27		2.858 (0.392)
6/38		14.82 (1.142)
1/26		59.01 (3.414)
3/23		543 (13.44)
3/35		975 (3.143)
7/39		132 (0.42)
3/29		25.9 (2.323)
6/32		34.55 (3.522)
8/46		4.62/35.81
CADD 142 (22.8)
9/54		6.566 (0.783)
1/28		5.874 (0.743)
1/24		28.76 (3.449)
1/27		1.963 (0.29)
1/22		215 (21.6)
1/38		114 (15.83)
2/40		37.8 (2.784)
1/23		3.866 (0.567)
10/51		26.54 (2.623)
12/60		73.51 (0.904)
11/45		514 (67)
1/32		953 (128)
6/38		121 (7.829)
1/22		44.99 (10.87)
12/55		30.24 (7.196)
2/33		4.5/37
ModifiedChi2 165 (0.191)
11/58		8.273 (1.143)
11/48		7.204 (0.027)
11/50		35.58 (0.052)
11/55		3.033 (0.535)
11/46		299 (54.89)
11/58		150 (27.46)
11/58		178 (42.31)
12/59		5.098 (0.453)
12/57		23.3 (4.043)
10/55		91.02 (19.49)
12/53		1563 (8.093)
12/58		2391 (1263)
12/56		516 (69.26)
12/59		41.64 (8.692)
9/51		35.71 (0.032)
11/53		11.19/54.62
CAIM 128 (6.811)
1/45		7.454 (0.883)
7/40		6.568 (0.987)
4/33		32.71 (2.896)
6/41		2.34 (0.321)
6/36		226 (1.879)
3/40		115 (5.639)
5/43		39.54 (2.799)
5/29		2.863 (0.306)
7/39		15.27 (0.823)
4/29		62.27 (7.144)
5/28		574 (47.8)
10/42		913 (70.04)
4/33		131 (0.24)
2/28		25.48 (0.099)
4/30		34.61 (3.467)
10/48		5.19/36.5
FCAIM 135 (13.36)
6/50		7.411 (0.883)
6/39		6.557 (0.532)
3/32		30.4 (1.628)
2/31		2.212 (0.184)
4/32		230 (14.8)
8/45		116 (6.218)
6/44		40.83 (7.052)
8/35		2.693 (0.197)
2/29		15.61 (1.657)
6/32		58 (0.399)
2/21		553 (20.43)
5/37		912 (69.17)
3/32		142 (24.43)
6/39		25.26 (1.915)
3/29		34.59 (3.492)
9/47		4.94/35.88
Khiops 131 (11.64)
4/48		7.267 (0.491)
3/32		6.689 (0.714)
8/37		31.4 (3.268)
3/33		2.349 (0.28)
7/37		228 (4.184)
6/43		116 (5.762)
7/45		39.16 (4.149)
2/25		2.793 (0.338)
4/36		14.96 (0.664)
2/27		64.6 (7.982)
7/33		724 (63.26)
11/54		2375 (64.02)
11/55		167 (30.62)
9/51		25.75 (2.59)
5/31		36 (0.043)
12/54		6.31/40.06
MODL 204 (42.51)
12/61		11.19 (1.15)
12/60		9.388 (1.637)
12/59		39.5 (7.732)
12/59		2.949 (0.594)
10/44		303 (62.94)
12/59		165 (36.42)
12/61		57.19 (10.06)
10/51		3.898 (0.628)
11/53		23.82 (4.479)
11/56		69.27 (8.394)
9/38		553 (65.21)
6/38		1029 (187)
10/43		144 (24.22)
7/40		44.33 (6.99)
11/54		30.47 (6.141)
3/34		10/50.62
CACC 131 (8.744)
3/47		7.379 (0.658)
5/36		6.454 (0.517)
2/29		31.44 (3.227)
4/34		2.194 (0.2)
2/28		225 (0.474)
2/39		113 (0.238)
1/39		132 (15.51)
11/54		2.978 (0.369)
9/42		15.39 (0.877)
5/30		61.45 (6.945)
4/27		552 (20.34)
4/36		897 (52.01)
2/31		132 (2.502)
4/30		25.15 (1.504)
2/27		31.28 (5.687)
4/36		4/35.31

References

[1] Abraham R, Simha JB, Iyengar S (2007) A comparative analysis of discretization methods for medical datamining with Naive Bayesian classifier. In: Proceedings of 9th Conf. Information Technology, pp 235-236
[2] Alpaydin E (1999) Combined 5 x 2 cv F Test for Comparing Supervised Classification Learning Algorithms. Neural Computation 11, pp 1885 - 1892
[3] Asuncion A, Newman DJ (2007) UCI Machine Learning Repository. Irvine, CA: Univ. of California, School of Information and Computer Science, http://www.ics.uci.edu/~mlearn/MLRepository.html
[4] Boulle M (2004) Khiops: A Statistical Discretization Method of Continuous Attributes. Machine Learning (55), pp 53 - 69
[5] Boulle M (2006) MODL: A Bayes optimal discretization method for continuous attributes. Machine Learning, 65 (1), pp 131-165
[6] Catlett J (1991) On changing continuous attributes into ordered discrete attributes. In: Proceedings of European Working Session on Learning, pp. 164-178
[7] Ching J, Wong A, Chan K. (1995) Class-Dependent Discretization for Inductive Learning from Continuous and Mixed Mode Data. IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 17 (7), pp 641-651
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