Answer To: Small project 1: Linear Regression Models No Attribute Selection Linear Regression Model FAULTS =...
Abr Writing answered on Mar 23 2021
FIT.arff
@relation FIT
@attribute NUMUORS numeric
@attribute NUMUANDS numeric
@attribute TOTOTORS numeric
@attribute TOTOPANDS numeric
@attribute VG numeric
@attribute NLOGIC numeric
@attribute LOC numeric
@attribute ELOC numeric
@attribute CLASS {nfp,fp}
@data
22,85,203,174,9,0,362,40,nfp
21,87,186,165,5,0,379,32,nfp
30,107,405,306,25,0,756,99,nfp
6,5,19,6,2,0,160,9,nfp
21,47,168,148,7,0,352,29,nfp
28,38,161,114,10,3,375,40,nfp
27,218,1522,1328,114,0,1026,310,nfp
21,78,156,135,5,0,300,27,nfp
6,13,55,38,1,0,291,21,nfp
7,6,19,8,2,0,135,9,nfp
22,83,168,145,6,0,317,30,nfp
5,3,14,6,1,0,144,7,nfp
22,37,115,95,8,0,164,21,nfp
9,9,32,13,3,0,201,14,nfp
26,26,90,64,10,0,166,24,nfp
24,35,120,83,6,4,151,25,nfp
26,82,313,275,12,0,293,44,nfp
14,50,130,108,8,0,291,27,nfp
6,5,19,6,2,0,144,9,nfp
4,9,34,27,1,0,237,13,nfp
31,172,1221,1104,35,4,1158,151,nfp
21,26,81,56,3,2,236,18,nfp
9,17,59,47,2,0,136,21,nfp
6,5,19,6,2,0,155,9,nfp
8,7,104,30,1,0,495,32,nfp
6,5,19,6,2,0,162,9,nfp
12,59,232,205,13,0,410,47,nfp
21,79,156,135,5,0,303,27,nfp
36,212,921,827,36,3,736,137,nfp
19,86,220,193,7,0,349,34,nfp
41,203,1285,1055,66,13,882,190,nfp
10,25,147,102,9,0,602,53,nfp
23,86,173,150,6,0,322,31,nfp
14,25,72,42,2,0,363,21,nfp
23,29,255,189,16,0,584,68,nfp
18,10,56,33,2,0,211,16,nfp
13,62,238,207,15,0,491,53,nfp
14,49,124,102,8,0,311,27,nfp
26,41,119,88,9,1,298,30,nfp
15,36,111,92,9,0,196,31,nfp
10,18,41,33,3,0,183,11,nfp
17,65,126,113,5,0,184,21,nfp
31,59,239,187,10,3,403,48,nfp
7,7,29,12,3,0,186,13,nfp
18,14,64,47,3,0,116,12,nfp
18,37,97,67,2,0,380,28,nfp
7,6,43,18,4,0,240,19,nfp
27,86,380,321,16,1,709,59,nfp
20,68,231,207,7,1,257,41,nfp
31,142,519,427,30,0,501,104,nfp
4,3,6,3,1,0,19,3,nfp
6,9,137,90,1,0,802,51,nfp
30,97,374,312,9,1,605,48,nfp
5,4,19,10,1,0,179,8,nfp
11,27,50,40,3,0,171,11,nfp
17,66,132,119,5,0,240,26,nfp
42,673,2194,1494,614,1,1992,687,nfp
18,44,242,159,7,7,671,52,nfp
5,2,7,2,1,0,104,3,nfp
11,6,17,9,3,0,108,6,nfp
4,3,11,4,1,0,141,5,nfp
12,19,138,93,3,0,664,44,nfp
6,7,93,60,1,0,623,35,nfp
5,4,31,9,1,0,328,13,nfp
5,2,10,4,1,0,129,5,nfp
35,171,1301,1154,50,9,1769,223,nfp
21,86,188,167,5,0,341,31,nfp
4,2,6,2,1,0,108,3,nfp
4,4,16,6,1,0,177,7,nfp
21,89,184,163,5,0,339,31,nfp
21,56,241,196,18,0,382,58,nfp
7,12,175,108,1,0,1137,65,nfp
19,89,267,240,7,0,368,40,nfp
23,137,492,459,68,0,483,99,nfp
9,12,153,87,7,0,638,58,nfp
18,37,129,82,9,3,533,36,nfp
5,5,27,12,1,0,257,13,nfp
9,10,105,59,5,0,486,40,nfp
24,82,404,307,30,0,718,94,nfp
18,34,100,64,3,0,315,27,nfp
6,5,19,6,2,0,162,9,nfp
11,14,150,98,2,0,779,50,nfp
6,5,19,6,2,0,155,9,nfp
21,98,193,172,5,0,352,31,nfp
22,98,220,198,14,0,349,37,nfp
5,14,99,60,1,0,603,38,nfp
18,37,79,65,4,0,152,15,nfp
5,8,59,35,1,0,362,23,nfp
6,8,71,25,6,0,361,31,nfp
6,11,113,40,9,0,581,49,nfp
10,20,42,31,1,0,77,7,nfp
21,90,178,157,5,0,347,30,nfp
7,8,20,12,1,0,105,8,nfp
6,5,18,7,2,0,169,9,nfp
21,90,191,170,5,0,346,32,nfp
6,5,19,6,2,0,157,9,nfp
6,22,46,43,1,0,158,12,nfp
23,32,90,64,7,2,202,23,nfp
4,2,6,2,1,0,94,3,nfp
6,9,35,10,2,0,286,17,nfp
5,7,46,20,1,0,396,21,nfp
24,109,250,216,12,0,415,46,nfp
22,66,229,191,7,2,477,46,nfp
18,60,159,135,8,0,287,26,nfp
8,8,27,12,1,0,192,11,nfp
24,104,238,211,20,0,333,45,nfp
20,44,122,101,11,0,364,33,nfp
30,111,509,442,8,12,686,74,nfp
28,110,362,318,16,0,361,54,nfp
33,206,940,872,77,0,816,173,nfp
25,39,141,116,12,0,224,39,nfp
19,41,170,135,10,0,306,38,nfp
26,189,772,705,60,0,494,140,nfp
37,63,330,258,18,5,477,56,nfp
31,248,1339,1202,80,0,1109,238,nfp
19,16,96,56,6,1,327,27,nfp
30,60,562,443,45,6,1001,105,nfp
36,115,350,252,18,0,909,83,nfp
21,83,163,142,5,0,306,28,nfp
22,103,401,360,12,0,585,64,nfp
7,20,55,26,1,0,538,24,nfp
18,57,163,137,4,0,300,33,nfp
4,2,6,2,1,0,99,3,nfp
6,16,69,45,8,0,190,23,nfp
6,6,30,18,4,0,128,11,nfp
6,13,79,52,9,0,194,26,nfp
10,8,131,84,5,2,631,44,nfp
21,10,49,15,4,4,118,17,nfp
4,9,41,16,1,0,383,17,nfp
13,34,154,121,14,0,540,45,nfp
25,112,303,246,7,1,886,66,nfp
4,4,11,4,1,0,114,5,nfp
8,11,19,15,1,0,106,6,nfp
20,63,311,259,10,10,603,52,fp
22,77,227,201,13,5,289,38,fp
36,308,1822,1637,63,13,1914,280,fp
39,178,1678,1433,45,1,1884,237,fp
30,56,241,205,15,9,306,54,fp
28,56,233,199,16,9,331,52,fp
63,409,2565,1980,185,20,4416,555,fp
46,232,1067,843,80,1,1632,233,fp
54,222,1168,889,39,12,1716,200,fp
26,97,304,254,5,1,687,51,fp
28,79,748,585,38,12,1398,163,fp
23,109,524,399,48,0,986,147,fp
21,152,817,723,17,7,1041,120,fp
26,47,226,181,10,2,457,53,fp
40,102,654,533,29,0,949,106,fp
22,117,324,298,4,1,382,49,fp
30,136,428,350,21,1,1043,83,fp
35,284,1335,1251,41,1,1267,184,fp
28,40,421,286,28,0,726,111,fp
85,446,3094,2637,225,3,2758,637,fp
29,131,515,457,22,0,445,83,fp
21,31,95,56,7,0,173,26,fp
31,148,422,350,23,0,619,76,fp
41,240,807,715,28,2,1014,135,fp
29,116,361,314,8,2,506,56,fp
31,130,375,283,25,0,515,77,fp
30,198,959,863,29,6,992,142,fp
36,132,444,326,16,0,447,84,fp
28,164,1084,892,43,0,1903,246,fp
42,147,686,584,28,5,1057,112,fp
18,143,458,402,19,0,743,77,fp
31,181,738,669,25,1,843,104,fp
27,154,1577,1308,94,6,2111,294,fp
29,92,838,693,42,0,1460,185,fp
38,189,1076,925,35,2,1479,169,fp
32,212,854,741,44,0,896,170,fp
24,420,3614,3243,7,0,2348,546,fp
46,351,1472,1365,58,3,1571,233,fp
62,386,5801,5029,221,42,6795,866,fp
56,781,5231,4706,343,10,6028,957,fp
25,150,871,704,16,8,1374,148,fp
43,308,2237,1797,109,15,2909,485,fp
31,122,410,315,19,0,899,69,fp
73,409,3325,2754,140,32,3329,671,fp
57,547,2204,2011,78,7,2491,322,fp
45,185,965,800,33,13,1912,179,fp
50,435,1811,1676,63,23,1665,268,fp
46,418,2647,2301,115,32,2042,365,fp
68,345,1997,1657,87,19,2228,396,fp
54,319,2238,1798,126,33,2579,463,fp
32,303,1085,990,34,4,1323,161,fp
61,453,2364,2023,74,58,3374,367,fp
42,318,1715,1477,52,17,3336,300,fp
66,1124,8606,7736,448,31,9163,1412,fp
63,633,4180,3748,145,30,3991,607,fp
project 3.docx
Introduction
In this analysis, we built a classification model, rather than a numeric prediction model. Therefore, it was necessary to convert the last column (FAULTS) of the FIT and TEST data sets from a numeric value to a class value which was done by replacing the FAULTS column with a new column called CLASS. The values in this column is all be either fp or nfp depending on the number of FAULTS for that instance. For any instance where the number of FAULTS is 2 or more, the class label was fp, for any instance where the number of FAULTS is less than 2, the class label was nfp.
Model Selection
A Logistic Regression model was the used on the FIT data and the Weka data mining tool. The model was tested on both the FIT and TEST data.
Results
FIT data
=== Classifier model (full training set) ===
Logistic Regression with ridge parameter of 1.0E-8
Coefficients...
Class
Variable nfp
=====================
NUMUORS -0.1126
NUMUANDS -0.0244
TOTOTORS -0.0018
TOTOPANDS 0.0109
VG 0.1022
NLOGIC -0.1269
LOC -0.0013
ELOC -0.0591
Intercept 6.773
Odds Ratios...
Class
Variable nfp
=====================
NUMUORS 0.8935
NUMUANDS 0.9759
TOTOTORS 0.9982
TOTOPANDS 1.011
VG 1.1076
NLOGIC 0.8808
LOC 0.9987
ELOC 0.9426
=== Summary ===
Correctly Classified Instances 166 88.2979 %
Incorrectly Classified Instances 22 11.7021 %
Kappa statistic 0.708
Mean absolute error 0.1497
Root mean squared error 0.277
Relative absolute error 36.0824 %
Root relative squared error 60.8809 %
Total Number of Instances 188
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0.940 0.255 0.899 0.940 0.919 0.710 0.959 0.983 nfp
0.745 0.060 0.837 0.745 0.788 0.710 0.959 0.912 fp
Weighted Avg. 0.883 0.198 0.881 0.883 0.881 0.710 0.959 0.962
=== Confusion Matrix ===
a b<-- classified as
125 8 | a = nfp
14 41 | b = fp
TEST data
=== Summary ===
Correctly Classified Instances 79 84.0426 %
Incorrectly Classified Instances 15 15.9574 %
Kappa statistic 0.6145
Mean absolute error 0.1837
Root mean squared error 0.3426
Relative absolute error 44.0427 %
Root relative squared error 74.9209 %
Total Number of Instances 94
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0.894 0.286 0.881 0.894 0.887 0.615 0.881 0.930 nfp
0.714 0.106 0.741 0.714 0.727 0.615 0.881 0.834 fp
Weighted Avg. 0.840 0.232 0.839 0.840 0.840 0.615 0.881 0.901
=== Confusion Matrix ===
a b<-- classified as
59 7 | a = nfp
8 20 | b = fp
Discussion
In the training dataset, we can see that the model classified 125 instances correctly as “nfp”, 8 instances of “nfp” as “fp”, 14 instances od “fp” as “nfp” and correctly classified 41 instances from “fp” class as “fp”. In the testing dataset, we can see that the model classified 59 instances correctly as “nfp”, 7 instances of “nfp” as “fp”, 8 instances od “fp” as “nfp” and correctly classified 20 instances from “fp” class as “fp”.
More number of data instances from the dataset were classified as class “nfp” which were actually from “fp” class than the number of data instances wrong classified as “fp” which were actually from “nfp”. This can be owed to the fact that the data was miss balanced with unequal number of data instances for both the classes “fp” and “nfp” in both the FIT and TEST dataset.
TEST.arff
@relation TEST
@attribute NUMUORS numeric
@attribute NUMUANDS numeric
@attribute TOTOTORS numeric
@attribute TOTOPANDS numeric
@attribute VG numeric
@attribute NLOGIC numeric
@attribute LOC numeric
@attribute ELOC numeric
@attribute CLASS {nfp,fp}
@data
6,12,127,45,10,0,641,55,nfp
5,5,41,12,1,0,407,17,nfp
23,28,95,66,4,2,241,20,nfp
5,5,35,20,1,0,254,14,nfp
6,10,43,26,1,0,264,17,nfp
3,6,25,6,1,0,279,13,nfp
15,21,47,32,5,1,122,12,nfp
6,11,155,96,1,0,915,58,nfp
36,159,1480,1275,41,1,1704,203,nfp
17,62,121,108,5,0,200,21,nfp
25,27,109,75,4,2,285,24,nfp
40,77,488,360,30,5,498,99,nfp
6,5,41,24,1,0,303,16,nfp
24,18,172,100,11,2,422,52,nfp
13,16,40,33,5,0,136,9,nfp
32,68,320,253,12,7,437,60,nfp
10,11,36,24,3,0,158,13,nfp
14,29,52,42,2,0,123,9,nfp
15,43,91,72,3,0,355,21,nfp
6,5,41,24,1,0,303,16,nfp
28,131,440,365,30,0,447,79,nfp
16,21,88,50,6,0,396,29,nfp
22,37,115,95,8,0,147,21,nfp
34,25,306,183,2,0,1170,96,nfp
17,65,126,113,5,0,182,21,nfp
12,13,54,34,6,0,336,20,nfp
23,96,189,163,7,0,284,31,nfp
18,50,118,103,5,0,195,21,nfp
13,20,76,53,3,0,300,23,nfp
21,80,159,138,5,0,297,28,nfp
4,9,15,12,1,0,128,6,nfp
6,15,111,72,13,0,248,38,nfp
4,9,27,24,1,0,174,10,nfp
31,186,860,766,25,0,1072,129,nfp
26,104,328,268,18,0,403,65,nfp
5,2,10,4,1,0,127,5,nfp
4,3,14,4,1,0,140,7,nfp
19,51,237,201,4,0,344,38,nfp
35,138,800,590,35,0,1656,149,nfp
21,91,186,165,5,0,337,30,nfp
27,103,356,307,37,0,445,75,nfp
18,95,238,217,18,0,343,42,nfp
24,95,357,275,38,1,443,70,nfp
30,99,634,510,10,0,866,84,nfp
4,11,62,45,1,0,404,24,nfp
8,12,155,90,7,0,556,59,nfp
7,5,16,8,2,0,170,7,nfp
17,65,125,112,5,0,208,21,nfp
20,81,221,184,15,2,427,46,nfp
21,59,425,356,9,0,427,80,nfp
8,8,33,14,1,0,216,13,nfp
17,71,345,283,19,0,812,87,nfp
10,13,44,30,2,0,194,14,nfp
13,23,150,81,1,1,675,48,nfp
33,66,221,166,14,4,531,46,nfp
18,30,197,158,15,1,362,46,nfp
18,17,95,57,6,1,329,27,nfp
19,40,107,75,8,0,276,27,nfp
1,1,4,1,1,0,23,2,nfp
25,49,146,102,13,0,529,45,nfp
4,2,6,2,1,0,91,3,nfp
4,2,6,2,1,0,96,3,nfp
6,11,66,42,8,0,177,23,nfp
23,86,173,151,7,0,293,31,nfp
21,123,595,437,85,0,719,125,nfp
32,145,831,733,22,1,1023,150,nfp
28,173,632,581,86,0,763,135,fp
37,188,1454,1300,71,0,1189,244,fp
34,135,1116,889,52,4,2108,246,fp
43,293,1413,1269,56,7,1425,217,fp
32,111,747,544,69,0,1103,199,fp
37,111,446,342,32,1,831,116,fp
42,142,793,635,53,1,1095,169,fp
25,39,349,278,16,0,674,67,fp
6,6,31,12,4,0,165,13,fp
30,149,627,469,28,0,1152,115,fp
35,149,675,527,34,0,894,140,fp
32,166,819,704,69,4,1302,149,fp
40,179,1477,1285,50,1,1775,248,fp
21,87,240,218,7,0,296,32,fp
42,276,3205,2852,95,25,3302,339,fp
48,172,821,622,70,12,874,174,fp
31,89,431,339,26,6,503,86,fp
31,408,2553,2281,31,0,2580,315,fp
52,313,1170,1038,47,1,1171,211,fp
88,450,2189,1703,127,23,2927,450,fp
29,141,363,307,19,1,727,80,fp
44,241,1239,1044,69,2,1448,225,fp
36,297,1234,1106,31,0,1066,137,fp
49,375,1645,1496,57,21,1404,242,fp
52,208,1134,814,58,2,1540,204,fp
55,363,2378,1933,109,20,2680,437,fp
53,430,3063,2668,108,23,2954,429,fp
72,737,5163,4603,169,25,4530,665,fp
project 2.xlsx
FIT
INTERCEPT NUMUORS NUMUANDS TOTOTORS TOTOPANDS VG NLOGIC LOC ELOC FAULTS M5 Greedy % NUMUORS % NUMUANDS % TOTOTORS % TOTOPANDS % VG % NLOGIC % LOC % ELOC % FAULTS % M5 % Greedy
1 22 85 203 174 9 0 362 40 0 1.4229 1.4283 25.8823529412 7.5622775801 2.3588194283 2.2492244054 1.4657980456 0 3.9506711776 2.8328611898 0 5.7295986986 5.7196059587
1 21 87 186 165 5 0 379 32 0 1.728 1.7465 24.7058823529 7.7402135231 2.1612828259 2.132885212 0.8143322476 0 4.1361999345 2.2662889518 0 6.9581464271 6.9938330931
1 30 107 405 306 25 0 756 99 0 1.6239 1.5671 35.2941176471 9.5195729537 4.7060190565 3.955532575 4.0716612378 0 8.2505729565 7.0113314448 0 6.5389664253 6.2754284799
1 6 5 19 6 2 0 160 9 0 -0.2409 -0.25 7.0588235294 0.4448398577 0.2207762026 0.0775594623 0.325732899 0 1.7461530067 0.6373937677 0 -0.9700332606 -1.0011212558
1 21 47 168 148 7 0 352 29 0 0.2746 0.3216 24.7058823529 4.1814946619 1.9521264234 1.9131334023 1.1400651466 0 3.8415366146 2.0538243626 0 1.1057332227 1.2878423835
1 28 38 161 114 10 3 375 40 0 0.2459 0.2655 32.9411764706 3.3807829181 1.8707878224 1.4736297828 1.6286644951 5.1724137931 4.0925461094 2.8328611898 0 0.9901667861 1.0631907737
1 27 218 1522 1328 114 0 1026 310 0 0.7781 0.6093 31.7647058824 19.3950177936 17.6853358122 17.1664943123 18.5667752443 0 11.1972061552 21.954674221 0 3.1331792448 2.4399327247
1 21 78 156 135 5 0 300 27 0 1.3349 1.357 24.7058823529 6.9395017794 1.8126888218 1.7450879007 0.8143322476 0 3.2740368875 1.9121813031 0 5.375248649 5.4340861765
1 6 13 55 38 1 0 291 21 0 0.2677 0.2258 7.0588235294 1.1565836299 0.6390890077 0.4912099276 0.1628664495 0 3.1758157809 1.4872521246 0 1.0779489575 0.9042127182
1 7 6 19 8 2 0 135 9 0 -0.3034 -0.3121 8.2352941176 0.5338078292 0.2207762026 0.1034126163 0.325732899 0 1.4733165994 0.6373937677 0 -1.2217023299 -1.2497997757
1 22 83 168 145 6 0 317 30 0 1.4298 1.4502 25.8823529412 7.384341637 1.9521264234 1.8743536711 0.9771986971 0 3.4595656444 2.1246458924 0 5.7573829638 5.8073041807
1 5 3 14 6 1 0 144 7 0 -0.2456 -0.2552 5.8823529412 0.2669039146 0.162677202 0.0775594623 0.1628664495 0 1.571537706 0.4957507082 0 -0.9889587746 -1.0219445779
1 22 37 115 95 8 0 164 21 0 -0.3905 -0.3422 25.8823529412 3.2918149466 1.336277016 1.228024819 1.3029315961 0 1.7898068318 1.4872521246 0 -1.5724283448 -1.3703347749
1 9 9 32 13 3 0 201 14 0 -0.2328 -0.2433 10.5882352941 0.8007117438 0.3718336045 0.1680455016 0.4885993485 0 2.1936047146 0.9915014164 0 -0.9374169492 -0.9742912062
1 26 26 90 64 10 0 166 24 0 -0.9603 -0.9157 30.5882352941 2.3131672598 1.0457820125 0.8273009307 1.6286644951 0 1.8116337444 1.6997167139 0 -3.8668449155 -3.6669069358
1 24 35 120 83 6 4 151 25 0 0.3432 0.3616 28.2352941176 3.1138790036 1.3943760167 1.0729058945 0.9771986971 6.8965517241 1.6479319 1.7705382436 0 1.3819651932 1.4480217844
1 26 82 313 275 12 0 293 44 0 0.6014 0.6715 30.5882352941 7.2953736655 3.6369974436 3.5548086867 1.9543973941 0 3.1976426934 3.1161473088 0 2.4216604521 2.6890116931
1 14 50 130 108 8 0 291 27 0 0.6837 0.69 16.4705882353 4.4483985765 1.5105740181 1.3960703206 1.3029315961 0 3.1758157809 1.9121813031 0 2.7530582825 2.763094666
1 6 5 19 6 2 0 144 9 0 -0.2697 -0.2804 7.0588235294 0.4448398577 0.2207762026 0.0775594623 0.325732899 0 1.571537706 0.6373937677 0 -1.0860023677 -1.1228576005
1 4 9 34 27 1 0 237 13 0 0.154 0.1293 4.7058823529 0.8007117438 0.3950732047 0.3490175801 0.1628664495 0 2.5864891411 0.9206798867 0 0.6201125867 0.5177799135
1 31 172 1221 1104 35 4 1158 151 0 3.0448 3.2513 36.4705882353 15.3024911032 14.1877759703 14.2709410548 5.7003257329 6.8965517241 12.6377823857 10.6940509915 0 12.2605117137 13.019782156
1 21 26 81 56 3 2 236 18 0 0.1022 0.1307 24.7058823529 2.3131672598 0.9412038113 0.7238883144 0.4885993485 3.4482758621 2.5755756848 1.2747875354 0 0.4115292621 0.5233861925
1 9 17 59 47 2 0 136 21 0 -0.0777 -0.121 10.5882352941 1.512455516 0.6855682082 0.607549121 0.325732899 0 1.4842300557 1.4872521246 0 -0.3128749869 -0.4845426878
1 6 5 19 6 2 0 155 9 0 -0.2499 -0.2595 7.0588235294 0.4448398577 0.2207762026 0.0775594623 0.325732899 0 1.6915857252 0.6373937677 0 -1.0062736066 -1.0391638635
1 8 7 104 30 1 0 495 32 0 0.2498 0.2125 9.4117647059 0.6227758007 1.2084592145 0.3877973113 0.1628664495 0 5.4021608643 2.2662889518 0 1.005870936 0.8509530674
1 6 5 19 6 2 0 162 9 0 -0.2373 -0.2462 7.0588235294 0.4448398577 0.2207762026 0.0775594623 0.325732899 0 1.7679799192 0.6373937677 0 -0.9555371222 -0.9859042127
1 12 59 232 205 13 0 410 47 0 0.9466 0.9322 14.1176470588 5.2491103203 2.6957936323 2.6499482937 2.1172638436 0 4.4745170796 3.328611898 0 3.8116790555 3.7329809387
1 21 79 156 135 5 0 303 27 0 1.3744 1.3963 24.7058823529 7.0284697509 1.8126888218 1.7450879007 0.8143322476 0 3.3067772564 1.9121813031 0 5.5343035008 5.5914624379
1 36 212 921 827 36 3 736 137 0 3.8821 3.94 42.3529411765 18.8612099644 10.7018359284 10.6902792141 5.8631921824 5.1724137931 8.0323038306 9.7025495751 0 15.6320719008 15.7776709915
1 19 86 220 193 7 0 349 34 0 1.5869 1.6135 22.3529411765 7.6512455516 2.5563560307 2.4948293692 1.1400651466 0 3.8087962458 2.4079320113 0 6.3899783363 6.461236585
1 41 203 1285 1055 66 13 882 190 0 3.8652 3.9866 48.2352941176 18.0604982206 14.9314431792 13.6375387797 10.7491856678 22.4137931034 9.6256684492 13.4560906516 0 15.5640205845 15.9642799936
1 10 25 147 102 9 0 602 53 0 0.6443 0.5643 11.7647058824 2.2241992883 1.7081106205 1.3185108583 1.4657980456 0 6.5699006875 3.7535410765 0 2.5944061013 2.2597308986
1 23 86 173 150 6 0 322 31 0 1.481 1.5018 27.0588235294 7.6512455516 2.0102254241 1.9389865564 0.9771986971 0 3.5141329259 2.1954674221 0 5.9635502654 6.0139356079
1 14 25 72 42 2 0 363 21 0 0.3106 0.3108 16.4705882353 2.2241992883 0.83662561 0.5429162358 0.325732899 0 3.9615846339 1.4872521246 0 1.2506946066 1.2445939452
1 23 29 255 189 16 0 584 68 0 -0.3995 -0.4248 27.0588235294 2.5800711744 2.9630490356 2.443123061 2.6058631922 0 6.3734584743 4.8158640227 0 -1.6086686908 -1.7011052379
1 18 10 56 33 2 0 211 16 0 -0.6627 -0.6412 21.1764705882 0.8896797153 0.6507088078 0.4265770424 0.325732899 0 2.3027392775 1.1331444759 0 -2.6684974753 -2.5676757969
1 13 62 238 207 15 0 491 53 0 1.0825 1.0587 15.2941176471 5.5160142349 2.7655124332 2.6758014478 2.4429967427 0 5.3585070392 3.7535410765 0 4.3589082797 4.2395482941
1 14 49 124 102 8 0 311 27 0 0.7018 0.707 16.4705882353 4.359430605 1.4408552173 1.3185108583 1.3029315961 0 3.3940849067 1.9121813031 0 2.825941645 2.8311709114
1 26 41 119 88 9 1 298 30 0 -0.0104 0.0207 30.5882352941 3.6476868327 1.3827562166 1.1375387797 1.4657980456 1.724137931 3.2522099749 2.1246458924 0 -0.0418777331 0.08289284
1 15 36 111 92 9 0 196 31 0 0.0178 -0.0029 17.6470588235 3.2028469751 1.2897978155 1.1892450879 1.4657980456 0 2.1390374332 2.1954674221 0 0.0716753509 -0.0116130066
1 10 18 41 33 3 0 183 11 0 -0.0492 -0.0422 11.7647058824 1.6014234875 0.4764118057 0.4265770424 0.4885993485 0 1.9971625014 0.7790368272 0 -0.1981138913 -0.168989268
1 17 65 126 113 5 0 184 21 0 0.9402 0.9556 20 5.7829181495 1.4640948176 1.4607032058 0.8143322476 0 2.0080759577 1.4872521246 0 3.7859081428 3.8266858882
1 31 59 239 187 10 3 403 48 0 0.687 0.7159 36.4705882353 5.2491103203 2.7771322333 2.4172699069 1.6286644951 5.1724137931 4.3981228855 3.3994334278 0 2.7663464094 2.8668108281
1 7 7 29 12 3 0 186 13 0 -0.2217 -0.2363 8.2352941176 0.6227758007 0.336974204 0.1551189245 0.4885993485 0 2.0299028702 0.9206798867 0 -0.8927205225 -0.946259811
1 18 14 64 47 3 0 116 12 0 -0.7761 -0.7378 21.1764705882 1.2455516014 0.7436672089 0.607549121 0.4885993485 0 1.2659609298 0.8498583569 0 -3.1251258345 -2.9545090501
1 18 37 97 67 2 0 380 28 0 0.5115 0.501 21.1764705882 3.2918149466 1.1271206135 0.8660806618 0.325732899 0 4.1471133908 1.9830028329 0 2.0596596629 2.0062469966
1 7 6 43 18 4 0 240 19 0 -0.2036 -0.2304 8.2352941176 0.5338078292 0.499651406 0.2326783868 0.651465798 0 2.61922951 1.3456090652 0 -0.81983716 -0.9226333494
1 27 86 380 321 16 1 709 59 0 1.3922 1.4814 31.7647058824 7.6512455516 4.415524053 4.1494312306 2.6058631922 1.724137931 7.7376405107 4.178470255 0 5.6059788517 5.9322441134
1 20 68 231 207 7 1 257 41 0 0.9731 0.9714 23.5294117647 6.0498220641 2.6841738322 2.6758014478 1.1400651466 1.724137931 2.8047582669 2.9036827195 0 3.9183867409 3.8899567516
1 31 142 519 427 30 0 501 104 0 1.838 1.8025 36.4705882353 12.6334519573 6.0306762724 5.5196483971 4.8859934853 0 5.4676416021 7.3654390935 0 7.401083989 7.2180842544
1 4 3 6 3 1 0 19 3 0 -0.4174 -0.4277 4.7058823529 0.2669039146 0.0697188008 0.0387797311 0.1628664495 0 0.2073556695 0.2124645892 0 -1.6807467122 -1.7127182444
1 6 9 137 90 1 0 802 51 0 0.9797 0.8901 7.0588235294 0.8007117438 1.5919126191 1.1633919338 0.1628664495 0 8.7525919459 3.611898017 0 3.9449629946 3.5643921192
1 30 97 374 312 9 1 605 48 0 1.6469 1.7573 35.2941176471 8.6298932384 4.3458052521 4.0330920372 1.4657980456 1.724137931 6.6026410564 3.3994334278 0 6.6315806428 7.0370815313
1 5 4 19 10 1 0 179 8 0 -0.157 -0.1656 5.8823529412 0.3558718861 0.2207762026 0.1292657704 0.1628664495 0 1.9535086762 0.566572238 0 -0.632192702 -0.6631427198
1 11 27 50 40 3 0 171 11 0 0.1602 0.1703 12.9411764706 2.4021352313 0.580990007 0.5170630817 0.4885993485 0 1.8662010259 0.7790368272 0 0.6450781583 0.6819637995
1 17 66 132 119 5 0 240 26 0 1.0839 1.083 20 5.871886121 1.5338136184 1.538262668 0.8143322476 0 2.61922951 1.8413597734 0 4.3645456669 4.3368572802
1 42 673 2194 1494 614 1 1992 687 0 -1.0591 -1.0427 49.4117647059 59.8754448399 25.4938415059 19.3123061013 100 1.724137931 21.7396049329 48.6543909348 0 -4.2646833802 -4.1754765337
1 18 44 242 159 7 7 671 52 0 2.2998 2.2777 21.1764705882 3.9145907473 2.8119916337 2.0553257497 1.1400651466 12.0689655172 7.3229291717 3.6827195467 0 9.260616408 9.1210155374
1 5 2 7 2 1 0 104 3 0 -0.3528 -0.3501 5.8823529412 0.1779359431 0.081338601 0.0258531541 0.1628664495 0 1.1349994543 0.2124645892 0 -1.4206215622 -1.4019702066
1 11 6 17 9 3 0 108 6 0 -0.6052 -0.5857 12.9411764706 0.5338078292 0.1975366024 0.1163391934 0.4885993485 0 1.1786532795 0.4249291785 0 -2.4369619315 -2.3454268781
1 4 3 11 4 1 0 141 5 0 -0.2013 -0.2064 4.7058823529 0.2669039146 0.1278178015 0.0517063082 0.1628664495 0 1.5387973371 0.3541076487 0 -0.8105757383 -0.8265257088
1 12 19 138 93 3 0 664 44 0 0.6506 0.6052 14.1176470588 1.6903914591 1.6035324192 1.2021716649 0.4885993485 0 7.2465349776 3.1161473088 0 2.6197743434 2.4235143361
1 6 7 93 60 1 0 623 35 0 0.6281 0.5752 7.0588235294 0.6227758007 1.080641413 0.7755946225 0.1628664495 0 6.7990832697 2.4787535411 0 2.5291734785 2.3033797854
1 5 4 31 9 1 0 328 13 0 0.1038 0.0923 5.8823529412 0.3558718861 0.3602138043 0.1163391934 0.1628664495 0 3.5796136636 0.9206798867 0 0.4179719902 0.3696139676
1 5 2 10 4 1 0 129 5 0 -0.3059 -0.3089 5.8823529412 0.1779359431 0.1161980014 0.0517063082 0.1628664495 0 1.4078358616 0.3541076487 0 -1.2317690926 -1.2369854237
1 35 171 1301 1154 50 9 1769 223 0 4.5496 4.5563 41.1764705882 15.2135231317 15.1173599814 14.9172699069 8.1433224756 15.5172413793 19.3059041799 15.7932011331 0 18.3198975606 18.2456351113
1 21 86 188 167 5 0 341 31 0 1.6151 1.6365 24.7058823529 7.6512455516 2.1845224262 2.1587383661 0.8143322476 0 3.7214885954 2.1954674221 0 6.5035314204 6.5533397405
1 4 2 6 2 1 0 108 3 0 -0.2913 -0.2922 4.7058823529 0.1779359431 0.0697188008 0.0258531541 0.1628664495 0 1.1786532795 0.2124645892 0 -1.172979198 -1.1701105238
1 4 4 16 6 1 0 177 7 0 -0.1059 -0.1149 4.7058823529 0.3558718861 0.1859168022 0.0775594623 0.1628664495 0 1.9316817636 0.4957507082 0 -0.426428071 -0.4601153292
1 21 89 184 163 5 0 339 31 0 1.7246 1.7419 24.7058823529 7.9181494662 2.1380432257 2.1070320579 0.8143322476 0 3.6996616829 2.1954674221 0 6.9444556297 6.975412462
1 21 56 241 196 18 0 382 58 0 0.1742 0.157 24.7058823529 4.9822064057 2.8003718336 2.5336091003 2.9315960912 0 4.1689403034 4.1076487252 0 0.7014520299 0.6287041486
1 7 12 175 108 1 0 1137 65 0 1.6008 1.4994 8.2352941176 1.0676156584 2.0334650244 1.3960703206 0.1628664495 0 12.4085998036 4.6033994334 0 6.4459495373 6.0043248438
1 19 89 267 240 7 0 368 40 0 1.6265 1.6517 22.3529411765 7.9181494662 3.1024866372 3.1023784902 1.1400651466 0 4.0161519153 2.8328611898 0 6.5494358586 6.6142079129
1 23 137 492 459 68 0 483 99 0 0.6822 0.762 27.0588235294 12.1886120996 5.7169416686 5.9332988625 11.0749185668 0 5.2711993888 7.0113314448 0 2.7470182249 3.0514175877
1 9 12 153 87 7 0 638 58 0 0.4006 0.2989 10.5882352941 1.0676156584 1.7778294213 1.1246122027 1.1400651466 0 6.962785114 4.1076487252 0 1.6130980664 1.1969405734
1 18 37 129 82 9 3 533 36 0 1.1158 1.115 21.1764705882 3.2918149466 1.498954218 1.0599793175 1.4657980456 5.1724137931 5.8168722034 2.5495750708 0 4.4929975598 4.4650008009
1 5 5 27 12 1 0 257 13 0 0.0209 -0.0006 5.8823529412 0.4448398577 0.3137346038 0.1551189245 0.1628664495 0 2.8047582669 0.9206798867 0 0.0841581368 -0.002402691
1 9 10 105 59 5 0 486 40 0 0.1728 0.1111 10.5882352941 0.8896797153 1.2200790146 0.7626680455 0.8143322476 0 5.3039397577 2.8328611898 0 0.6958146427 0.4448982861
1 24 82 404 307 30 0 718 94 0 0.8043 0.7777 28.2352941176 7.2953736655 4.6943992563 3.968459152 4.8859934853 0 7.8358616174 6.657223796 0 3.2386789186 3.1142880026
1 18 34 100 64 3 0 315 27 0 0.2419 0.2367 21.1764705882 3.024911032 1.1619800139 0.8273009307 0.4885993485 0 3.4377387319 1.9121813031 0 0.9740599657 0.947861605
1 6 5 19 6 2 0 162 9 0 -0.2373 -0.2462 7.0588235294 0.4448398577 0.2207762026 0.0775594623 0.325732899 0 1.7679799192 0.6373937677 0 -0.9555371222 -0.9859042127
1 11 14 150 98 2 0 779 50 0 0.7735 0.7124 12.9411764706 1.2455516014 1.7429700209 1.2668045502 0.325732899 0 8.5015824512 3.5410764873 0 3.1146564013 2.8527951305
1 6 5 19 6 2 0 155 9 0 -0.2499 -0.2595 7.0588235294 0.4448398577 0.2207762026 0.0775594623 0.325732899 0 1.6915857252 0.6373937677 0 -1.0062736066 -1.0391638635
1 21 98 193 172 5 0 352 31 0 2.0306 2.0501 24.7058823529 8.71886121 2.2426214269 2.2233712513 0.8143322476 0 3.8415366146 2.1954674221 0 8.1766273929 8.2095947461
1 22 98 220 198 14 0 349 37 0 1.5959 1.6362 25.8823529412 8.71886121 2.5563560307 2.5594622544 2.2801302932 0 3.8087962458 2.6203966006 0 6.4262186823 6.552138395
1 5 14 99 60 1 0 603 38 0 0.8812 0.808 5.8823529412 1.2455516014 1.1503602138 0.7755946225 0.1628664495 0 6.5808141438 2.6912181303 0 3.5483325414 3.2356238988
1 18 37 79 65 4 0 152 15 0 0.0103 0.0382 21.1764705882 3.2918149466 0.917964211 0.8402275078 0.651465798 0 1.6588453563 1.0623229462 0 0.0414750626 0.1529713279
1 5 8 59 35 1 0 362 23 0 0.2758 0.2325 5.8823529412 0.7117437722 0.6855682082 0.4524301965 0.1628664495 0 3.9506711776 1.6288951841 0 1.1105652689 0.9310427679
1 6 8 71 25 6 0 361 31 0 0.044 -0.0113 7.0588235294 0.7117437722 0.8250058099 0.3231644261 0.9771986971 0 3.9397577213 2.1954674221 0 0.1771750248 -0.0452506808
1 6 11 113 40 9 0 581 49 0 0.4073 0.3182 7.0588235294 0.9786476868 1.3130374158 0.5170630817 1.4657980456 0 6.3407181054 3.4702549575 0 1.6400769906 1.2742271344
1 10 20 42 31 1 0 77 7 0 -0.1201 -0.1111 11.7647058824 1.7793594306 0.4880316059 0.4007238883 0.1628664495 0 0.8403361345 0.4957507082 0 -0.4836072835 -0.4448982861
1 21 90 178 157 5 0 347 30 0 1.7843 1.8033 24.7058823529 8.0071174377 2.0683244248 2.0294725957 0.8143322476 0 3.7869693332 2.1246458924 0 7.1848499247 7.2212878424
1 7 8 20 12 1 0 105 8 0 -0.2597 -0.2703 8.2352941176 0.7117437722 0.2323960028 0.1551189245 0.1628664495 0 1.1459129106 0.566572238 0 -1.0457353166 -1.0824123018
1 6 5 18 7 2 0 169 9 0 -0.222 -0.2308 7.0588235294 0.4448398577 0.2091564025 0.0904860393 0.325732899 0 1.8443741133 0.6373937677 0 -0.893928534 -0.9242351434
1 21 90 191 170 5 0 346 32 0 1.7574 1.7741 24.7058823529 8.0071174377 2.2193818266 2.1975180972 0.8143322476 0 3.7760558769 2.2662889518 0 7.0765315573 7.1043568797
1 6 5 19 6 2 0 157 9 0 -0.2463 -0.2557 7.0588235294 0.4448398577 0.2207762026 0.0775594623 0.325732899 0 1.7134126378 0.6373937677 0 -0.9917774682 -1.0239468204
1 6 22 46 43 1 0 158 12 0 0.3145 0.2944 7.0588235294 1.9572953737 0.5345108064 0.5558428128 0.1628664495 0 1.7243260941 0.8498583569 0 1.2663987566 1.1789203908
1 23 32 90 64 7 2 202 23 0 -0.0057 0.0176 27.0588235294 2.846975089 1.0457820125 0.8273009307 1.1400651466 3.4482758621 2.2045181709 1.6288951841 0 -0.0229522191 0.0704789364
1 4 2 6 2 1 0 94 3 1 -0.3165 -0.3188 4.7058823529 0.1779359431 0.0697188008 0.0258531541 0.1628664495 0 1.0258648914 0.2124645892 3.4482758621 -1.2744521668 -1.2766298254
1 6 9 35 10 2 0 286 17 1 0.1191 0.0902 7.0588235294 0.8007117438 0.4066930049 0.1292657704 0.325732899 0 3.1212484994 1.2039660057 3.4482758621 0.4795805784 0.3612045491
1 5 7 46 20 1 0 396 21 1 0.328 0.2908 5.8823529412 0.6227758007 0.5345108064 0.2585315408 0.1628664495 0 4.3217286915 1.4872521246 3.4482758621 1.3207592755 1.1645042448
1 24 109 250 216 12 0 415 46 1 2.025 2.0392 28.2352941176 9.6975088968 2.9049500349 2.7921406412 1.9543973941 0 4.529084361 3.2577903683 3.4482758621 8.1540778443 8.1659458594
1 22 66 229 191 7 2 477 46 1 1.44 1.4388 25.8823529412 5.871886121 2.6609342319 2.4689762151 1.1400651466 3.4482758621 5.2057186511 3.2577903683 3.4482758621 5.7984553559 5.7616530514
1 18 60 159 135 8 0 287 26 1 0.7278 0.7647 21.1764705882 5.3380782918 1.8475482222 1.7450879007 1.3029315961 0 3.1321619557 1.8413597734 3.4482758621 2.9306359778 3.0622296973
1 8 8 27 12 1 0 192 11 1 -0.1586 -0.1679 9.4117647059 0.7117437722 0.3137346038 0.1551189245 0.1628664495 0 2.095383608 0.7790368272 3.4482758621 -0.6386354302 -0.6723530354
1 24 104 238 211 20 0 333 45 1 1.4367 1.471 28.2352941176 9.2526690391 2.7655124332 2.7275077559 3.2573289902 0 3.6341809451 3.1869688385 3.4482758621 5.7851672291 5.8905974692
1 20 44 122 101 11 0 364 33 1 0.2409 0.2536 23.5294117647 3.9145907473 1.417615617 1.3055842813 1.7915309446 0 3.9724980901 2.3371104816 3.4482758621 0.9700332606 1.0155374019
1 30 111 509 442 8 12 686 74 1 4.4037 4.4286 35.2941176471 9.8754448399 5.914478271 5.7135470527 1.3029315961 20.6896551724 7.486631016 5.2407932011 3.4482758621 17.7324012853 17.7342623739
1 28 110 362 318 16 0 361 54 1 1.3443 1.4074 32.9411764706 9.7864768683 4.2063676505 4.1106514995 2.6058631922 0 3.9397577213 3.8243626062 3.4482758621 5.4130996771 5.6359122217
1 33 206 940 872 77 0 816 173 1 1.9441 1.987 38.8235294118 18.3274021352 10.9226121311 11.271975181 12.5407166124 0 8.905380334 12.2521246459 3.4482758621 7.828317401 7.9569117412
1 25 39 141 116 12 0 224 39 1 -0.4981 -0.495 29.4117647059 3.4697508897 1.6383918197 1.4994829369 1.9543973941 0 2.4446142093 2.7620396601 3.4482758621 -2.0057018144 -1.9822200865
1 19 41 170 135 10 0 306 38 1 0.0184 0.0237 22.3529411765 3.6476868327 1.9753660237 1.7450879007 1.6286644951 0 3.3395176252 2.6912181303 3.4482758621 0.074091374 0.0949062951
1 26 189 772 705 60 0 494 140 1 2.067 2.0671 30.5882352941 16.8149466192 8.9704857076 9.1132368149 9.7719869707 0 5.3912474081 9.9150141643 3.4482758621 8.3231994588 8.2776709915
1 37 63 330 258 18 5 477 56 1 0.5675 0.6586 43.5294117647 5.6049822064 3.834534046 3.3350568769 2.9315960912 8.6206896552 5.2057186511 3.9660056657 3.4482758621 2.2851551489 2.6373538363
1 31 248 1339 1202 80 0 1109 238 1 3.143 3.1123 36.4705882353 22.0640569395 15.5589123867 15.537745605 13.0293159609 0 12.1030230274 16.8555240793 3.4482758621 12.6559341553 12.4631587378
1 19 16 96 56 6 1 327 27 1 -0.2908 -0.2774 22.3529411765 1.4234875445 1.1155008134 0.7238883144 0.9771986971 1.724137931 3.5687002074 1.9121813031 3.4482758621 -1.1709658455 -1.1108441454
1 30 60 562 443 45 6 1001 105 1 0.5957 0.7025 35.2941176471 5.3380782918 6.5303276784 5.7264736298 7.328990228 10.3448275862 10.9243697479 7.4362606232 3.4482758621 2.398708233 2.8131507288
1 36 115 350 252 18 0 909 83 1 2.1914 2.1888 42.3529411765 10.231316726 4.0669300488 3.2574974147 2.9315960912 0 9.9203317691 5.8781869688 3.4482758621 8.8241215743 8.7650168188
1 21 83 163 142 5 0 306 28 1 1.5023 1.5217 24.7058823529 7.384341637 1.8940274227 1.83557394 0.8143322476 0 3.3395176252 1.9830028329 3.4482758621 6.0493190842 6.0936248598
1 22 103 401 360 12 0 585 64 1 1.9119 1.9399 25.8823529412 9.1637010676 4.6595398559 4.6535677353 1.9543973941 0 6.3843719306 4.5325779037 3.4482758621 7.6986574965 7.7683004966
1 7 20 55 26 1 0 538 24 1 0.9144 0.8821 8.2352941176 1.7793594306 0.6390890077 0.3360910031 0.1628664495 0 5.8714394849 1.6997167139 3.4482758621 3.682019151 3.532356239
1 18 57 163 137 4 0 300 33 1 0.8219 0.815 21.1764705882 5.0711743772 1.8940274227 1.7709410548 0.651465798 0 3.2740368875 2.3371104816 3.4482758621 3.3095489285 3.2636552939
1 4 2 6 2 1 0 99 3 1 -0.3075 -0.3093 4.7058823529 0.1779359431 0.0697188008 0.0258531541 0.1628664495 0 1.0804321729 0.2124645892 3.4482758621 -1.2382118208 -1.2385872177
1 6 16 69 45 8 0 190 23 1 -0.1 -0.1306 7.0588235294 1.4234875445 0.8017662096 0.5816959669 1.3029315961 0 2.0735566954 1.6288951841 3.4482758621 -0.4026705108 -0.522985744
1 6 6 30 18 4 0 128 11 1 -0.3585 -0.3677 7.0588235294 0.5338078292 0.3485940042 0.2326783868 0.651465798 0 1.3969224053 0.7790368272 3.4482758621 -1.4435737813 -1.472449143
1 6 13 79 52 9 0 194 26 1 -0.2443 -0.2785 7.0588235294 1.1565836299 0.917964211 0.6721820062 1.4657980456 0 2.1172105206 1.8413597734 3.4482758621 -0.983724058 -1.115249079
1 10 8 131 84 5 2 631 44 1 0.6876 0.6342 11.7647058824 0.7117437722 1.5221938183 1.0858324716 0.8143322476 3.4482758621 6.88639092 3.1161473088 3.4482758621 2.7687624325 2.5396444017
1 21 10 49 15 4 4 118 17 1 -0.1878 -0.18 24.7058823529 0.8896797153 0.5693702068 0.1938986556 0.651465798 6.8965517241 1.2877878424 1.2039660057 3.4482758621 -0.7562152193 -0.7208073042
1 4 9 41 16 1 0 383 17 1 0.4179 0.392 4.7058823529 0.8007117438 0.4764118057 0.2068252327 0.1628664495 0 4.1798537597 1.2039660057 3.4482758621 1.6827600647 1.5697581291
1 13 34 154 121 14 0 540 45 1 0.4399 0.4211 15.2941176471 3.024911032 1.7894492215 1.5641158221 2.2801302932 0 5.8932663975 3.1869688385 3.4482758621 1.7713475771 1.6862886433
1 25 112 303 246 7 1 886 66 1 3.2783 3.2527 29.4117647059 9.9644128114 3.5207994422 3.1799379524 1.1400651466 1.724137931 9.6693222744 4.6742209632 3.4482758621 13.2007473565 13.025388435
1 4 4 11 4 1 0 114 5 1 -0.2158 -0.2241 4.7058823529 0.3558718861 0.1278178015 0.0517063082 0.1628664495 0 1.2441340172 0.3541076487 3.4482758621 -0.8689629624 -0.8974050937
1 8 11 19 15 1 0 106 6 1 -0.2145 -0.2137 9.4117647059 0.9786476868 0.2207762026 0.1938986556 0.1628664495 0 1.1568263669 0.4249291785 3.4482758621 -0.8637282457 -0.8557584495
1 20 63 311 259 10 10 603 52 2 3.0599 3.0709 23.5294117647 5.6049822064 3.6137578434 3.347983454 1.6286644951 17.2413793103 6.5808141438 3.6827195467 6.8965517241 12.3213149608 12.2973730578
1 22 77 227 201 13 5 289 38 2 1.8546 1.8796 25.8823529412 6.8505338078 2.6376946317 2.5982419855 2.1172638436 8.6206896552 3.1539888683 2.6912181303 6.8965517241 7.4679272938 7.5268300497
1 36 308 1822 1637 63 13 1914 280 2 8.673 8.6898 42.3529411765 27.4021352313 21.1712758541 21.1608066184 10.2605863192 22.4137931034 20.8883553421 19.8300283286 6.8965517241 34.9236134041 34.7981739548
1 39 178 1678 1433 45 1 1884 237 2 2.3318 2.5236 45.8823529412 15.8362989324 19.498024634 18.5237849018 7.328990228 1.724137931 20.5609516534 16.7847025496 6.8965517241 9.3894709715 10.1057184046
1 30 56 241 205 15 9 306 54 2 1.5717 1.5591 35.2941176471 4.9822064057 2.8003718336 2.6499482937 2.4429967427 15.5172413793 3.3395176252 3.8243626062 6.8965517241 6.3287724187 6.2433925997
1 28 56 233 199 16 9 331 52 2 1.6943 1.6861 32.9411764706 4.9822064057 2.7074134325 2.5723888314 2.6058631922 15.5172413793 3.6123540325 3.6827195467 6.8965517241 6.822446465 6.7519621977
1 63 409 2565 1980 185 20 4416 555 2 11.5413 11.3257 74.1176470588 36.3879003559 29.8047873577 25.594622544 30.1302931596 34.4827586207 48.1938229837 39.3059490085 6.8965517241 46.4734116662 45.3535960276
1 46 232 1067 843 80 1 1632 233 2 3.6861 3.6254 54.1176470588 20.640569395 12.3983267488 10.8971044467 13.0293159609 1.724137931 17.8107606679 16.5014164306 6.8965517241 14.8428376996 14.5178600032
1 54 222 1168 889 39 12 1716 200 2 6.5019 6.5298 63.5294117647 19.7508896797 13.5719265629 11.4917269907 6.3517915309 20.6896551724 18.7274909964 14.164305949 6.8965517241 26.1812339435 26.1484863047
1 26 97 304 254 5 1 687 51 2 2.3537 2.3877 30.5882352941 8.6298932384 3.5324192424 3.2833505688 0.8143322476 1.724137931 7.4975444723 3.611898017 6.8965517241 9.4776558134 9.56150889
1 28 79 748 585 38 12 1398 163 2 3.381 3.2897 32.9411764706 7.0284697509 8.6916105043 7.5620475698 6.1889250814 20.6896551724 15.2570118957 11.5439093484 6.8965517241 13.6142899711 13.1735543809
1 23 109 524 399 48 0 986 147 3 1.5304 1.3837 27.0588235294 9.6975088968 6.0887752731 5.1577042399 7.8175895765 0 10.7606679035 10.4107648725 10.3448275862 6.1624694977 5.5410059266
1 21 152 817 723 17 7 1041 120 3 4.9093 4.9204 24.7058823529 13.5231316726 9.4933767139 9.3459152017 2.7687296417 12.0689655172 11.3609079996 8.4985835694 10.3448275862 19.7683033881 19.7036681083
1 26 47 226 181 10 2 457 53 3 0.4812 0.4748 30.5882352941 4.1814946619 2.6260748315 2.3397104447 1.6286644951 3.4482758621 4.9874495253 3.7535410765 10.3448275862 1.9376504981 1.901329489
1 40 102 654 533 29 0 949 106 3 0.4987 0.6261 47.0588235294 9.0747330961 7.5993492912 6.8898655636 4.7231270358 0 10.3568700207 7.507082153 10.3448275862 2.0081178375 2.507208073
1 22 117 324 298 4 1 382 49 3 2.6663 2.6647 25.8823529412 10.409252669 3.7648152452 3.8521199586 0.651465798 1.724137931 4.1689403034 3.4702549575 10.3448275862 10.7364038302 10.6707512414
1 30 136 428 350 21 1 1043 83 3 3.348 3.3821 35.2941176471 12.0996441281 4.9732744597 4.5243019648 3.4201954397 1.724137931 11.3827349121 5.8781869688 10.3448275862 13.4814087025 13.5435687971
1 35 284 1335 1251 41 1 1267 184 3 5.8521 5.9608 41.1764705882 25.2669039146 15.5124331861 16.17114788 6.67752443 1.724137931 13.8273491215 13.0311614731 10.3448275862 23.5646809642 23.8699343264
1 28 40 421 286 28 0 726 111 3 -0.7064 -0.7794 32.9411764706 3.5587188612 4.8919358587 3.6970010341 4.5602605863 0 7.9231692677 7.8611898017 10.3448275862 -2.8444644885 -3.1210956271
1 85 446 3094 2637 225 3 2758 637 4 2.5748 2.3498 100 39.6797153025 35.9516616314 34.0873836608 36.6449511401 5.1724137931 30.0993124523 45.1133144476 13.7931034483 10.3679603128 9.4097389076
1 29 131 515 457 22 0 445 83 4 1.6687 1.7009 34.1176470588 11.6548042705 5.9841970718 5.9074457084 3.5830618893 0 4.8564880498 5.8781869688 13.7931034483 6.7193628142 6.811228576
1 21 31 95 56 7 0 173 26 4 -0.4111 -0.4028 24.7058823529 2.7580071174 1.1038810132 0.7238883144 1.1400651466 0 1.8880279384 1.8413597734 13.7931034483 -1.65537847 -1.6130065674
1 31 148 422 350 23 0 619 76 4 2.6373 2.6679 36.4705882353 13.1672597865 4.9035556588 4.5243019648 3.7459283388 0 6.7554294445 5.3824362606 13.7931034483 10.6196293821 10.6835655935
1 41 240 807 715 28 2 1014 135 4 5.4628 5.4682 48.2352941176 21.3523131673 9.3771787125 9.2425025853 4.5602605863 3.4482758621 11.0662446797 9.5609065156 13.7931034483 21.9970846655 21.897325004
1 29 116 361 314 8 2 506 56 4 2.4924 2.5256 34.1176470588 10.3202846975 4.1947478503 4.0589451913 1.3029315961 3.4482758621 5.5222088836 3.9660056657 13.7931034483 10.0361598119 10.1137273747
1 31 130 375 283 25 0 515 77 5 1.8938 1.8968 36.4705882353 11.5658362989 4.3574250523 3.658221303 4.0716612378 0 5.6204299902 5.4532577904 17.2413793103 7.6257741341 7.5957071921
1 30 198 959 863 29 6 992 142 5 4.9936 5.0277 35.2941176471 17.615658363 11.1433883337 11.1556359876 4.7231270358 10.3448275862 10.8261486413 10.0566572238 17.2413793103 20.1077546287 20.1333493513
1 36 132 444 326 16 0 447 84 5 1.7651 1.7522 42.3529411765 11.743772242 5.1591912619 4.2140641158 2.6058631922 0 4.8783149623 5.9490084986 17.2413793103 7.1075371866 7.0166586577
1 28 164 1084 892 43 0 1903 246 5 3.9675 3.7255 32.9411764706 14.590747331 12.5958633512 11.5305067218 7.003257329 0 20.7683073229 17.4220963173 17.2413793103 15.9759525171 14.918708954
1 42 147 686 584 28 5 1057 112 5 3.1647 3.2574 49.4117647059 13.0782918149 7.9711828957 7.5491209928 4.5602605863 8.6206896552 11.5355233002 7.9320113314 17.2413793103 12.7433136562 13.0442095147
1 18 143 458 402 19 0 743 77 5 3.4174 3.4213 21.1764705882 12.7224199288 5.3218684639 5.196483971 3.0944625407 0 8.1086980247 5.4532577904 17.2413793103 13.760862037 13.70054461
1 31 181 738 669 25 1 843 104 5 3.5901 3.6801 36.4705882353 16.103202847 8.5754125029 8.6478800414 4.0716612378 1.724137931 9.2000436538 7.3654390935 17.2413793103 14.4562740092 14.736905334
1 27 154 1577 1308 94 6 2111 294 6 2.3356 2.3317 31.7647058824 13.7010676157 18.3244248199 16.9079627715 15.3094462541 10.3448275862 23.0383062316 20.821529745 20.6896551724 9.4047724509 9.3372577287
1 29 92 838 693 42 0 1460 185 6 1.0597 0.9667 34.1176470588 8.1850533808 9.7373925168 8.9581178904 6.8403908795 0 15.9336461857 13.1019830028 20.6896551724 4.2670994032 3.871135672
1 38 189 1076 925 35 2 1479 169 6 3.8988 3.9819 44.7058823529 16.8149466192 12.50290495 11.9570837642 5.7003257329 3.4482758621 16.1410018553 11.9688385269 20.6896551724 15.6993178762 15.945458914
1 32 212 854 741 44 0 896 170 6 3.7891 3.6815 37.6470588235 18.8612099644 9.9233093191 9.5785935884 7.1661237785 0 9.7784568373 12.0396600567 20.6896551724 15.2575883258 14.742511613
1 24 420 3614 3243 7 0 2348 546 7 9.7127 9.2656 28.2352941176 37.3665480427 41.9939577039 41.9208893485 1.1400651466 0 25.6247953727 38.6685552408 24.1379310345 39.1101787052 37.1039564312
1 46 351 1472 1365 58 3 1571 233 8 7.7829 7.8164 54.1176470588 31.2277580071 17.1043458053 17.6447776629 9.4462540717 5.1724137931 17.1450398341 16.5014164306 27.5862068966 31.3394431872 31.3006567355
1 62 386 5801 5029 221 42 6795 866 8 11.2312 11.706 72.9411764706 34.3416370107 67.4064606089 65.0077559462 35.993485342 72.4137931034 74.1569355015 61.3314447592 27.5862068966 45.2247304121 46.8765016819
1 56 781 5231 4706 343 10 6028 957 8 14.3045 14.2139 65.8823529412 69.4839857651 60.7831745294 60.8324715615 55.8631921824 17.2413793103 65.7863145258 67.776203966 27.5862068966 57.6000032214 56.9193496716
1 25 150 871 704 16 8 1374 148 9 5.4774 5.4222 29.4117647059 13.3451957295 10.1208459215 9.1003102378 2.6058631922 13.7931034483 14.9950889447 10.4815864023 31.0344827586 22.0558745601 21.7131186929
1 43 308 2237 1797 109 15 2909 485 10 8.7199 8.2388 50.5882352941 27.4021352313 25.9934929119 23.2290589452 17.7524429967 25.8620689655 31.7472443523 34.3484419263 34.4827586207 35.1124658737 32.9921512094
1 31 122 410 315 19 0 899 69 10 2.4009 2.4863 36.4705882353 10.8540925267 4.7641180572 4.0718717684 3.0944625407 0 9.8111972062 4.8866855524 34.4827586207 9.6677162945 9.9563511132
1 73 409 3325 2754 140 32 3329 671 10 11.8135 11.2045 85.8823529412 36.3879003559 38.6358354636 35.5997931748 22.8013029316 55.1724137931 36.3308959948 47.5212464589 34.4827586207 47.5694807966 44.8682524427
1 57 547 2204 2011 78 7 2491 322 11 14.1271 14.2438 67.0588235294 48.665480427 25.6100395073 25.9953464323 12.7035830619 12.0689655172 27.1854196224 22.8045325779 37.9310344828 56.8856657352 57.0390837738
1 45 185 965 800 33 13 1912 179 12 6.9356 6.9301 52.9411764706 16.4590747331 11.2131071346 10.3412616339 5.3745928339 22.4137931034 20.8665284296 12.6770538244 41.3793103448 27.927615949 27.7514816595
1 50 435 1811 1676 63 23 1665 268 12 13.9218 13.9202 58.8235294118 38.7010676157 21.0434580525 21.6649431231 10.2605863192 39.6551724138 18.1709047255 18.9801699717 41.3793103448 56.0589831764 55.7432324203
1 46 418 2647 2301 115 32 2042 365 13 12.4276 12.6293 54.1176470588 37.1886120996 30.7576109691 29.7440537746 18.7296416938 55.1724137931 22.2852777475 25.8498583569 44.8275862069 50.0422804036 50.5738427038
1 68 345 1997 1657 87 19 2228 396 14 9.3348 9.0637 80 30.6939501779 23.2047408785 21.4193381593 14.1693811075 32.7586206897 24.3151806177 28.045325779 48.275862069 37.5884868448 36.295450905
1 54 319 2238 1798 126 33 2579 463 15 11.0025 10.6346 63.5294117647 28.3807829181 26.0051127121 23.2419855222 20.5211726384 56.8965517241 28.1458037761 32.790368272 51.724137931 44.3038229538 42.586096428
1 32 303 1085 990 34 4 1323 161 16 8.2117 8.2375 37.6470588235 26.9572953737 12.6074831513 12.797311272 5.5374592834 6.8965517241 14.4385026738 11.402266289 55.1724137931 33.0660943376 32.9869453788
1 61 453 2364 2023 74 58 3374 367 20 23.0534 23.0179 71.7647058824 40.3024911032 27.4692075296 26.1504653568 12.0521172638 100 36.8220015279 25.9915014164 68.9655172414 92.8292435432 92.1748358161
1 42 318 1715 1477 52 17 3336 300 22 12.9097 12.869 49.4117647059 28.2918149466 19.9279572391 19.0925542916 8.4690553746 29.3103448276 36.4072901888 21.2464589235 75.8620689655 51.9835549363 51.5337177639
1 66 1124 8606 7736 448 31 9163 1412 29 24.8342 24.972 77.6470588235 100 100 100 72.9641693811 53.4482758621 100 100 100 100 100
1 63 633 4180 3748 145 30 3991 607 29 17.9212 18.0891 74.1176470588 56.3167259786 48.5707645828 48.4488107549 23.6156351792 51.724137931 43.5556040598 42.9886685552 100 72.1633875865 72.4375300336
TEST
INTERCEPT NUMUORS NUMUANDS TOTOTORS TOTOPANDS VG NLOGIC LOC ELOC FAULTS M5 Greedy % NUMUORS % NUMUANDS % TOTOTORS % TOTOPANDS % VG % NLOGIC % LOC % ELOC % FAULTS % M5 % Greedy
1 6 12 127 45 10 0 641 55 0 0.5044 0.4027 6.8181818182 1.6282225237 2.4598101879 0.9776232892 5.9171597633 0 14.1501103753 8.2706766917 0 2.8566574163 2.2057655546
1 5 5 41 12 1 0 407 17 0 0.2731 0.255 5.6818181818 0.6784260516 0.7941119504 0.2606995438 0.5917159763 0 8.9845474614 2.5563909774 0 1.5466953616 1.3967474954
1 23 28 95 66 4 2 241 20 0 0.0112 0.0479 26.1363636364 3.7991858887 1.8400154949 1.4338474908 2.3668639053 8 5.3200883002 3.007518797 0 0.0634309339 0.2623694315
1 5 5 35 20 1 0 254 14 0 -0.0011 -0.0231 5.6818181818 0.6784260516 0.6779004455 0.4344992396 0.5917159763 0 5.6070640177 2.1052631579 0 -0.0062298239 -0.1265288908
1 6 10 43 26 1 0 264 17 0 0.1292 0.0989 6.8181818182 1.3568521031 0.8328491187 0.5648490115 0.5917159763 0 5.8278145695 2.5563909774 0 0.7317211304 0.5417189306
1 3 6 25 6 1 0 279 13 0 0.2032 0.1754 3.4090909091 0.8141112619 0.4842146039 0.1303497719 0.5917159763 0 6.1589403974 1.954887218 0 1.1508183723 0.9607431792
1 15 21 47 32 5 1 122 12 0 -0.1884 -0.1695 17.0454545455 2.8493894166 0.9103234554 0.6951987834 2.9585798817 4 2.6931567329 1.8045112782 0 -1.0669989239 -0.9284262764
1 6 11 155 96 1 0 915 58 0 1.2377 1.1342 6.8181818182 1.4925373134 3.0021305443 2.0855963502 0.5917159763 0 20.1986754967 8.7218045113 0 7.0096845444 6.2125137621
1 36 159 1480 1275 41 1 1704 203 0 2.0281 2.2384 40.9090909091 21.5739484396 28.6655045516 27.6993265262 24.2603550296 4 37.6158940397 30.5263157895 0 11.4860961658 12.2607042894
1 17 62 121 108 5 0 200 21 0 0.8802 0.8957 19.3181818182 8.4124830393 2.3435986829 2.346295894 2.9585798817 0 4.4150110375 3.1578947368 0 4.984991788 4.9061440457
1 25 27 109 75 4 2 285 24 0 -0.0647 -0.0279 28.4090909091 3.6635006784 2.1111756731 1.6293721486 2.3668639053 8 6.2913907285 3.6090225564 0 -0.3664269128 -0.1528206083
1 40 77 488 360 30 5 498 99 0 0.2699 0.2881 45.4545454545 10.447761194 9.4518690684 7.8209863133 17.7514792899 20 10.9933774834 14.8872180451 0 1.5285722376 1.5780507978
1 6 5 41 24 1 0 303 16 0 0.0293 0.0092 6.8181818182 0.6784260516 0.7941119504 0.5213990876 0.5917159763 0 6.6887417219 2.4060150376 0 0.1659398539 0.0503924587
1 24 18 172 100 11 2 422 52 0 -0.3639 -0.39 27.2727272727 2.4423337856 3.3313964749 2.1724961981 6.5088757396 8 9.3156732892 7.8195488722 0 -2.0609390044 -2.1362020518
1 13 16 40 33 5 0 136 9 0 -0.4385 -0.4086 14.7727272727 2.170963365 0.7747433663 0.7169237454 2.9585798817 0 3.0022075055 1.3533834586 0 -2.483434332 -2.2380824574
1 32 68 320 253 12 7 437 60 0 1.618 1.6324 36.3636363636 9.2265943012 6.1979469301 5.4964153813 7.100591716 28 9.646799117 9.022556391 0 9.1635045591 8.9413749473
1 10 11 36 24 3 0 158 13 0 -0.3094 -0.3144 11.3636363636 1.4925373134 0.6972690296 0.5213990876 1.775147929 0 3.4878587196 1.954887218 0 -1.7522795492 -1.7221075003
1 14 29 52 42 2 0 123 9 0 0.009 0.0312 15.9090909091 3.9348710991 1.0071663761 0.9124484032 1.1834319527 0 2.7152317881 1.3533834586 0 0.0509712862 0.1708961641
1 15 43 91 72 3 0 355 21 0 0.7699 0.7786 17.0454545455 5.8344640434 1.7625411582 1.5641972627 1.775147929 0 7.8366445916 3.1578947368 0 4.3603103585 4.2647356861
1 6 5 41 24 1 0 303 16 0 0.0293 0.0092 6.8181818182 0.6784260516 0.7941119504 0.5213990876 0.5917159763 0 6.6887417219 2.4060150376 0 0.1659398539 0.0503924587
1 28 131 440 365 30 0 447 79 0 1.6088 1.6408 31.8181818182 17.7747625509 8.5221770289 7.9296111232 17.7514792899 0 9.8675496689 11.8796992481 0 9.1114005777 8.987385453
1 16 21 88 50 6 0 396 29 0 -0.0216 -0.0257 18.1818181818 2.8493894166 1.7044354058 1.0862480991 3.550295858 0 8.7417218543 4.3609022556 0 -0.1223310868 -0.1407702378
1 22 37 115 95 8 0 147 21 0 -0.4211 -0.3745 25 5.0203527815 2.227387178 2.0638713882 4.7337278107 0 3.2450331126 3.1578947368 0 -2.3848898454 -2.0513017139
1 34 25 306 183 2 0 1170 96 0 0.4744 0.3887 38.6363636364 3.3921302578 5.9267867519 3.9756680426 1.1834319527 0 25.8278145695 14.4360902256 0 2.6867531291 2.1290813783
1 17 65 126 113 5 0 182 21 0 0.9366 0.9518 19.3181818182 8.8195386703 2.4404416037 2.4549207039 2.9585798817 0 4.0176600442 3.1578947368 0 5.304411848 5.2134284947
1 12 13 54 34 6 0 336 20 0 -0.1492 -0.1443 13.6363636364 1.7639077341 1.0459035445 0.7386487074 3.550295858 0 7.417218543 3.007518797 0 -0.8449906553 -0.7903947592
1 23 96 189 163 7 0 284 31 0 1.6732 1.6983 26.1363636364 13.02578019 3.6606624056 3.541168803 4.1420118343 0 6.2693156733 4.6616541353 0 9.4761284476 9.3023383196
1 18 50 118 103 5 0 195 21 0 0.4185 0.4411 20.4545454545 6.7842605156 2.2854929305 2.2376710841 2.9585798817 0 4.3046357616 3.1578947368 0 2.3701648072 2.4160992951
1 13 20 76 53 3 0 300 23 0 0.0403 0.0292 14.7727272727 2.7137042062 1.4720123959 1.151422985 1.775147929 0 6.6225165563 3.4586466165 0 0.2282380925 0.1599412818
1 21 80 159 138 5 0 297 28 0 1.3946 1.4122 23.8636363636 10.854816825 3.0796048809 2.9980447534 2.9585798817 0 6.5562913907 4.2105263158 0 7.8982839667 7.7352424042
1 4 9 15 12 1 0 128 6 0 -0.0259 -0.0379 4.5454545455 1.2211668928 0.2905287623 0.2606995438 0.5917159763 0 2.825607064 0.9022556391 0 -0.1466840347 -0.2075950199
1 6 15 111 72 13 0 248 38 0 -0.2541 -0.3107 6.8181818182 2.0352781547 2.1499128414 1.5641972627 7.6923076923 0 5.4746136865 5.7142857143 0 -1.439089313 -1.701840968
1 4 9 27 24 1 0 174 10 0 0.0445 0.0243 4.5454545455 1.2211668928 0.5229517722 0.5213990876 0.5917159763 0 3.8410596026 1.5037593985 0 0.2520246928 0.1331018202
1 31 186 860 766 25 0 1072 129 0 3.7565 3.8182 35.2272727273 25.237449118 16.6569823746 16.6413208777 14.7928994083 0 23.6644591611 19.3984962406 0 21.274848502 20.9139658317
1 26 104 328 268 18 0 403 65 0 1.3909 1.386 29.5454545455 14.1112618725 6.3528956033 5.822289811 10.650887574 0 8.8962472406 9.7744360902 0 7.8773291046 7.5917334458
1 5 2 10 4 1 0 127 5 0 -0.3095 -0.3127 5.6818181818 0.2713704206 0.1936858416 0.0868998479 0.5917159763 0 2.8035320088 0.7518796992 0 -1.7528458968 -1.7127958503
1 4 3 14 4 1 0 140 7 0 -0.2012 -0.2146 4.5454545455 0.4070556309 0.2711601782 0.0868998479 0.5917159763 0 3.0905077263 1.0526315789 0 -1.1394914198 -1.1754588726
1 19 51 237 201 4 0 344 38 0 0.4701 0.4934 21.5909090909 6.9199457259 4.5903544451 4.3667173582 2.3668639053 0 7.5938189845 5.7142857143 0 2.6624001812 2.7025694676
1 35 138 800 590 35 0 1656 149 0 2.8545 2.9112 39.7727272727 18.7245590231 15.4948673252 12.817727569 20.7100591716 0 36.5562913907 22.4060150376 0 16.166392932 15.9459267009
1 21 91 186 165 5 0 337 30 0 1.7788 1.8011 23.8636363636 12.3473541384 3.6025566531 3.5846187269 2.9585798817 0 7.4392935982 4.5112781955 0 10.0741915388 9.8654192707
1 27 103 356 307 37 0 445 75 0 0.6484 0.6849 30.6818181818 13.9755766621 6.8952159597 6.6695633283 21.8934911243 0 9.8233995585 11.2781954887 0 3.6721979951 3.7514994495
1 18 95 238 217 18 0 343 42 0 1.5168 1.5442 20.4545454545 12.8900949796 4.6097230292 4.7143167499 10.650887574 0 7.5717439294 6.3157894737 0 8.5903607634 8.4582646371
1 24 95 357 275 38 1 443 70 0 0.6738 0.7299 27.2727272727 12.8900949796 6.9145845439 5.9743645449 22.4852071006 4 9.7792494481 10.5263157895 0 3.8160502917 3.9979843017
1 30 99 634 510 10 0 866 84 0 1.4138 1.5319 34.0909090909 13.4328358209 12.2796823552 11.0797306105 5.9171597633 0 19.1169977925 12.6315789474 0 8.0070227105 8.3908921108
1 4 11 62 45 1 0 404 24 0 0.5022 0.455 4.5454545455 1.4925373134 1.2008522177 0.9776232892 0.5917159763 0 8.9183222958 3.6090225564 0 2.8441977686 2.4922357272
1 8 12 155 90 7 0 556 59 0 0.3042 0.1871 9.0909090909 1.6282225237 3.0021305443 1.9552465783 4.1420118343 0 12.2737306843 8.8721804511 0 1.7228294727 1.0248292408
1 7 5 16 8 2 0 170 7 0 -0.2764 -0.2729 7.9545454545 0.6784260516 0.3098973465 0.1737996959 1.1834319527 0 3.7527593819 1.0526315789 0 -1.5653848332 -1.4947936922
1 17 65 125 112 5 0 208 21 0 0.9861 1.0033 19.3181818182 8.8195386703 2.4210730196 2.4331957419 2.9585798817 0 4.591611479 3.1578947368 0 5.584753922 5.4955167144
1 20 81 221 184 15 2 427 46 1 1.6887 1.6914 22.7272727273 10.9905020353 4.2804570986 3.9973930046 8.875739645 8 9.4260485651 6.9172932331 2.380952381 9.5639123294 9.2645439756
1 21 59 425 356 9 0 427 80 1 0.3055 0.2602 23.8636363636 8.0054274084 8.2316482665 7.7340864653 5.325443787 0 9.4260485651 12.030075188 2.380952381 1.7301919918 1.4252301895
1 8 8 33 14 1 0 216 13 1 -0.1216 -0.1349 9.0909090909 1.0854816825 0.6391632772 0.3041494677 0.5917159763 0 4.7682119205 1.954887218 2.380952381 -0.688678711 -0.7389068123
1 17 71 345 283 19 0 812 87 1 1.4931 1.4187 19.3181818182 9.6336499322 6.682161534 6.1481642407 11.2426035503 0 17.9249448124 13.0827067669 2.380952381 8.4561363765 7.7708457717
1 10 13 44 30 2 0 194 14 1 -0.1558 -0.1619 11.3636363636 1.7639077341 0.8522177029 0.6517488594 1.1834319527 0 4.2825607064 2.1052631579 2.380952381 -0.8823695985 -0.8867977236
1 13 23 150 81 1 1 675 48 1 1.0291 0.9633 14.7727272727 3.1207598372 2.9052876235 1.7597219205 0.5917159763 4 14.9006622517 7.2180451128 2.380952381 5.8282834004 5.2764190681
1 33 66 221 166 14 4 531 46 1 1.1546 1.2097 37.5 8.9552238806 4.2804570986 3.6063436889 8.2840236686 16 11.7218543046 6.9172932331 2.380952381 6.5390496687 6.6260605695
1 18 30 197 158 15 1 362 46 1 -0.2113 -0.2077 20.4545454545 4.0705563094 3.8156110788 3.432543993 8.875739645 4 7.9911699779 6.9172932331 2.380952381 -1.1966925299 -1.1376645286
1 18 17 95 57 6 1 329 27 1 -0.1988 -0.1897 20.4545454545 2.3066485753 1.8400154949 1.2383228329 3.550295858 4 7.2626931567 4.0601503759 2.380952381 -1.1258990769 -1.0390705878
1 19 40 107 75 8 0 276 27 1 0.1198 0.1328 21.5909090909 5.4274084125 2.0724385047 1.6293721486 4.7337278107 0 6.0927152318 4.0601503759 2.380952381 0.6784844538 0.7274041859
1 1 1 4 1 1 0 23 2 1 -0.3232 -0.3385 1.1363636364 0.1356852103 0.0774743366 0.021724962 0.5917159763 0 0.5077262693 0.3007518797 2.380952381 -1.8304355213 -1.8541138322
1 25 49 146 102 13 0 529 45 1 0.3712 0.3763 28.4090909091 6.6485753053 2.8278132868 2.2159461221 7.6923076923 0 11.6777041943 6.7669172932 2.380952381 2.1022823809 2.061161108
1 4 2 6 2 1 0 91 3 1 -0.3219 -0.3245 4.5454545455 0.2713704206 0.1162115049 0.043449924 0.5917159763 0 2.0088300221 0.4511278195 2.380952381 -1.8230730022 -1.777429656
1 4 2 6 2 1 0 96 3 1 -0.3129 -0.315 4.5454545455 0.2713704206 0.1162115049 0.043449924 0.5917159763 0 2.119205298 0.4511278195 2.380952381 -1.772101716 -1.725393965
1 6 11 66 42 8 0 177 23 1 -0.2858 -0.317 6.8181818182 1.4925373134 1.2783265543 0.9124484032 4.7337278107 0 3.9072847682 3.4586466165 2.380952381 -1.6186215099 -1.7363488473
1 23 86 173 151 7 0 293 31 1 1.3916 1.413 26.1363636364 11.6689280868 3.3507650591 3.2804692592 4.1420118343 0 6.46799117 4.6616541353 2.380952381 7.881293538 7.7396243571
1 21 123 595 437 85 0 719 125 1 -0.0477 0.0472 23.8636363636 16.6892808684 11.5243075731 9.4938083858 50.2958579882 0 15.8719646799 18.7969924812 2.380952381 -0.2701478167 0.2585352227
1 32 145 831 733 22 1 1023 150 1 2.7254 2.6701 36.3636363636 19.6743554953 16.095293434 15.9243971323 13.0177514793 4 22.582781457 22.5563909774 2.380952381 15.4352381492 14.6253156375
1 28 173 632 581 86 0 763 135 2 1.2882 1.362 31.8181818182 23.473541384 12.2409451869 12.6222029111 50.8875739645 0 16.8432671082 20.3007518797 4.7619047619 7.2956900946 7.460274858
1 37 188 1454 1300 71 0 1189 244 2 0.9857 1.0209 42.0454545455 25.5088195387 28.1619213635 28.2424505757 42.0118343195 0 26.2472406181 36.6917293233 4.7619047619 5.5824885315 5.5919196788
1 34 135 1116 889 52 4 2108 246 2 3.4644 3.3161 38.6363636364 18.3175033921 21.6153399187 19.3134912014 30.7692307692 16 46.5342163355 36.992481203 4.7619047619 19.6205470918 18.163742626
1 43 293 1413 1269 56 7 1425 217 2 6.6984 6.7613 48.8636363636 39.7557666214 27.3678094131 27.5689767543 33.1360946746 28 31.4569536424 32.6315789474 4.7619047619 37.9362292575 37.0346229056
1 32 111 747 544 69 0 1103 199 2 0.2215 0.0634 36.3636363636 15.0610583446 14.4683323649 11.8183793178 40.8284023669 0 24.348785872 29.9248120301 4.7619047619 1.2544599875 0.3472697695
1 37 111 446 342 32 1 831 116 2 1.4599 1.3934 42.0454545455 15.0610583446 8.6383885338 7.4299369976 18.9349112426 4 18.3443708609 17.4436090226 4.7619047619 8.2681089653 7.6322665104
1 42 142 793 635 53 1 1095 169 3 1.2811 1.2592 47.7272727273 19.2672998643 15.3592872361 13.7953508581 31.3609467456 4 24.1721854305 25.4135338346 7.1428571429 7.2554794133 6.8971939069
1 25 39 349 278 16 0 674 67 3 -0.2585 -0.2116 28.4090909091 5.2917232022 6.7596358706 6.0395394308 9.4674556213 0 14.8785871965 10.0751879699 7.1428571429 -1.4640086085 -1.1590265492
1 6 6 31 12 4 0 165 13 3 -0.2846 -0.2995 6.8181818182 0.8141112619 0.6004261089 0.2606995438 2.3668639053 0 3.642384106 1.954887218 7.1428571429 -1.6118253384 -1.640493627
1 30 149 627 469 28 0 1152 115 4 3.1379 3.1634 34.0909090909 20.2170963365 12.1441022661 10.1890071692 16.5680473373 0 25.4304635762 17.2932330827 9.5238095238 17.7714220989 17.3273373611
1 35 149 675 527 34 0 894 140 4 2.1877 2.1292 39.7727272727 20.2170963365 13.0737943056 11.4490549642 20.1183431953 0 19.7350993377 21.0526315789 9.5238095238 12.389986974 11.6625677149
1 32 166 819 704 69 4 1302 149 4 2.8584 2.9735 36.3636363636 22.5237449118 15.8628704242 15.2943732348 40.8284023669 16 28.7417218543 22.4060150376 9.5238095238 16.1884804893 16.2871712851
1 40 179 1477 1285 50 1 1775 248 4 2.5298 2.5555 45.4545454545 24.2876526459 28.6073987991 27.916576146 29.5857988166 4 39.1832229581 37.2932330827 9.5238095238 14.3274621963 13.9976008808
1 21 87 240 218 7 0 296 32 5 1.3584 1.408 23.8636363636 11.8046132972 4.6484601976 4.7360417119 4.1420118343 0 6.5342163355 4.8120300752 11.9047619048 7.6932661267 7.7122371513
1 42 276 3205 2852 95 25 3302 339 5 7.6839 8.4855 47.7272727273 37.4491180461 62.0763122216 61.9595915707 56.2130177515 100 72.8918322296 50.977443609 11.9047619048 43.5175850937 46.4788269512
1 48 172 821 622 70 12 874 174 5 3.2446 3.2232 54.5454545455 23.3378561737 15.9016075925 13.5129263524 41.4201183432 48 19.293598234 26.1654135338 11.9047619048 18.3757150139 17.6548883424
1 31 89 431 339 26 6 503 86 6 1.6021 1.5979 35.2272727273 12.0759837178 8.3478597715 7.3647621117 15.3846153846 24 11.1037527594 12.9323308271 14.2857142857 9.0734552869 8.7524032273
1 31 408 2553 2281 31 0 2580 315 6 10.1768 10.3851 35.2272727273 55.3595658073 49.4479953515 49.5546382794 18.3431952663 0 56.9536423841 47.3684210526 14.2857142857 57.6360650167 56.8837741761
1 52 313 1170 1038 47 1 1171 211 7 6.1483 6.0777 59.0909090909 42.4694708277 22.6612434631 22.5505105366 27.8106508876 4 25.8498896247 31.7293233083 16.6666666667 34.8207509769 33.2902441296
1 88 450 2189 1703 127 23 2927 450 8 12.2527 12.0398 100 61.0583446404 42.3978307186 36.9976102542 75.1479289941 92 64.6136865342 67.6691729323 19.0476190476 69.3928753469 65.9472960612
1 29 141 363 307 19 1 727 80 9 3.2362 3.2018 32.9545454545 19.131614654 7.0307960488 6.6695633283 11.2426035503 4 16.0485651214 12.030075188 21.4285714286 18.3281418134 17.5376711016
1 44 241 1239 1044 69 2 1448 225 10 3.8817 3.8929 50 32.7001356852 23.9976757699 22.6808603085 40.8284023669 8 31.9646799117 33.8345864662 23.8095238095 21.9839157275 21.3231306863
1 36 297 1234 1106 31 0 1066 137 12 6.0798 6.3078 40.9090909091 40.2985074627 23.9008328491 24.0278079513 18.3431952663 0 23.53200883 20.6015037594 28.5714285714 34.4328028544 34.5506033401
1 49 375 1645 1496 57 21 1404 242 12 11.5752 11.5897 55.6818181818 50.881953867 31.8613209374 32.500543124 33.7278106509 84 30.9933774834 36.3909774436 28.5714285714 65.5558701931 63.4818997957
1 52 208 1134 814 58 2 1540 204 15 3.0969 3.1645 59.0909090909 28.2225237449 21.9639744335 17.6841190528 34.3195266272 8 33.995584989 30.6766917293 35.7142857143 17.539219573 17.3333625464
1 55 363 2378 1933 109 20 2680 437 19 10.0028 9.8212 62.5 49.2537313433 46.0584931242 41.9943515099 64.4970414201 80 59.1611479029 65.7142857143 45.2380952381 56.6506201506 53.7950451067
1 53 430 3063 2668 108 23 2954 429 25 11.6673 11.911 60.2272727273 58.3446404342 59.3259732714 57.9621985662 63.9053254438 92 65.2097130243 64.5112781955 59.5238095238 66.077476355 65.2418016399
1 72 737 5163 4603 169 25 4530 665 42 17.657 18.2567 81.8181818182 100 100 100 100 100 100 100 100 100 100
Coefficients
INTERCEPT NUMUORS NUMUANDS TOTOTORS TOTOPANDS VG NLOGIC LOC ELOC
M5 -0.3091 -0.0516 0.0341 -0.0027 0 -0.0372 0.2119 0.0018 0.005
Greedy -0.3255 -0.0482 0.0336 -0.0021 0 -0.0337 0.2088 0.0019 0
NUMUORS - FIT
% NUMUORS % FAULTS % M5 % Greedy
4.71 0.00 0.62 0.52
4.71 0.00 -1.68 -1.71
4.71 0.00 -0.81 -0.83
4.71 0.00 -1.17 -1.17
4.71 0.00 -0.43 -0.46
4.71 3.45 -1.27 -1.28
4.71 3.45 -1.24 -1.24
4.71 3.45 1.68 1.57
4.71 3.45 -0.87 -0.90
5.88 0.00 -0.99 -1.02
5.88 0.00 -0.63 -0.66
5.88 0.00 -1.42 -1.40
5.88 0.00 0.42 0.37
5.88 0.00 -1.23 -1.24
5.88 0.00 0.08 -0.00
5.88 0.00 3.55 3.24
5.88 0.00 1.11 0.93
5.88 3.45 1.32 1.16
7.06 0.00 -0.97 -1.00
7.06 0.00 1.08 0.90
7.06 0.00 -1.09 -1.12
7.06 0.00 -1.01 -1.04
7.06 0.00 -0.96 -0.99
7.06 0.00 3.94 3.56
7.06 0.00 2.53 2.30
7.06 0.00 -0.96 -0.99
7.06 0.00 -1.01 -1.04
7.06 0.00 0.18 -0.05
7.06 0.00 1.64 1.27
7.06 0.00 -0.89 -0.92
7.06 0.00 -0.99 -1.02
7.06 0.00 1.27 1.18
7.06 3.45 0.48 0.36
7.06 3.45 -0.40 -0.52
7.06 3.45 -1.44 -1.47
7.06 3.45 -0.98 -1.12
8.24 0.00 -1.22 -1.25
8.24 0.00 -0.89 -0.95
8.24 0.00 -0.82 -0.92
8.24 0.00 6.45 6.00
8.24 0.00 -1.05 -1.08
8.24 3.45 3.68 3.53
9.41 0.00 1.01 0.85
9.41 3.45 -0.64 -0.67
9.41 3.45 -0.86 -0.86
10.59 0.00 -0.94 -0.97
10.59 0.00 -0.31 -0.48
10.59 0.00 1.61 1.20
10.59 0.00 0.70 0.44
11.76 0.00 2.59 2.26
11.76 0.00 -0.20 -0.17
11.76 0.00 -0.48 -0.44
11.76 3.45 2.77 2.54
12.94 0.00 0.65 0.68
12.94 0.00 -2.44 -2.35
12.94 0.00 3.11 2.85
14.12 0.00 3.81 3.73
14.12 0.00 2.62 2.42
15.29 0.00 4.36 4.24
15.29 3.45 1.77 1.69
16.47 0.00 2.75 2.76
16.47 0.00 1.25 1.24
16.47 0.00 2.83 2.83
17.65 0.00 0.07 -0.01
20.00 0.00 3.79 3.83
20.00 0.00 4.36 4.34
21.18 0.00 -2.67 -2.57
21.18 0.00 -3.13 -2.95
21.18 0.00 2.06 2.01
21.18 0.00 9.26 9.12
21.18 0.00 4.49 4.47
21.18 0.00 0.97 0.95
21.18 0.00 0.04 0.15
21.18 3.45 2.93 3.06
21.18 3.45 3.31 3.26
21.18 17.24 13.76 13.70
22.35 0.00 6.39 6.46
22.35 0.00 6.55 6.61
22.35 3.45 0.07 0.09
22.35 3.45 -1.17 -1.11
23.53 0.00 3.92 3.89
23.53 3.45 0.97 1.02
23.53 6.90 12.32 12.30
24.71 0.00 6.96 6.99
24.71 0.00 1.11 1.29
24.71 0.00 5.38 5.43
24.71 0.00 0.41 0.52
24.71 0.00 5.53 5.59
24.71 0.00 6.50 6.55
24.71 0.00 6.94 6.98
24.71 0.00 0.70 0.63
24.71 0.00 8.18 8.21
24.71 0.00 7.18 7.22
24.71 0.00 7.08 7.10
24.71 3.45 6.05 6.09
24.71 3.45 -0.76 -0.72
24.71 10.34 19.77 19.70
24.71 13.79 -1.66 -1.61
25.88 0.00 5.73 5.72
25.88 0.00 5.76 5.81
25.88 0.00 -1.57 -1.37
25.88 0.00 6.43 6.55
25.88 3.45 5.80 5.76
25.88 3.45 7.70 7.77
25.88 6.90 7.47 7.53
25.88 10.34 10.74 10.67
27.06 0.00 5.96 6.01
27.06 0.00 -1.61 -1.70
27.06 0.00 2.75 3.05
27.06 0.00 -0.02 0.07
27.06 10.34 6.16 5.54
28.24 0.00 1.38 1.45
28.24 0.00 3.24 3.11
28.24 3.45 8.15 8.17
28.24 3.45 5.79 5.89
28.24 24.14 39.11 37.10
29.41 3.45 -2.01 -1.98
29.41 3.45 13.20 13.03
29.41 31.03 22.06 21.71
30.59 0.00 -3.87 -3.67
30.59 0.00 2.42 2.69
30.59 0.00 -0.04 0.08
30.59 3.45 8.32 8.28
30.59 6.90 9.48 9.56
30.59 10.34 1.94 1.90
31.76 0.00 3.13 2.44
31.76 0.00 5.61 5.93
31.76 20.69 9.40 9.34
32.94 0.00 0.99 1.06
32.94 3.45 5.41 5.64
32.94 6.90 6.82 6.75
32.94 6.90 13.61 13.17
32.94 10.34 -2.84 -3.12
32.94 17.24 15.98 14.92
34.12 13.79 6.72 6.81
34.12 13.79 10.04 10.11
34.12 20.69 4.27 3.87
35.29 0.00 6.54 6.28
35.29 0.00 6.63 7.04
35.29 3.45 17.73 17.73
35.29 3.45 2.40 2.81
35.29 6.90 6.33 6.24
35.29 10.34 13.48 13.54
35.29 17.24 20.11 20.13
36.47 0.00 12.26 13.02
36.47 0.00 2.77 2.87
36.47 0.00 7.40 7.22
36.47 3.45 12.66 12.46
36.47 13.79 10.62 10.68
36.47 17.24 7.63 7.60
36.47 17.24 14.46 14.74
36.47 34.48 9.67 9.96
37.65 20.69 15.26 14.74
37.65 55.17 33.07 32.99
38.82 3.45 7.83 7.96
41.18 0.00 18.32 18.25
41.18 10.34 23.56 23.87
42.35 0.00 15.63 15.78
42.35 3.45 8.82 8.77
42.35 6.90 34.92 34.80
42.35 17.24 7.11 7.02
43.53 3.45 2.29 2.64
44.71 20.69 15.70 15.95
45.88 6.90 9.39 10.11
47.06 10.34 2.01 2.51
48.24 0.00 15.56 15.96
48.24 13.79 22.00 21.90
49.41 0.00 -4.26 -4.18
49.41 17.24 12.74 13.04
49.41 75.86 51.98 51.53
50.59 34.48 35.11 32.99
52.94 41.38 27.93 27.75
54.12 6.90 14.84 14.52
54.12 27.59 31.34 31.30
54.12 44.83 50.04 50.57
58.82 41.38 56.06 55.74
63.53 6.90 26.18 26.15
63.53 51.72 44.30 42.59
65.88 27.59 57.60 56.92
67.06 37.93 56.89 57.04
71.76 68.97 92.83 92.17
72.94 27.59 45.22 46.88
74.12 6.90 46.47 45.35
74.12 100.00 72.16 72.44
77.65 100.00 100.00 100.00
80.00 48.28 37.59 36.30
85.88 34.48 47.57 44.87
100.00 13.79 10.37 9.41
Albert Diagram
% FAULTS 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 8.235294117647058 8.235294117647058 8.235294117647058 8.235294117647058 8.235294117647058 8.235294117647058 9.4117647058823533 9.4117647058823533 9.4117647058823533 10.588235294117647 10.588235294117647 10.588235294117647 10.588235294117647 11.76470588235294 11.76470588235294 11.76470588235294 11.76470588235294 12.941176470588237 12.941176470588237 12.941176470588237 14.117647058823529 14.117647058823529 15.294117647058824 15.294117647058824 16.470588235294116 16.470588235294116 16.470588235294116 17.647058823529413 20 20 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 22.352941176470591 22.352941176470591 22.352941176470591 22.352941176470591 23.52941176470588 23.52941176470588 23.52941176470588 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 27.058823529411764 27.058823529411764 27.058823529411764 27.058823529411764 27.058823529411764 28.235294117647058 28.235294117647058 28.235294117647058 28.235294117647058 28.235294117647058 29.411764705882355 29.411764705882355 29.411764705882355 30.588235294117649 30.588235294117649 30.588235294117649 30.588235294117649 30.588235294117649 30.588235294117649 31.764705882352938 31.764705882352938 31.764705882352938 32.941176470588232 32.941176470588232 32.941176470588232 32.941176470588232 32.941176470588232 32.941176470588232 34.117647058823529 34.117647058823529 34.117647058823529 35.294117647058826 35.294117647058826 35.294117647058826 35.294117647058826 35.294117647058826 35.294117647058826 35.294117647058826 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 37.647058823529413 37.647058823529413 38.82352941176471 41.17647058823529 41.17647058823529 42.352941176470587 42.352941176470587 42.352941176470587 42.352941176470587 43.529411764705884 44.705882352941181 45.882352941176471 47.058823529411761 48.235294117647058 48.235294117647058 49.411764705882355 49.411764705882355 49.411764705882355 50.588235294117645 52.941176470588239 54.117647058823529 54.117647058823529 54.117647058823529 58.82352941176471 63.529411764705877 63.529411764705877 65.882352941176464 67.058823529411754 71.764705882352942 72.941176470588232 74.117647058823536 74.117647058823536 77.64705882352942 80 85.882352941176464 100 0 0 0 0 0 3.4482758620689653 3.4482758620689653 3.4482758620689653 3.4482758620689653 0 0 0 0 0 0 0 0 3.4482758620689653 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.4482758620689653 3.4482758620689653 3.4482758620689653 3.4482758620689653 0 0 0 0 0 3.4482758620689653 0 3.4482758620689653 3.4482758620689653 0 0 0 0 0 0 0 3.4482758620689653 0 0 0 0 0 0 3.4482758620689653 0 0 0 0 0 0 0 0 0 0 0 0 0 3.4482758620689653 3.4482758620689653 17.241379310344829 0 0 3.4482758620689653 3.4482758620689653 0 3.4482758620689653 6.8965517241379306 0 0 0 0 0 0 0 0 0 0 0 3.4482758620689653 3.4482758620689653 10.344827586206897 13.793103448275861 0 0 0 0 3.4482758620689653 3.4482758620689653 6.8965517241379306 10.344827586206897 0 0 0 0 10.344827586206897 0 0 3.4482758620689653 3.4482758620689653 24.137931034482758 3.4482758620689653 3.4482758620689653 31.03448275862069 0 0 0 3.4482758620689653 6.8965517241379306 10.344827586206897 0 0 20.689655172413794 0 3.4482758620689653 6.8965517241379306 6.8965517241379306 10.344827586206897 17.241379310344829 13.793103448275861 13.793103448275861 20.689655172413794 0 0 3.4482758620689653 3.4482758620689653 6.8965517241379306 10.344827586206897 17.241379310344829 0 0 0 3.4482758620689653 13.793103448275861 17.241379310344829 17.241379310344829 34.482758620689658 20.689655172413794 55.172413793103445 3.4482758620689653 0 10.344827586206897 0 3.4482758620689653 6.8965517241379306 17.241379310344829 3.4482758620689653 20.689655172413794 6.8965517241379306 10.344827586206897 0 13.793103448275861 0 17.241379310344829 75.862068965517238 34.482758620689658 41.379310344827587 6.8965517241379306 27.586206896551722 44.827586206896555 41.379310344827587 6.8965517241379306 51.724137931034484 27.586206896551722 37.931034482758619 68.965517241379317 27.586206896551722 6.8965517241379306 100 100 48.275862068965516 34.482758620689658 13.793103448275861 % M5 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 8.235294117647058 8.235294117647058 8.235294117647058 8.235294117647058 8.235294117647058 8.235294117647058 9.4117647058823533 9.4117647058823533 9.4117647058823533 10.588235294117647 10.588235294117647 10.588235294117647 10.588235294117647 11.76470588235294 11.76470588235294 11.76470588235294 11.76470588235294 12.941176470588237 12.941176470588237 12.941176470588237 14.117647058823529 14.117647058823529 15.294117647058824 15.294117647058824 16.470588235294116 16.470588235294116 16.470588235294116 17.647058823529413 20 20 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 22.352941176470591 22.352941176470591 22.352941176470591 22.352941176470591 23.52941176470588 23.52941176470588 23.52941176470588 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 27.058823529411764 27.058823529411764 27.058823529411764 27.058823529411764 27.058823529411764 28.235294117647058 28.235294117647058 28.235294117647058 28.235294117647058 28.235294117647058 29.411764705882355 29.411764705882355 29.411764705882355 30.588235294117649 30.588235294117649 30.588235294117649 30.588235294117649 30.588235294117649 30.588235294117649 31.764705882352938 31.764705882352938 31.764705882352938 32.941176470588232 32.941176470588232 32.941176470588232 32.941176470588232 32.941176470588232 32.941176470588232 34.117647058823529 34.117647058823529 34.117647058823529 35.294117647058826 35.294117647058826 35.294117647058826 35.294117647058826 35.294117647058826 35.294117647058826 35.294117647058826 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 37.647058823529413 37.647058823529413 38.82352941176471 41.17647058823529 41.17647058823529 42.352941176470587 42.352941176470587 42.352941176470587 42.352941176470587 43.529411764705884 44.705882352941181 45.882352941176471 47.058823529411761 48.235294117647058 48.235294117647058 49.411764705882355 49.411764705882355 49.411764705882355 50.588235294117645 52.941176470588239 54.117647058823529 54.117647058823529 54.117647058823529 58.82352941176471 63.529411764705877 63.529411764705877 65.882352941176464 67.058823529411754 71.764705882352942 72.941176470588232 74.117647058823536 74.117647058823536 77.64705882352942 80 85.882352941176464 100 0.6201125866748276 -1.680746712195279 -0.81057573829638185 -1.1729791980414104 -0.42642807096665103 -1.2744521667700186 -1.2382118207955155 1.6827600647494185 -0.86896296236641435 -0.98895877459310144 -0.63219270199966182 -1.4206215622005136 0.41797199023926712 -1.2317690926222709 8.4158136763012648E-2 3.5483325414146623 1.1105652688631003 1.3207592755152173 -0.97003326058419503 1.077948957486047 -1.0860023677026043 -1.0062736065586979 -0.95553712219439391 3.9449629945800555 2.5291734785094753 -0.95553712219439391 -1.0062736065586979 0.17717502476423605 1.6400769906016706 -0.89392853403773875 -0.99177746816889667 1.2663987565534627 0.479580578395922 -0.40267051082781036 -1.4435737813176994 -0.98372405795234019 -1.2217023298515761 -0.89272052250525513 -0.81983716004542107 6.4459495373315825 -1.0457353166198229 3.6820191510094946 1.0058709360478697 -0.63863543017290691 -0.86372824572565277 -0.93741694920714169 -0.31287498691320847 1.6130980663762073 0.69581464271045634 2.59440610126358 -0.19811389132728241 -0.48360728350420001 2.7687624324520215 0.64507815834615156 -2.4369619315299071 3.1146564012531108 3.8116790554960498 2.6197743434457323 4.3589082797110441 1.7713475771315368 2.7530582825297367 1.2506946066311773 2.8259416449895705 7.1675350927350459E-2 3.7859081428030703 4.3645456668626332 -2.6684974752558985 -3.1251258345346344 2.0596596628842487 9.2606164080179791 4.4929975598167049 0.97405996569247233 4.1475062615264735E-2 2.9306359778048012 3.309548928493772 13.760862037029581 6.389978336326517 6.5494358586143306 7.4091373992316273E-2 -1.1709658454872724 3.9183867408654205 0.97003326058419481 12.32131496082016 6.9581464271045581 1.1057332227331673 5.3752486490404374 0.41152926206602231 5.5343035008174217 6.5035314203799617 6.944455629736412 0.70145202986204558 8.176627392869511 7.1848499247006163 7.076531557287935 6.049319084166191 -0.75621521933462699 19.768303388069679 -1.6553784700131264 5.7295986985689096 5.7573829638160285 -1.572428344782598 6.4262186823010214 5.7984553559204652 7.6986574965169003 7.4679272938125649 10.736403830201899 5.9635502653598671 -1.6086686907571015 2.7470182248673201 -2.2952219117185275E-2 6.1624694977088064 1.3819651931610448 3.2386789185880769 8.1540778442631545 5.7851672290631466 39.110178705172707 -2.0057018144333223 13.200747356468097 22.055874560082469 -3.8668449154794593 2.4216604521184499 -4.187773312609222E-2 8.3231994588108353 9.4776558133541648 1.9376504981034228 3.1331792447511919 5.605978851744772 9.4047724508943311 0.9901667861255844 5.4130996770582511 6.8224464649555863 13.614289971088258 -2.8444644884876507 15.975952517093365 6.7193628141836648 10.03615981187234 4.2670994032423062 6.5389664253328084 6.6315806428232023 17.732401285324272 2.3987082330012632 6.3287724186806908 13.481408702515083 20.107754628697521 12.260511713685164 2.7663464093870553 7.4010839890151514 12.655934155318068 10.61962938206184 7.6257741340570684 14.456274009229208 9.667716294464892 15.257588325776553 33.066094337647279 7.8283174010034511 18.319897560622046 23.564680964154274 15.632071900846418 8.82412157428063 34.923613404095967 7.1075371866216752 2.2851551489478221 15.699317876154655 9.3894709714828739 2.0081178374982875 15.56402058451652 21.99708466550161 -4.2646833801773347 12.743313656167707 51.983554936337796 35.112465873674218 27.927615948973596 14.842837699623908 31.339443187217629 50.042280403636916 56.058983176426061 26.181233943513387 44.303822953829801 57.600003221364091 56.885665735155555 92.829243543178379 45.22473041209301 46.473411666170058 72.163387586473505 100 37.588486844754414 47.56948079664334 10.367960312794452 % Greedy 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 4.7058823529411766 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 5.8823529411764701 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 7.0588235294117645 8.235294117647058 8.235294117647058 8.235294117647058 8.235294117647058 8.235294117647058 8.235294117647058 9.4117647058823533 9.4117647058823533 9.4117647058823533 10.588235294117647 10.588235294117647 10.588235294117647 10.588235294117647 11.76470588235294 11.76470588235294 11.76470588235294 11.76470588235294 12.941176470588237 12.941176470588237 12.941176470588237 14.117647058823529 14.117647058823529 15.294117647058824 15.294117647058824 16.470588235294116 16.470588235294116 16.470588235294116 17.647058823529413 20 20 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 21.176470588235293 22.352941176470591 22.352941176470591 22.352941176470591 22.352941176470591 23.52941176470588 23.52941176470588 23.52941176470588 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 24.705882352941178 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 25.882352941176475 27.058823529411764 27.058823529411764 27.058823529411764 27.058823529411764 27.058823529411764 28.235294117647058 28.235294117647058 28.235294117647058 28.235294117647058 28.235294117647058 29.411764705882355 29.411764705882355 29.411764705882355 30.588235294117649 30.588235294117649 30.588235294117649 30.588235294117649 30.588235294117649 30.588235294117649 31.764705882352938 31.764705882352938 31.764705882352938 32.941176470588232 32.941176470588232 32.941176470588232 32.941176470588232 32.941176470588232 32.941176470588232 34.117647058823529 34.117647058823529 34.117647058823529 35.294117647058826 35.294117647058826 35.294117647058826 35.294117647058826 35.294117647058826 35.294117647058826 35.294117647058826 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 36.470588235294116 37.647058823529413 37.647058823529413 38.82352941176471 41.17647058823529 41.17647058823529 42.352941176470587 42.352941176470587 42.352941176470587 42.352941176470587 43.529411764705884 44.705882352941181 45.882352941176471 47.058823529411761 48.235294117647058 48.235294117647058 49.411764705882355 49.411764705882355 49.411764705882355 50.588235294117645 52.941176470588239 54.117647058823529 54.117647058823529 54.117647058823529 58.82352941176471 63.529411764705877 63.529411764705877 65.882352941176464 67.058823529411754 71.764705882352942 72.941176470588232 74.117647058823536 74.117647058823536 77.64705882352942 80 85.882352941176464 100 0.51777991350312336 -1.7127182444337659 -0.82652570879384912 -1.1701105237866412 -0.46011532916866915 -1.2766298254044528 -1.238587217683806 1.5697581291045974 -0.89740509370494981 -1.0219445779272784 -0.66314271984622797 -1.4019702066314272 0.36961396764376081 -1.2369854236745155 -2.402691013935566E-3 3.2356238987666188 0.93104276790004792 1.1645042447541243 -1.0011212558065035 0.9042127182444335 -1.1228576005125743 -1.0391638635271507 -0.98590421271824469 3.5643921191734749 2.3033797853596027 -0.98590421271824469 -1.0391638635271507 -4.5250680762454303E-2 1.2742271343905176 -0.92423514336056423 -1.023946820438892 1.1789203908377384 0.36120454909498617 -0.52298574403331755 -1.4724491430402054 -1.1152490789684448 -1.2497997757488393 -0.94625981098830736 -0.92263334935127395 6.0043248438250849 -1.0824123017779916 3.5323562389876662 0.85095306743552745 -0.67235303539964786 -0.85575844946339941 -0.97429120615088927 -0.48454268781034832 1.1969405734422551 0.44489828608040954 2.2597308986064388 -0.16898926798013783 -0.44489828608041032 2.5396444017299391 0.68196379945538965 -2.3454268781034759 2.8527951305462116 3.7329809386512904 2.4235143360563831 4.2395482940893787 1.6862886432804733 2.7630946660259488 1.244593945218645 2.8311709114207906 -1.1613006567355271E-2 3.8266858881947781 4.3368572801537724 -2.5676757968925199 -2.9545090501361528 2.0062469966362317 9.12101553740189 4.4650008008970037 0.94786160499759697 0.15297132788723308 3.0622296972609324 3.2636552939291996 13.700544609963156 6.4612365849751718 6.6142079128624065 9.4906295050457182E-2 -1.1108441454428959 3.889956751561749 1.0155374018901173 12.297373057824764 6.9938330930642323 1.2878423834694861 5.4340861765177007 0.52338619253564034 5.5914624379304829 6.5533397405093705 6.9754124619573918 0.62870414864648427 8.2095947461156484 7.2212878423834708 7.1043568797052705 6.0936248598430245 -0.7208073041806824 19.703668108281278 -1.6130065673554386 5.7196059586737151 5.8073041806823635 -1.370334774947942 6.5521383950024035 5.7616530514175892 7.7683004965561437 7.5268300496556151 10.670751241390358 6.0139356078808266 -1.7011052378664109 3.0514175876982206 7.0478936408777643E-2 5.5410059266378351 1.4480217843985268 3.1142880025628705 8.1659458593624876 5.8905974691654643 37.103956431202946 -1.9822200864968764 13.025388435047253 21.713118692936089 -3.6669069357680604 2.6890116930962678 8.2892839980778246E-2 8.2776709915104885 9.5615088899567517 1.9013294890277108 2.4399327246516096 5.9322441134070152 9.3372577286560965 1.0631907736665063 5.6359122216882902 6.7519621976613822 13.173554380906619 -3.1210956271023562 14.918708954028512 6.8112285760051243 10.113727374659618 3.8711356719525867 6.2754284798974842 7.0370815313150734 17.734262373858723 2.8131507288162751 6.2433925997116768 13.5435687970527 20.133349351273424 13.019782156014736 2.8668108281275027 7.2180842543648875 12.463158737786317 10.683565593464678 7.5957071920550998 14.736905333974052 9.9563511132468356 14.742511613006567 32.986945378824288 7.9569117411500869 18.245635111324681 23.869934326445616 15.777670991510492 8.7650168188370969 34.798173954829402 7.0166586576966203 2.6373538362966524 15.945458913983662 10.105718404613167 2.5072080730418058 15.964279993592825 21.897325004004482 -4.1754765337177515 13.044209514656416 51.533717763895567 32.992151209354475 27.751481659458594 14.517860003203587 31.300656735543814 50.573842703828284 55.743232420310761 26.148486304661223 42.586096427999358 56.919349671632226 57.039083773826682 92.17483581611404 46.876501681883717 45.353596027550864 72.437530033637685 100 36.295450905013617 44.868252442735866 9.4097389075764806
NUMUORS - TEST
% NUMUORS % FAULTS % M5 % Greedy
1.14 2.38 -1.83 -1.85
3.41 0.00 1.15 0.96
4.55 0.00 -0.15 -0.21
4.55 0.00 0.25 0.13
4.55 0.00 -1.14 -1.18
4.55 0.00 2.84 2.49
4.55 2.38 -1.82 -1.78
4.55 2.38 -1.77 -1.73
5.68 0.00 1.55 1.40
5.68 0.00 -0.01 -0.13
5.68 0.00 -1.75 -1.71
6.82 0.00 2.86 2.21
6.82 0.00 0.73 0.54
6.82 0.00 7.01 6.21
6.82 0.00 0.17 0.05
6.82 0.00 0.17 0.05
6.82 0.00 -1.44 -1.70
6.82 2.38 -1.62 -1.74
6.82 7.14 -1.61 -1.64
7.95 0.00 -1.57 -1.49
9.09 0.00 1.72 1.02
9.09 2.38 -0.69 -0.74
11.36 0.00 -1.75 -1.72
11.36 2.38 -0.88 -0.89
13.64 0.00 -0.84 -0.79
14.77 0.00 -2.48 -2.24
14.77 0.00 0.23 0.16
14.77 2.38 5.83 5.28
15.91 0.00 0.05 0.17
17.05 0.00 -1.07 -0.93
17.05 0.00 4.36 4.26
18.18 0.00 -0.12 -0.14
19.32 0.00 4.98 4.91
19.32 0.00 5.30 5.21
19.32 0.00 5.58 5.50
19.32 2.38 8.46 7.77
20.45 0.00 2.37 2.42
20.45 0.00 8.59 8.46
20.45 2.38 -1.20 -1.14
20.45 2.38 -1.13 -1.04
21.59 0.00 2.66 2.70
21.59 2.38 0.68 0.73
22.73 2.38 9.56 9.26
23.86 0.00 7.90 7.74
23.86 0.00 10.07 9.87
23.86 2.38 1.73 1.43
23.86 2.38 -0.27 0.26
23.86 11.90 7.69 7.71
25.00 0.00 -2.38 -2.05
26.14 0.00 0.06 0.26
26.14 0.00 9.48 9.30
26.14 2.38 7.88 7.74
27.27 0.00 -2.06 -2.14
27.27 0.00 3.82 4.00
28.41 0.00 -0.37 -0.15
28.41 2.38 2.10 2.06
28.41 7.14 -1.46 -1.16
29.55 0.00 7.88 7.59
30.68 0.00 3.67 3.75
31.82 0.00 9.11 8.99
31.82 4.76 7.30 7.46
32.95 21.43 18.33 17.54
34.09 0.00 8.01 8.39
34.09 9.52 17.77 17.33
35.23 0.00 21.27 20.91
35.23 14.29 9.07 8.75
35.23 14.29 57.64 56.88
36.36 0.00 9.16 8.94
36.36 2.38 15.44 14.63
36.36 4.76 1.25 0.35
36.36 9.52 16.19 16.29
37.50 2.38 6.54 6.63
38.64 0.00 2.69 2.13
38.64 4.76 19.62 18.16
39.77 0.00 16.17 15.95
39.77 9.52 12.39 11.66
40.91 0.00 11.49 12.26
40.91 28.57 34.43 34.55
42.05 4.76 5.58 5.59
42.05 4.76 8.27 7.63
45.45 0.00 1.53 1.58
45.45 9.52 14.33 14.00
47.73 7.14 7.26 6.90
47.73 11.90 43.52 46.48
48.86 4.76 37.94 37.03
50.00 23.81 21.98 21.32
54.55 11.90 18.38 17.65
55.68 28.57 65.56 63.48
59.09 16.67 34.82 33.29
59.09 35.71 17.54 17.33
60.23 59.52 66.08 65.24
62.50 45.24 56.65 53.80
81.82 100.00 100.00 100.00
100.00 19.05 69.39 65.95
Albert Diagram
% FAULTS 1.1363636363636365 3.4090909090909087 4.5454545454545459 4.5454545454545459 4.5454545454545459 4.5454545454545459 4.5454545454545459 4.5454545454545459 5.6818181818181817 5.6818181818181817 5.6818181818181817 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 7.9545454545454541 9.0909090909090917 9.0909090909090917 11.363636363636363 11.363636363636363 13.636363636363635 14.772727272727273 14.772727272727273 14.772727272727273 15.909090909090908 17.045454545454543 17.045454545454543 18.181818181818183 19.318181818181817 19.318181818181817 19.318181818181817 19.318181818181817 20.454545454545457 20.454545454545457 20.454545454545457 20.454545454545457 21.59090909090909 21.59090909090909 22.727272727272727 23.863636363636363 23.863636363636363 23.863636363636363 23.863636363636363 23.863636363636363 25 26.136363636363637 26.136363636363637 26.136363636363637 27.27272727272727 27.27272727272727 28.40909090909091 28.40909090909091 28.40909090909091 29.545454545454547 30.681818181818183 31.818181818181817 31.818181818181817 32.954545454545453 34.090909090909086 34.090909090909086 35.227272727272727 35.227272727272727 35.227272727272727 36.363636363636367 36.363636363636367 36.363636363636367 36.363636363636367 37.5 38.636363636363633 38.636363636363633 39.772727272727273 39.772727272727273 40.909090909090914 40.909090909090914 42.045454545454547 42.045454545454547 45.454545454545453 45.454545454545453 47.727272727272727 47.727272727272727 48.863636363636367 50 54.54545454545454 55.68181818181818 59.090909090909093 59.090909090909093 60.227272727272727 62.5 81.818181818181827 100 2.3809523809523809 0 0 0 0 0 2.3809523809523809 2.3809523809523809 0 0 0 0 0 0 0 0 0 2.3809523809523809 7.1428571428571423 0 0 2.3809523809523809 0 2.3809523809523809 0 0 0 2.3809523809523809 0 0 0 0 0 0 0 2.3809523809523809 0 0 2.3809523809523809 2.3809523809523809 0 2.3809523809523809 2.3809523809523809 0 0 2.3809523809523809 2.3809523809523809 11.904761904761903 0 0 0 2.3809523809523809 0 0 0 2.3809523809523809 7.1428571428571423 0 0 0 4.7619047619047619 21.428571428571427 0 9.5238095238095237 0 14.285714285714285 14.285714285714285 0 2.3809523809523809 4.7619047619047619 9.5238095238095237 2.3809523809523809 0 4.7619047619047619 0 9.5238095238095237 0 28.571428571428569 4.7619047619047619 4.7619047619047619 0 9.5238095238095237 7.1428571428571423 11.904761904761903 4.7619047619047619 23.809523809523807 11.904761904761903 28.571428571428569 16.666666666666664 35.714285714285715 59.523809523809526 45.238095238095241 100 19.047619047619047 % M5 1.1363636363636365 3.4090909090909087 4.5454545454545459 4.5454545454545459 4.5454545454545459 4.5454545454545459 4.5454545454545459 4.5454545454545459 5.6818181818181817 5.6818181818181817 5.6818181818181817 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 7.9545454545454541 9.0909090909090917 9.0909090909090917 11.363636363636363 11.363636363636363 13.636363636363635 14.772727272727273 14.772727272727273 14.772727272727273 15.909090909090908 17.045454545454543 17.045454545454543 18.181818181818183 19.318181818181817 19.318181818181817 19.318181818181817 19.318181818181817 20.454545454545457 20.454545454545457 20.454545454545457 20.454545454545457 21.59090909090909 21.59090909090909 22.727272727272727 23.863636363636363 23.863636363636363 23.863636363636363 23.863636363636363 23.863636363636363 25 26.136363636363637 26.136363636363637 26.136363636363637 27.27272727272727 27.27272727272727 28.40909090909091 28.40909090909091 28.40909090909091 29.545454545454547 30.681818181818183 31.818181818181817 31.818181818181817 32.954545454545453 34.090909090909086 34.090909090909086 35.227272727272727 35.227272727272727 35.227272727272727 36.363636363636367 36.363636363636367 36.363636363636367 36.363636363636367 37.5 38.636363636363633 38.636363636363633 39.772727272727273 39.772727272727273 40.909090909090914 40.909090909090914 42.045454545454547 42.045454545454547 45.454545454545453 45.454545454545453 47.727272727272727 47.727272727272727 48.863636363636367 50 54.54545454545454 55.68181818181818 59.090909090909093 59.090909090909093 60.227272727272727 62.5 81.818181818181827 100 -1.8304355213229879 1.1508183723169283 -0.14668403466047433 0.25202469275641393 -1.1394914198334938 2.844197768590361 -1.8230730022087553 -1.772101716033301 1.5466953616129586 -6.2298238658888274E-3 -1.7528458968114626 2.8566574163221388 0.73172113042985787 7.0096845443733358 0.16593985388231255 0.16593985388231255 -1.4390893130203328 -1.6186215098827665 -1.6118253383927064 -1.5653848332106253 1.7228294727303615 -0.68867871099280775 -1.7522795491872911 -0.88236959845953422 -0.84499065526420047 -2.4834343319929775 0.22823809254120131 5.8282834003511352 5.0971286175453996E-2 -1.0669989239395141 4.3603103584980474 -0.12233108682109134 4.9849917879594496 5.3044118479922986 5.584753921957299 8.456136376507903 2.3701648071586332 8.5903607634365962 -1.1966925298748388 -1.1258990768533741 2.6624001812312388 0.67848445375771516 9.5639123293877795 7.8982839666987621 10.074191538766499 1.7301919918445947 -0.27014781672990557 7.6932661267485987 -2.3848898453870979 6.3430933907231105E-2 9.4761284476411642 7.8812935379736073 -2.0609390043608773 3.8160502916690286 -0.36642691283910062 2.1022823809254119 -1.464008608483887 7.8773291046044083 3.6721979951294101 9.1114005776745763 7.2956900945800509 18.328141813445097 8.0070227105397294 17.771422098884297 21.274848502010542 9.0734552868550757 57.636065016707263 9.1635045590983779 15.435238149175964 1.2544599875403546 16.188480489324348 6.5390496686866406 2.6867531290706252 19.620547091804951 16.166392931981651 12.389986974004646 11.486096165826586 34.432802854392023 5.5824885314606103 8.2681089652828916 1.5285722376394635 14.327462196296084 7.2554794132638643 43.517585093730538 37.936229257518264 21.983915727473526 18.375715013875521 65.555870193124548 34.820750976949647 17.539219572973895 66.077476354986686 56.650620150648479 100 69.392875346887934 % Greedy 1.1363636363636365 3.4090909090909087 4.5454545454545459 4.5454545454545459 4.5454545454545459 4.5454545454545459 4.5454545454545459 4.5454545454545459 5.6818181818181817 5.6818181818181817 5.6818181818181817 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 6.8181818181818175 7.9545454545454541 9.0909090909090917 9.0909090909090917 11.363636363636363 11.363636363636363 13.636363636363635 14.772727272727273 14.772727272727273 14.772727272727273 15.909090909090908 17.045454545454543 17.045454545454543 18.181818181818183 19.318181818181817 19.318181818181817 19.318181818181817 19.318181818181817 20.454545454545457 20.454545454545457 20.454545454545457 20.454545454545457 21.59090909090909 21.59090909090909 22.727272727272727 23.863636363636363 23.863636363636363 23.863636363636363 23.863636363636363 23.863636363636363 25 26.136363636363637 26.136363636363637 26.136363636363637 27.27272727272727 27.27272727272727 28.40909090909091 28.40909090909091 28.40909090909091 29.545454545454547 30.681818181818183 31.818181818181817 31.818181818181817 32.954545454545453 34.090909090909086 34.090909090909086 35.227272727272727 35.227272727272727 35.227272727272727 36.363636363636367 36.363636363636367 36.363636363636367 36.363636363636367 37.5 38.636363636363633 38.636363636363633 39.772727272727273 39.772727272727273 40.909090909090914 40.909090909090914 42.045454545454547 42.045454545454547 45.454545454545453 45.454545454545453 47.727272727272727 47.727272727272727 48.863636363636367 50 54.54545454545454 55.68181818181818 59.090909090909093 59.090909090909093 60.227272727272727 62.5 81.818181818181827 100 -1.8541138321821582 0.96074317921639729 -0.20759501991049842 0.13310182015369723 -1.1754588726330606 2.4922357271577011 -1.7774296559619212 -1.7253939649553316 1.3967474954400305 -0.12652889076339133 -1.7127958502905782 2.2057655545635302 0.54171893058438814 6.2125137620709108 5.0392458659012783E-2 5.0392458659012783E-2 -1.7018409679734017 -1.7363488472725084 -1.6404936269972119 -1.4947936921787623 1.0248292407718813 -0.73890681229356903 -1.7221075002601787 -0.8867977235754545 -0.79039475918429947 -2.238082457399202 0.15994128183077935 5.2764190680681606 0.17089616414795653 -0.92842627638072606 4.2647356860768921 -0.14077023777572101 4.9061440457475873 5.2134284947443943 5.4955167144116954 7.7708457716892969 2.4160992950533222 8.4582646370921353 -1.1376645286388016 -1.0390705877842112 2.7025694676474936 0.72740418586053368 9.2645439756363448 7.7352424041584742 9.8654192707334847 1.4252301894646904 0.25853522268536983 7.7122371512924035 -2.051301713891339 0.26236943149638214 9.3023383196306035 7.7396243570853436 -2.1362020518494584 3.9979843016536392 -0.15282060832461589 2.0611611079767984 -1.1590265491572957 7.5917334458034569 3.7514994495171634 8.9873854530117683 7.4602748579973319 17.537671101568193 8.3908921108414987 17.327337361078396 20.913965831722052 8.7524032273083314 56.883774176055915 8.9413749472796269 14.625315637546763 0.34726976945449989 16.287171285062467 6.6260605695443315 2.1290813783432925 18.163742625994843 15.945926700882417 11.662567714866318 12.260704289384172 34.550603340143617 5.5919196788028493 7.6322665103770087 1.5780507977893043 13.99760088077254 6.8971939068944526 46.478826951201491 37.034622905563438 21.323130686268605 17.654888342361982 63.481899795691454 33.290244129552441 17.333362546352845 65.241801639945876 53.795045106727947 100 65.947296061172068
NUMUANDS - FIT
% NUMUANDS % FAULTS % M5 % Greedy
0.18 0.00 -1.42 -1.40
0.18 0.00 -1.23 -1.24
0.18 0.00 -1.17 -1.17
0.18 3.45 -1.27 -1.28
0.18 3.45 -1.24 -1.24
0.27 0.00 -0.99 -1.02
0.27 0.00 -1.68 -1.71
0.27 0.00 -0.81 -0.83
0.36 0.00 -0.63 -0.66
0.36 0.00 0.42 0.37
0.36 0.00 -0.43 -0.46
0.36 3.45 -0.87 -0.90
0.44 0.00 -0.97 -1.00
0.44 0.00 -1.09 -1.12
0.44 0.00 -1.01 -1.04
0.44 0.00 -0.96 -0.99
0.44 0.00 0.08 -0.00
0.44 0.00 -0.96 -0.99
0.44 0.00 -1.01 -1.04
0.44 0.00 -0.89 -0.92
0.44 0.00 -0.99 -1.02
0.53 0.00 -1.22 -1.25
0.53 0.00 -0.82 -0.92
0.53 0.00 -2.44 -2.35
0.53 3.45 -1.44 -1.47
0.62 0.00 1.01 0.85
0.62 0.00 -0.89 -0.95
0.62 0.00 2.53 2.30
0.62 3.45 1.32 1.16
0.71 0.00 1.11 0.93
0.71 0.00 0.18 -0.05
0.71 0.00 -1.05 -1.08
0.71 3.45 -0.64 -0.67
0.71 3.45 2.77 2.54
0.80 0.00 -0.94 -0.97
0.80 0.00 0.62 0.52
0.80 0.00 3.94 3.56
0.80 3.45 0.48 0.36
0.80 3.45 1.68 1.57
0.89 0.00 -2.67 -2.57
0.89 0.00 0.70 0.44
0.89 3.45 -0.76 -0.72
0.98 0.00 1.64 1.27
0.98 3.45 -0.86 -0.86
1.07 0.00 6.45 6.00
1.07 0.00 1.61 1.20
1.16 0.00 1.08 0.90
1.16 3.45 -0.98 -1.12
1.25 0.00 -3.13 -2.95
1.25 0.00 3.11 2.85
1.25 0.00 3.55 3.24
1.42 3.45 -1.17 -1.11
1.42 3.45 -0.40 -0.52
1.51 0.00 -0.31 -0.48
1.60 0.00 -0.20 -0.17
1.69 0.00 2.62 2.42
1.78 0.00 -0.48 -0.44
1.78 3.45 3.68 3.53
1.96 0.00 1.27 1.18
2.22 0.00 2.59 2.26
2.22 0.00 1.25 1.24
2.31 0.00 -3.87 -3.67
2.31 0.00 0.41 0.52
2.40 0.00 0.65 0.68
2.58 0.00 -1.61 -1.70
2.76 13.79 -1.66 -1.61
2.85 0.00 -0.02 0.07
3.02 0.00 0.97 0.95
3.02 3.45 1.77 1.69
3.11 0.00 1.38 1.45
3.20 0.00 0.07 -0.01
3.29 0.00 -1.57 -1.37
3.29 0.00 2.06 2.01
3.29 0.00 4.49 4.47
3.29 0.00 0.04 0.15
3.38 0.00 0.99 1.06
3.47 3.45 -2.01 -1.98
3.56 10.34 -2.84 -3.12
3.65 0.00 -0.04 0.08
3.65 3.45 0.07 0.09
3.91 0.00 9.26 9.12
3.91 3.45 0.97 1.02
4.18 0.00 1.11 1.29
4.18 10.34 1.94 1.90
4.36 0.00 2.83 2.83
4.45 0.00 2.75 2.76
4.98 0.00 0.70 0.63
4.98 6.90 6.33 6.24
4.98 6.90 6.82 6.75
5.07 3.45 3.31 3.26
5.25 0.00 3.81 3.73
5.25 0.00 2.77 2.87
5.34 3.45 2.93 3.06
5.34 3.45 2.40 2.81
5.52 0.00 4.36 4.24
5.60 3.45 2.29 2.64
5.60 6.90 12.32 12.30
5.78 0.00 3.79 3.83
5.87 0.00 4.36 4.34
5.87 3.45 5.80 5.76
6.05 0.00 3.92 3.89
6.85 6.90 7.47 7.53
6.94 0.00 5.38 5.43
7.03 0.00 5.53 5.59
7.03 6.90 13.61 13.17
7.30 0.00 2.42 2.69
7.30 0.00 3.24 3.11
7.38 0.00 5.76 5.81
7.38 3.45 6.05 6.09
7.56 0.00 5.73 5.72
7.65 0.00 6.39 6.46
7.65 0.00 5.96 6.01
7.65 0.00 5.61 5.93
7.65 0.00 6.50 6.55
7.74 0.00 6.96 6.99
7.92 0.00 6.94 6.98
7.92 0.00 6.55 6.61
8.01 0.00 7.18 7.22
8.01 0.00 7.08 7.10
8.19 20.69 4.27 3.87
8.63 0.00 6.63 7.04
8.63 6.90 9.48 9.56
8.72 0.00 8.18 8.21
8.72 0.00 6.43 6.55
9.07 10.34 2.01 2.51
9.16 3.45 7.70 7.77
9.25 3.45 5.79 5.89
9.52 0.00 6.54 6.28
9.70 3.45 8.15 8.17
9.70 10.34 6.16 5.54
9.79 3.45 5.41 5.64
9.88 3.45 17.73 17.73
9.96 3.45 13.20 13.03
10.23 3.45 8.82 8.77
10.32 13.79 10.04 10.11
10.41 10.34 10.74 10.67
10.85 34.48 9.67 9.96
11.57 17.24 7.63 7.60
11.65 13.79 6.72 6.81
11.74 17.24 7.11 7.02
12.10 10.34 13.48 13.54
12.19 0.00 2.75 3.05
12.63 0.00 7.40 7.22
12.72 17.24 13.76 13.70
13.08 17.24 12.74 13.04
13.17 13.79 10.62 10.68
13.35 31.03 22.06 21.71
13.52 10.34 19.77 19.70
13.70 20.69 9.40 9.34
14.59 17.24 15.98 14.92
15.21 0.00 18.32 18.25
15.30 0.00 12.26 13.02
15.84 6.90 9.39 10.11
16.10 17.24 14.46 14.74
16.46 41.38 27.93 27.75
16.81 3.45 8.32 8.28
16.81 20.69 15.70 15.95
17.62 17.24 20.11 20.13
18.06 0.00 15.56 15.96
18.33 3.45 7.83 7.96
18.86 0.00 15.63 15.78
18.86 20.69 15.26 14.74
19.40 0.00 3.13 2.44
19.75 6.90 26.18 26.15
20.64 6.90 14.84 14.52
21.35 13.79 22.00 21.90
22.06 3.45 12.66 12.46
25.27 10.34 23.56 23.87
26.96 55.17 33.07 32.99
27.40 6.90 34.92 34.80
27.40 34.48 35.11 32.99
28.29 75.86 51.98 51.53
28.38 51.72 44.30 42.59
30.69 48.28 37.59 36.30
31.23 27.59 31.34 31.30
34.34 27.59 45.22 46.88
36.39 6.90 46.47 45.35
36.39 34.48 47.57 44.87
37.19 44.83 50.04 50.57
37.37 24.14 39.11 37.10
38.70 41.38 56.06 55.74
39.68 13.79 10.37 9.41
40.30 68.97 92.83 92.17
48.67 37.93 56.89 57.04
56.32 100.00 72.16 72.44
59.88 0.00 -4.26 -4.18
69.48 27.59 57.60 56.92
100.00 100.00 100.00 100.00
Albert Diagram
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