Merge pull request #21 from UrbsLab/development

Speed Boost 3.0
UrbsLab · Apr 6, 2020 · c746cfe · c746cfe
2 parents 963b061 + 980dc4f
commit c746cfe
Show file tree

Hide file tree

Showing 14 changed files with 13,547 additions and 13,712 deletions.
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
diff --git a/.ipynb_checkpoints/eLCS User Guide-checkpoint.ipynb b/.ipynb_checkpoints/eLCS User Guide-checkpoint.ipynb
diff --git a/defaultExportDir/fileRulePopulation.csv b/defaultExportDir/fileRulePopulation.csv
diff --git a/defaultExportDir/iterationData.csv b/defaultExportDir/iterationData.csv
diff --git a/defaultExportDir/popData2.csv b/defaultExportDir/popData2.csv
diff --git a/defaultExportDir/popStats.csv b/defaultExportDir/popStats.csv
@@ -1,3 +1,3 @@
 Label,A_0,A_1,A_2,R_0,R_1,R_2,R_3,R_4,R_5,R_6,R_7
-Specificity Sum,32,44,41,40,36,44,45,38,27,42,41
-Accuracy Sum,29.75,37.48856209150327,37.53333333333333,33.06111111111111,30.200000000000006,37.449999999999996,35.83856209150327,34.28333333333333,24.333333333333332,35.99999999999999,36.36666666666666
+Specificity Sum,27,23,30,28,22,21,12,30,40,21,33
+Accuracy Sum,18.830980130980127,15.928571428571429,21.87359307359307,20.645238095238096,15.601282051282052,12.882478632478634,10.150000000000002,22.073809523809526,24.441053391053394,13.15,20.654484404484403
diff --git a/defaultExportDir/popStats2.csv b/defaultExportDir/popStats2.csv
@@ -1,3 +1,3 @@
 Label,A_0,A_1,A_2,R_0,R_1,R_2,R_3,R_4,R_5,R_6,R_7
-Specificity Sum,663,624,700,251,235,294,261,309,297,255,260
-Accuracy Sum,575.1313159707595,541.9793138568352,604.1188129465457,206.7573725427697,191.08080391671004,238.6301661436595,210.8429694760327,252.6562762584559,242.4215043758794,204.59009085535783,214.1144559000315
+Specificity Sum,515,672,647,330,300,280,272,344,335,269,312
+Accuracy Sum,443.43620062753195,574.5167321078329,552.5021986120198,272.29854744540773,235.85056602519282,223.65800635648495,214.89858466233932,283.53029513419375,267.9428758012239,220.50962840666952,250.61913101493747
diff --git a/defaultExportDir/populationData.csv b/defaultExportDir/populationData.csv
@@ -1,70 +1,57 @@
 A_0,A_1,A_2,R_0,R_1,R_2,R_3,R_4,R_5,R_6,R_7,class,Fitness,Accuracy,Numerosity,Avg Match Set Size,TimeStamp GA,Iteration Initialized,Specificity,Deletion Probability,Correct Count,Match Count
-#,0.0,#,1.0,0.0,0.0,1.0,#,#,#,#,0.0,0.07775999999999998,0.6,3,1.6,69,0,0.45454545454545453,,3,5
-#,#,1.0,1.0,1.0,#,1.0,#,1.0,#,1.0,1.0,1.0,1.0,1,1.0,1,1,0.5454545454545454,,1,1
-1.0,#,0.0,#,#,0.0,#,1.0,1.0,0.0,#,1.0,1.0,1.0,1,1.5,2,2,0.5454545454545454,,2,2
-0.0,1.0,0.0,#,#,0.0,1.0,#,#,#,1.0,0.0,1.0,1.0,2,3.2,85,3,0.5454545454545454,,5,5
-0.0,#,#,0.0,1.0,0.0,#,#,#,#,0.0,0.0,0.2373046875,0.75,1,1.25,53,4,0.45454545454545453,,3,4
-0.0,1.0,0.0,#,#,#,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1,1.0,5,5,0.7272727272727273,,1,1
-#,0.0,1.0,0.0,0.0,0.0,#,1.0,1.0,#,1.0,0.0,1.0,1.0,1,1.0,7,7,0.7272727272727273,,1,1
-#,0.0,1.0,1.0,#,0.0,#,0.0,1.0,1.0,0.0,1.0,1.0,1.0,1,2.0,8,8,0.7272727272727273,,1,1
-0.0,0.0,#,1.0,0.0,#,#,#,#,0.0,#,0.0,0.3276800000000001,0.8,1,1.4,39,9,0.45454545454545453,,4,5
-#,#,0.0,#,0.0,1.0,0.0,0.0,#,1.0,#,0.0,0.004115226337448558,0.3333333333333333,1,1.6666666666666667,12,12,0.5454545454545454,,1,3
-#,0.0,1.0,0.0,1.0,#,1.0,1.0,#,0.0,1.0,1.0,1.0,1.0,1,1.0,13,13,0.7272727272727273,,1,1
-0.0,#,#,0.0,0.0,#,0.0,#,#,1.0,0.0,0.0,1.0,1.0,1,1.5,76,14,0.5454545454545454,,2,2
-#,#,0.0,0.0,0.0,0.0,#,1.0,#,#,1.0,0.0,1.0,1.0,2,2.5,58,15,0.5454545454545454,,2,2
-#,0.0,#,1.0,0.0,1.0,0.0,0.0,1.0,#,#,0.0,1.0,1.0,1,1.5,16,16,0.6363636363636364,,2,2
-1.0,#,0.0,1.0,#,1.0,#,1.0,#,#,0.0,1.0,0.13168724279835387,0.6666666666666666,1,1.6666666666666667,17,17,0.5454545454545454,,2,3
-#,0.0,1.0,#,1.0,1.0,#,1.0,#,0.0,#,1.0,1.0,1.0,2,1.0,46,18,0.5454545454545454,,2,2
-#,#,1.0,#,#,1.0,1.0,#,#,#,1.0,1.0,0.13168724279835387,0.6666666666666666,2,3.2,93,19,0.36363636363636365,,4,6
-#,#,1.0,#,#,0.0,0.0,1.0,#,#,#,1.0,0.07775999999999998,0.6,1,1.6,61,20,0.36363636363636365,,3,5
-0.0,#,#,#,#,0.0,0.0,1.0,#,#,0.0,0.0,1.0,1.0,1,2.5,86,21,0.45454545454545453,,2,2
-#,#,1.0,#,1.0,0.0,#,#,#,1.0,1.0,1.0,1.0,1.0,1,1.0,99,23,0.45454545454545453,,3,3
-0.0,#,#,1.0,#,1.0,#,1.0,#,1.0,#,1.0,1.0,1.0,1,1.0,24,24,0.45454545454545453,,1,1
-0.0,#,0.0,0.0,#,0.0,#,#,0.0,1.0,1.0,0.0,1.0,1.0,1,2.5,58,26,0.6363636363636364,,2,2
-1.0,1.0,1.0,#,#,#,1.0,#,1.0,0.0,#,0.0,1.0,1.0,1,1.0,27,27,0.5454545454545454,,1,1
-#,0.0,#,1.0,0.0,#,1.0,0.0,#,#,#,0.0,1.0,1.0,1,1.5,71,28,0.45454545454545453,,2,2
-#,#,#,#,1.0,#,0.0,#,1.0,1.0,0.0,0.0,0.13168724279835387,0.6666666666666666,1,2.3333333333333335,86,29,0.45454545454545453,,2,3
-#,#,#,0.0,0.0,#,#,0.0,#,0.0,#,0.0,0.2373046875,0.75,1,2.4512,30,30,0.36363636363636365,,6,8
-0.0,1.0,#,#,#,0.0,#,#,#,1.0,1.0,1.0,0.0003200000000000001,0.2,1,3.6,33,33,0.45454545454545453,,1,5
-#,1.0,#,#,0.0,1.0,#,#,1.0,0.0,1.0,1.0,0.03125,0.5,1,2.5,36,36,0.5454545454545454,,1,2
-0.0,0.0,1.0,1.0,1.0,#,#,#,0.0,0.0,#,1.0,1.0,1.0,1,1.0,37,37,0.6363636363636364,,1,1
-#,1.0,#,0.0,#,#,0.0,#,#,#,#,0.0,0.28462802079628785,0.7777777777777778,1,2.62528,76,38,0.2727272727272727,,7,9
-#,1.0,1.0,#,0.0,#,0.0,0.0,1.0,1.0,0.0,0.0,1.0,1.0,1,1.0,40,40,0.7272727272727273,,1,1
-#,1.0,#,0.0,#,0.0,#,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1,2.0,42,42,0.6363636363636364,,1,1
-0.0,0.0,#,1.0,#,#,1.0,1.0,0.0,0.0,0.0,1.0,1.0,1.0,1,1.0,43,43,0.7272727272727273,,1,1
-1.0,1.0,#,0.0,1.0,#,0.0,#,#,1.0,#,1.0,1.0,1.0,1,3.0,44,44,0.5454545454545454,,1,1
-1.0,0.0,0.0,#,#,1.0,#,0.0,#,1.0,1.0,0.0,1.0,1.0,2,1.5,98,45,0.6363636363636364,,2,2
-#,#,1.0,#,1.0,1.0,#,1.0,#,0.0,#,1.0,1.0,1.0,1,8.0,93,46,0.45454545454545453,,1,1
-1.0,1.0,#,1.0,0.0,1.0,0.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,1,1.0,47,47,0.9090909090909091,,1,1
-1.0,0.0,#,#,0.0,#,#,1.0,0.0,#,#,0.0,1.0,1.0,1,1.0,48,48,0.45454545454545453,,1,1
-0.0,#,0.0,#,#,1.0,#,1.0,#,0.0,#,1.0,1.0,1.0,1,2.0,49,49,0.45454545454545453,,3,3
-#,#,#,1.0,#,0.0,1.0,0.0,#,1.0,0.0,1.0,1.0,1.0,1,1.0,52,52,0.5454545454545454,,1,1
-#,#,1.0,#,#,1.0,1.0,#,#,#,#,1.0,0.2373046875,0.75,1,4.0,93,54,0.2727272727272727,,3,4
-#,1.0,#,#,#,#,1.0,#,#,#,#,1.0,0.1134276198236865,0.6470588235294118,2,4.05096286208,93,55,0.18181818181818182,,11,17
-1.0,0.0,#,1.0,0.0,#,0.0,0.0,#,0.0,#,0.0,1.0,1.0,1,1.0,56,56,0.6363636363636364,,1,1
-#,1.0,0.0,0.0,#,0.0,#,1.0,#,#,1.0,0.0,0.03125,0.5,1,4.5,85,58,0.5454545454545454,,1,2
-#,1.0,0.0,#,1.0,1.0,0.0,0.0,0.0,#,1.0,0.0,1.0,1.0,1,1.0,60,60,0.7272727272727273,,1,1
-#,#,#,#,#,#,0.0,0.0,1.0,0.0,#,1.0,0.03125,0.5,1,3.0,63,63,0.36363636363636365,,1,2
-#,#,#,1.0,1.0,1.0,0.0,0.0,0.0,1.0,#,1.0,1.0,1.0,1,1.0,64,64,0.6363636363636364,,1,1
-0.0,0.0,0.0,1.0,0.0,#,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1,2.0,66,66,0.9090909090909091,,1,1
-#,0.0,1.0,1.0,0.0,0.0,1.0,#,#,#,#,0.0,0.007775999999999998,0.6,1,1.6,69,69,0.5454545454545454,,0,0
-1.0,1.0,0.0,#,#,1.0,0.0,#,#,1.0,1.0,1.0,1.0,1.0,1,2.0,73,73,0.6363636363636364,,1,1
-1.0,#,0.0,0.0,#,0.0,0.0,1.0,#,#,0.0,1.0,1.0,1.0,1,2.0,74,74,0.6363636363636364,,1,1
-#,0.0,#,0.0,1.0,1.0,#,#,#,#,#,1.0,0.13168724279835387,0.6666666666666666,1,1.6666666666666667,75,75,0.36363636363636365,,2,3
-#,#,#,0.0,0.0,#,0.0,#,#,1.0,#,0.0,0.0,0.0,1,2.0,76,76,0.36363636363636365,,0,1
-0.0,#,#,0.0,#,#,0.0,#,#,#,0.0,0.0,1.0,1.0,1,4.0,76,76,0.36363636363636365,,1,1
-#,#,#,0.0,#,#,#,1.0,0.0,#,#,0.0,0.004115226337448558,0.3333333333333333,1,4.666666666666667,77,77,0.2727272727272727,,1,3
-#,1.0,1.0,#,#,#,0.0,#,#,0.0,#,0.0,1.0,1.0,1,2.0,78,78,0.36363636363636365,,3,3
-#,0.0,1.0,1.0,#,0.0,1.0,1.0,0.0,0.0,#,0.0,1.0,1.0,1,1.0,79,79,0.7272727272727273,,1,1
-1.0,#,1.0,0.0,#,#,#,#,1.0,1.0,#,1.0,1.0,1.0,1,2.0,80,80,0.45454545454545453,,1,1
-1.0,1.0,0.0,#,#,#,1.0,#,#,#,0.0,0.0,1.0,1.0,1,3.0,81,81,0.45454545454545453,,1,1
-#,#,#,#,#,#,1.0,#,#,0.0,#,0.0,0.0009765625,0.25,1,4.0,82,82,0.18181818181818182,,1,4
-#,1.0,#,#,#,#,1.0,1.0,#,#,#,1.0,0.07775999999999998,0.6,1,4.8,93,82,0.2727272727272727,,3,5
-#,1.0,0.0,0.0,#,0.0,#,#,#,#,1.0,0.0,0.051562500000000004,0.75,1,4.5,85,85,0.45454545454545453,,0,0
-#,#,#,#,1.0,#,#,#,1.0,1.0,0.0,0.0,0.013168724279835387,0.6666666666666666,1,2.3333333333333335,86,86,0.36363636363636365,,0,0
-0.0,#,#,1.0,1.0,#,0.0,#,1.0,1.0,0.0,0.0,0.013168724279835387,0.6666666666666666,1,2.3333333333333335,86,86,0.6363636363636364,,0,0
-0.0,1.0,0.0,#,0.0,0.0,#,#,#,#,0.0,0.0,1.0,1.0,1,3.0,90,90,0.5454545454545454,,1,1
-1.0,#,#,#,#,#,0.0,#,#,1.0,1.0,1.0,0.13168724279835387,0.6666666666666666,1,1.6666666666666667,91,91,0.36363636363636365,,2,3
-#,1.0,#,0.0,#,#,1.0,#,#,#,#,0.0,0.0,0.0,1,3.0,93,93,0.2727272727272727,,0,1
-#,#,0.0,#,#,#,#,#,0.0,#,0.0,0.0,1.0,1.0,1,1.0,97,97,0.2727272727272727,,1,1
-1.0,0.0,0.0,#,#,1.0,#,0.0,1.0,1.0,1.0,0.0,0.1,1.0,1,1.5,98,98,0.7272727272727273,,0,0
+#,1.0,#,#,1.0,#,#,#,0.0,1.0,#,1.0,0.16806999999999994,0.7,3,4.880576,83,0,0.36363636363636365,,7,10
+#,#,#,#,#,1.0,#,#,0.0,#,1.0,0.0,0.05292214940134466,0.5555555555555556,1,4.26208,87,1,0.2727272727272727,,5,9
+1.0,#,1.0,#,#,#,#,0.0,#,#,1.0,1.0,1.0,1.0,1,2.75,59,2,0.36363636363636365,,4,4
+#,#,0.0,0.0,#,#,#,#,#,1.0,0.0,1.0,0.010240000000000003,0.4,1,3.0,3,3,0.36363636363636365,,2,5
+0.0,0.0,1.0,1.0,#,#,#,#,1.0,#,#,1.0,0.03125,0.5,2,2.5,79,4,0.45454545454545453,,2,4
+#,0.0,0.0,1.0,#,#,#,#,0.0,#,#,1.0,0.18593443208187066,0.7142857142857143,2,4.328,81,6,0.36363636363636365,,5,7
+1.0,#,1.0,#,#,0.0,#,1.0,0.0,#,1.0,0.0,1.0,1.0,1,1.0,7,7,0.5454545454545454,,1,1
+0.0,#,1.0,0.0,1.0,#,0.0,1.0,#,1.0,1.0,1.0,1.0,1.0,1,1.0,8,8,0.7272727272727273,,1,1
+#,#,0.0,#,#,0.0,#,1.0,#,#,1.0,0.0,0.0009765625,0.25,2,2.856,42,9,0.36363636363636365,,2,8
+1.0,#,#,1.0,#,#,#,#,1.0,1.0,0.0,0.0,0.03125,0.5,1,3.25,90,10,0.45454545454545453,,2,4
+#,#,#,1.0,0.0,#,#,0.0,#,#,#,0.0,0.21208362139917689,0.7333333333333333,2,5.61600759808,73,12,0.2727272727272727,,11,15
+#,1.0,1.0,#,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,1.0,1,1.0,13,13,0.8181818181818182,,1,1
+0.0,#,1.0,#,#,#,#,#,0.0,#,0.0,1.0,0.019403791345598595,0.45454545454545453,1,5.1794944,77,17,0.36363636363636365,,5,11
+#,#,#,#,0.0,0.0,#,#,#,#,1.0,1.0,0.008416533573215765,0.38461538461538464,1,4.21988608,80,18,0.2727272727272727,,5,13
+1.0,#,#,1.0,#,#,#,#,#,#,0.0,0.0,0.16806999999999994,0.7,1,3.518656,90,20,0.2727272727272727,,7,10
+1.0,0.0,0.0,0.0,#,0.0,#,1.0,#,0.0,#,1.0,1.0,1.0,1,2.0,23,23,0.6363636363636364,,1,1
+#,#,#,0.0,1.0,0.0,1.0,0.0,0.0,#,#,0.0,1.0,1.0,1,1.0,24,24,0.5454545454545454,,1,1
+#,#,#,1.0,1.0,1.0,#,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1,2.0,25,25,0.6363636363636364,,1,1
+0.0,#,#,#,#,1.0,#,#,#,#,0.0,1.0,0.1590361251087416,0.6923076923076923,1,5.40738048,77,26,0.2727272727272727,,9,13
+#,0.0,#,0.0,#,1.0,#,0.0,#,#,#,0.0,0.03125,0.5,1,3.7941119999999997,63,27,0.36363636363636365,,5,10
+#,#,1.0,0.0,#,#,#,#,0.0,#,#,0.0,0.16806999999999994,0.7,2,5.5662080000000005,87,28,0.2727272727272727,,7,10
+#,#,0.0,#,1.0,#,#,0.0,#,1.0,1.0,1.0,0.2373046875,0.75,1,1.75,75,30,0.45454545454545453,,3,4
+1.0,#,1.0,#,1.0,#,#,0.0,#,#,1.0,1.0,1.0,1.0,2,4.0,59,31,0.45454545454545453,,1,1
+1.0,#,1.0,#,#,#,#,0.0,#,#,#,1.0,0.13168724279835387,0.6666666666666666,1,3.48,59,31,0.2727272727272727,,4,6
+#,1.0,#,0.0,#,#,#,1.0,#,#,#,0.0,0.03125,0.5,1,3.8346880000000003,67,33,0.2727272727272727,,5,10
+#,1.0,#,#,1.0,#,#,#,0.0,1.0,#,0.0,0.010240000000000003,0.4,1,5.8,87,35,0.36363636363636365,,2,5
+#,#,0.0,#,#,0.0,#,1.0,1.0,#,1.0,0.0,0.0,0.0,1,5.0,42,42,0.45454545454545453,,0,1
+#,#,#,1.0,0.0,#,#,1.0,1.0,#,#,0.0,0.004115226337448558,0.3333333333333333,1,3.3333333333333335,44,44,0.36363636363636365,,1,3
+#,#,0.0,#,#,#,#,0.0,0.0,#,#,0.0,0.46266436603796024,0.8571428571428571,1,4.84,69,46,0.2727272727272727,,6,7
+#,0.0,#,#,#,#,1.0,1.0,1.0,0.0,#,0.0,0.004115226337448558,0.3333333333333333,1,2.3333333333333335,47,47,0.45454545454545453,,1,3
+0.0,#,#,#,#,#,#,#,1.0,#,0.0,0.0,0.18593443208187066,0.7142857142857143,2,4.352,74,49,0.2727272727272727,,5,7
+0.0,#,1.0,#,#,1.0,#,#,0.0,0.0,0.0,1.0,0.13168724279835387,0.6666666666666666,1,8.0,77,50,0.5454545454545454,,2,3
+0.0,#,#,#,#,#,#,#,#,#,0.0,1.0,0.008894625649883995,0.3888888888888889,1,5.57930632249344,77,50,0.18181818181818182,,7,18
+0.0,0.0,#,1.0,0.0,#,1.0,#,0.0,#,0.0,0.0,1.0,1.0,1,3.0,55,55,0.6363636363636364,,1,1
+1.0,0.0,1.0,0.0,#,#,#,0.0,#,#,#,1.0,1.0,1.0,1,4.0,59,59,0.45454545454545453,,1,1
+0.0,1.0,0.0,#,#,#,#,1.0,1.0,#,#,1.0,1.0,1.0,1,2.0,60,60,0.45454545454545453,,1,1
+#,#,1.0,0.0,#,0.0,0.0,#,0.0,#,#,0.0,0.02373046875,0.75,1,2.75,61,61,0.45454545454545453,,0,0
+#,#,#,#,0.0,#,0.0,0.0,1.0,#,#,1.0,0.13168724279835387,0.6666666666666666,1,3.3333333333333335,62,62,0.36363636363636365,,2,3
+#,1.0,#,#,1.0,0.0,#,#,0.0,0.0,1.0,1.0,1.0,1.0,1,1.0,70,70,0.5454545454545454,,1,1
+#,#,#,1.0,#,#,#,0.0,1.0,#,#,0.0,0.03125,0.5,1,4.0,90,73,0.2727272727272727,,2,4
+0.0,#,#,#,#,#,#,#,1.0,0.0,0.0,1.0,0.0,0.0,1,8.0,74,74,0.36363636363636365,,0,1
+0.0,#,1.0,#,#,1.0,#,#,0.0,0.0,0.0,0.0,0.0,0.0,1,10.0,77,77,0.5454545454545454,,0,1
+0.0,#,#,#,#,1.0,#,#,#,0.0,0.0,1.0,1.0,1.0,1,7.0,77,77,0.36363636363636365,,2,2
+0.0,#,1.0,1.0,#,#,#,#,1.0,#,#,1.0,1.0,1.0,1,6.0,79,79,0.36363636363636365,,1,1
+#,#,#,#,#,0.0,#,#,#,#,1.0,1.0,1.0,1.0,1,9.0,80,80,0.18181818181818182,,1,1
+1.0,#,#,#,#,0.0,#,#,#,#,1.0,1.0,0.00041152263374485585,0.3333333333333333,1,3.0248576,80,80,0.2727272727272727,,0,0
+#,0.0,#,1.0,#,#,#,#,0.0,#,#,0.0,0.13168724279835387,0.6666666666666666,1,7.0,81,81,0.2727272727272727,,2,3
+0.0,1.0,#,#,1.0,#,#,#,0.0,1.0,#,1.0,0.0,0.0,1,8.0,83,83,0.45454545454545453,,0,1
+1.0,0.0,0.0,1.0,0.0,#,1.0,1.0,#,1.0,#,1.0,1.0,1.0,1,4.0,84,84,0.7272727272727273,,1,1
+#,#,#,#,#,#,1.0,#,1.0,#,0.0,1.0,0.010240000000000003,0.4,1,4.6,85,85,0.2727272727272727,,2,5
+#,#,#,0.0,1.0,1.0,#,#,#,#,0.0,0.0,0.03125,0.5,1,6.5,86,86,0.36363636363636365,,1,2
+#,1.0,#,#,1.0,1.0,#,#,0.0,#,#,0.0,0.0,0.0,1,8.5,87,87,0.36363636363636365,,0,2
+#,#,#,#,#,#,#,0.0,0.0,1.0,1.0,0.0,0.0,0.0,1,9.0,87,87,0.36363636363636365,,0,1
+#,0.0,1.0,#,#,#,1.0,1.0,1.0,#,#,1.0,1.0,1.0,1,3.0,88,88,0.45454545454545453,,1,1
+#,#,0.0,0.0,#,#,0.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,1,1.0,89,89,0.6363636363636364,,1,1
+#,1.0,#,1.0,#,#,1.0,1.0,#,#,#,1.0,1.0,1.0,1,4.666666666666667,91,91,0.36363636363636365,,3,3