Covariate creation
Jeffrey Leek
Two levels of covariate creation
Level 1: From raw data to covariate
Level 2: Transforming tidy covariates
library(kernlab);data(spam)
spam$capitalAveSq <- spam$capitalAve^2Level 1, Raw data -> covariates
- Depends heavily on application
- The balancing act is summarization vs. information loss
- Examples:
- Text files: frequency of words, frequency of phrases (Google ngrams), frequency of capital letters.
- Images: Edges, corners, blobs, ridges (computer vision feature detection)
- Webpages: Number and type of images, position of elements, colors, videos (A/B Testing)
- People: Height, weight, hair color, sex, country of origin.
- The more knowledge of the system you have the better the job you will do.
- When in doubt, err on the side of more features
- Can be automated, but use caution!
Level 2, Tidy covariates -> new covariates
- More necessary for some methods (regression, svms) than for others (classification trees).
- Should be done only on the training set
- The best approach is through exploratory analysis (plotting/tables)
- New covariates should be added to data frames
Load example data
library(ISLR); library(caret); data(Wage);
inTrain <- createDataPartition(y=Wage$wage,
p=0.7, list=FALSE)
training <- Wage[inTrain,]; testing <- Wage[-inTrain,]Common covariates to add, dummy variables
Basic idea - convert factor variables to indicator variables
table(training$jobclass)
1. Industrial 2. Information
1090 1012 dummies <- dummyVars(wage ~ jobclass,data=training)
head(predict(dummies,newdata=training)) jobclass.1. Industrial jobclass.2. Information
231655 1 0
86582 0 1
11141 0 1
229379 1 0
86064 1 0
377879 1 0Removing zero covariates
nsv <- nearZeroVar(training,saveMetrics=TRUE)
nsv freqRatio percentUnique zeroVar nzv
year 1.029 0.33302 FALSE FALSE
age 1.122 2.80685 FALSE FALSE
sex 0.000 0.04757 TRUE TRUE
maritl 3.159 0.23787 FALSE FALSE
race 8.529 0.19029 FALSE FALSE
education 1.492 0.23787 FALSE FALSE
region 0.000 0.04757 TRUE TRUE
jobclass 1.077 0.09515 FALSE FALSE
health 2.452 0.09515 FALSE FALSE
health_ins 2.269 0.09515 FALSE FALSE
logwage 1.198 17.26927 FALSE FALSE
wage 1.185 18.07802 FALSE FALSESpline basis
library(splines)
bsBasis <- bs(training$age,df=3)
bsBasis 1 2 3
[1,] 0.00000 0.0000000 0.000e+00
[2,] 0.23685 0.0253768 9.063e-04
[3,] 0.44309 0.2436978 4.468e-02
[4,] 0.43081 0.2910904 6.556e-02
[5,] 0.42617 0.1482327 1.719e-02
[6,] 0.41709 0.1331149 1.416e-02
[7,] 0.31823 0.0540390 3.059e-03
[8,] 0.36253 0.3866940 1.375e-01
[9,] 0.44436 0.2275981 3.886e-02
[10,] 0.20449 0.0179375 5.245e-04
[11,] 0.07768 0.3601465 5.566e-01
[12,] 0.13145 0.0066841 1.133e-04
[13,] 0.39290 0.1042387 9.218e-03
[14,] 0.26654 0.0339238 1.439e-03
[15,] 0.20449 0.0179375 5.245e-04
[16,] 0.29109 0.4308138 2.125e-01
[17,] 0.23685 0.0253768 9.063e-04
[18,] 0.43624 0.2755195 5.800e-02
[19,] 0.26654 0.0339238 1.439e-03
[20,] 0.32118 0.4163380 1.799e-01
[21,] 0.41709 0.1331149 1.416e-02
[22,] 0.16938 0.0116814 2.685e-04
[23,] 0.42617 0.1482327 1.719e-02
[24,] 0.16370 0.4333314 3.824e-01
[25,] 0.11843 0.4060287 4.640e-01
[26,] 0.44222 0.1953988 2.878e-02
[27,] 0.43624 0.2755195 5.800e-02
[28,] 0.26654 0.0339238 1.439e-03
[29,] 0.19540 0.4422183 3.336e-01
[30,] 0.13145 0.0066841 1.133e-04
[31,] 0.29365 0.0435031 2.148e-03
[32,] 0.16938 0.0116814 2.685e-04
[33,] 0.43333 0.1637030 2.061e-02
[34,] 0.43081 0.2910904 6.556e-02
[35,] 0.41709 0.1331149 1.416e-02
[36,] 0.32118 0.4163380 1.799e-01
[37,] 0.14823 0.4261690 4.084e-01
[38,] 0.30633 0.4241549 1.958e-01
[39,] 0.40744 0.3355376 9.211e-02
[40,] 0.40744 0.3355376 9.211e-02
[41,] 0.29109 0.4308138 2.125e-01
[42,] 0.37500 0.3750000 1.250e-01
[43,] 0.31823 0.0540390 3.059e-03
[44,] 0.41709 0.1331149 1.416e-02
[45,] 0.26654 0.0339238 1.439e-03
[46,] 0.44222 0.1953988 2.878e-02
[47,] 0.24370 0.4430868 2.685e-01
[48,] 0.36015 0.0776787 5.585e-03
[49,] 0.17945 0.4386560 3.574e-01
[50,] 0.31823 0.0540390 3.059e-03
[51,] 0.20449 0.0179375 5.245e-04
[52,] 0.42617 0.1482327 1.719e-02
[53,] 0.29109 0.4308138 2.125e-01
[54,] 0.21147 0.4440939 3.109e-01
[55,] 0.37500 0.3750000 1.250e-01
[56,] 0.16938 0.0116814 2.685e-04
[57,] 0.44309 0.2436978 4.468e-02
[58,] 0.37500 0.3750000 1.250e-01
[59,] 0.36015 0.0776787 5.585e-03
[60,] 0.43624 0.2755195 5.800e-02
[61,] 0.33554 0.4074385 1.649e-01
[62,] 0.16938 0.0116814 2.685e-04
[63,] 0.40744 0.3355376 9.211e-02
[64,] 0.39753 0.3493463 1.023e-01
[65,] 0.33554 0.4074385 1.649e-01
[66,] 0.31823 0.0540390 3.059e-03
[67,] 0.24370 0.4430868 2.685e-01
[68,] 0.16938 0.0116814 2.685e-04
[69,] 0.26654 0.0339238 1.439e-03
[70,] 0.43866 0.1794502 2.447e-02
[71,] 0.44309 0.2436978 4.468e-02
[72,] 0.23685 0.0253768 9.063e-04
[73,] 0.34935 0.3975320 1.508e-01
[74,] 0.20449 0.0179375 5.245e-04
[75,] 0.23685 0.0253768 9.063e-04
[76,] 0.31823 0.0540390 3.059e-03
[77,] 0.38669 0.3625256 1.133e-01
[78,] 0.22760 0.4443582 2.892e-01
[79,] 0.24370 0.4430868 2.685e-01
[80,] 0.37763 0.0906314 7.251e-03
[81,] 0.20449 0.0179375 5.245e-04
[82,] 0.41709 0.1331149 1.416e-02
[83,] 0.37500 0.3750000 1.250e-01
[84,] 0.44309 0.2436978 4.468e-02
[85,] 0.42617 0.1482327 1.719e-02
[86,] 0.34037 0.0654560 4.196e-03
[87,] 0.22760 0.4443582 2.892e-01
[88,] 0.44436 0.2275981 3.886e-02
[89,] 0.39290 0.1042387 9.218e-03
[90,] 0.20449 0.0179375 5.245e-04
[91,] 0.42617 0.1482327 1.719e-02
[92,] 0.19540 0.4422183 3.336e-01
[93,] 0.44309 0.2436978 4.468e-02
[94,] 0.43333 0.1637030 2.061e-02
[95,] 0.19540 0.4422183 3.336e-01
[96,] 0.41709 0.1331149 1.416e-02
[97,] 0.43624 0.2755195 5.800e-02
[98,] 0.39753 0.3493463 1.023e-01
[99,] 0.00000 0.0000000 0.000e+00
[100,] 0.36253 0.3866940 1.375e-01
[101,] 0.31823 0.0540390 3.059e-03
[102,] 0.36253 0.3866940 1.375e-01
[103,] 0.37500 0.3750000 1.250e-01
[104,] 0.41634 0.3211750 8.259e-02
[105,] 0.19540 0.4422183 3.336e-01
[106,] 0.40603 0.1184250 1.151e-02
[107,] 0.42415 0.3063341 7.375e-02
[108,] 0.39290 0.1042387 9.218e-03
[109,] 0.01794 0.2044871 7.771e-01
[110,] 0.34037 0.0654560 4.196e-03
[111,] 0.20449 0.0179375 5.245e-04
[112,] 0.44309 0.2436978 4.468e-02
[113,] 0.42617 0.1482327 1.719e-02
[114,] 0.30633 0.4241549 1.958e-01
[115,] 0.04684 0.0007678 4.196e-06
[116,] 0.40603 0.1184250 1.151e-02
[117,] 0.00000 0.0000000 0.000e+00
[118,] 0.34037 0.0654560 4.196e-03
[119,] 0.09063 0.0030210 3.357e-05
[120,] 0.42415 0.3063341 7.375e-02
[121,] 0.20449 0.0179375 5.245e-04
[122,] 0.43333 0.1637030 2.061e-02
[123,] 0.32118 0.4163380 1.799e-01
[124,] 0.43081 0.2910904 6.556e-02
[125,] 0.30633 0.4241549 1.958e-01
[126,] 0.23685 0.0253768 9.063e-04
[127,] 0.42415 0.3063341 7.375e-02
[128,] 0.43081 0.2910904 6.556e-02
[129,] 0.43081 0.2910904 6.556e-02
[130,] 0.41709 0.1331149 1.416e-02
[131,] 0.23685 0.0253768 9.063e-04
[132,] 0.23685 0.0253768 9.063e-04
[133,] 0.43866 0.1794502 2.447e-02
[134,] 0.38669 0.3625256 1.133e-01
[135,] 0.43624 0.2755195 5.800e-02
[136,] 0.20449 0.0179375 5.245e-04
[137,] 0.34037 0.0654560 4.196e-03
[138,] 0.23685 0.0253768 9.063e-04
[139,] 0.06546 0.3403713 5.900e-01
[140,] 0.44436 0.2275981 3.886e-02
[141,] 0.33554 0.4074385 1.649e-01
[142,] 0.24370 0.4430868 2.685e-01
[143,] 0.16370 0.4333314 3.824e-01
[144,] 0.00000 0.0000000 0.000e+00
[145,] 0.34037 0.0654560 4.196e-03
[146,] 0.44222 0.1953988 2.878e-02
[147,] 0.13311 0.4170932 4.356e-01
[148,] 0.04684 0.0007678 4.196e-06
[149,] 0.16938 0.0116814 2.685e-04
[150,] 0.43333 0.1637030 2.061e-02
[151,] 0.39753 0.3493463 1.023e-01
[152,] 0.29109 0.4308138 2.125e-01
[153,] 0.27552 0.4362391 2.302e-01
[154,] 0.27552 0.4362391 2.302e-01
[155,] 0.19540 0.4422183 3.336e-01
[156,] 0.39290 0.1042387 9.218e-03
[157,] 0.44436 0.2275981 3.886e-02
[158,] 0.43081 0.2910904 6.556e-02
[159,] 0.42415 0.3063341 7.375e-02
[160,] 0.43624 0.2755195 5.800e-02
[161,] 0.43866 0.1794502 2.447e-02
[162,] 0.43624 0.2755195 5.800e-02
[163,] 0.37763 0.0906314 7.251e-03
[164,] 0.41709 0.1331149 1.416e-02
[165,] 0.34037 0.0654560 4.196e-03
[166,] 0.37763 0.0906314 7.251e-03
[167,] 0.33554 0.4074385 1.649e-01
[168,] 0.29365 0.0435031 2.148e-03
[169,] 0.21147 0.4440939 3.109e-01
[170,] 0.36253 0.3866940 1.375e-01
[171,] 0.43866 0.1794502 2.447e-02
[172,] 0.38669 0.3625256 1.133e-01
[173,] 0.21147 0.4440939 3.109e-01
[174,] 0.26654 0.0339238 1.439e-03
[175,] 0.43081 0.2910904 6.556e-02
[176,] 0.21147 0.4440939 3.109e-01
[177,] 0.37763 0.0906314 7.251e-03
[178,] 0.13145 0.0066841 1.133e-04
[179,] 0.34037 0.0654560 4.196e-03
[180,] 0.31823 0.0540390 3.059e-03
[181,] 0.34037 0.0654560 4.196e-03
[182,] 0.22760 0.4443582 2.892e-01
[183,] 0.42617 0.1482327 1.719e-02
[184,] 0.26654 0.0339238 1.439e-03
[185,] 0.43081 0.2910904 6.556e-02
[186,] 0.36253 0.3866940 1.375e-01
[187,] 0.44309 0.2436978 4.468e-02
[188,] 0.10424 0.3928997 4.936e-01
[189,] 0.39753 0.3493463 1.023e-01
[190,] 0.13145 0.0066841 1.133e-04
[191,] 0.16938 0.0116814 2.685e-04
[192,] 0.39753 0.3493463 1.023e-01
[193,] 0.16938 0.0116814 2.685e-04
[194,] 0.44222 0.1953988 2.878e-02
[195,] 0.37500 0.3750000 1.250e-01
[196,] 0.17945 0.4386560 3.574e-01
[197,] 0.38669 0.3625256 1.133e-01
[198,] 0.39290 0.1042387 9.218e-03
[199,] 0.39290 0.1042387 9.218e-03
[200,] 0.23685 0.0253768 9.063e-04
[201,] 0.37763 0.0906314 7.251e-03
[202,] 0.39753 0.3493463 1.023e-01
[203,] 0.44036 0.2596967 5.105e-02
[204,] 0.09063 0.0030210 3.357e-05
[205,] 0.30633 0.4241549 1.958e-01
[206,] 0.17945 0.4386560 3.574e-01
[207,] 0.42415 0.3063341 7.375e-02
[208,] 0.24370 0.4430868 2.685e-01
[209,] 0.22760 0.4443582 2.892e-01
[210,] 0.43624 0.2755195 5.800e-02
[211,] 0.36015 0.0776787 5.585e-03
[212,] 0.00000 0.0000000 0.000e+00
[213,] 0.09063 0.0030210 3.357e-05
[214,] 0.41634 0.3211750 8.259e-02
[215,] 0.42415 0.3063341 7.375e-02
[216,] 0.29365 0.0435031 2.148e-03
[217,] 0.16938 0.0116814 2.685e-04
[218,] 0.42415 0.3063341 7.375e-02
[219,] 0.40603 0.1184250 1.151e-02
[220,] 0.44309 0.2436978 4.468e-02
[221,] 0.04684 0.0007678 4.196e-06
[222,] 0.39753 0.3493463 1.023e-01
[223,] 0.40603 0.1184250 1.151e-02
[224,] 0.20449 0.0179375 5.245e-04
[225,] 0.39290 0.1042387 9.218e-03
[226,] 0.33554 0.4074385 1.649e-01
[227,] 0.09063 0.0030210 3.357e-05
[228,] 0.41709 0.1331149 1.416e-02
[229,] 0.16938 0.0116814 2.685e-04
[230,] 0.04684 0.0007678 4.196e-06
[231,] 0.41634 0.3211750 8.259e-02
[232,] 0.34037 0.0654560 4.196e-03
[233,] 0.42415 0.3063341 7.375e-02
[234,] 0.41634 0.3211750 8.259e-02
[235,] 0.40744 0.3355376 9.211e-02
[236,] 0.24370 0.4430868 2.685e-01
[237,] 0.29365 0.0435031 2.148e-03
[238,] 0.43333 0.1637030 2.061e-02
[239,] 0.00000 0.0000000 0.000e+00
[240,] 0.36015 0.0776787 5.585e-03
[241,] 0.20449 0.0179375 5.245e-04
[242,] 0.09063 0.0030210 3.357e-05
[243,] 0.29109 0.4308138 2.125e-01
[244,] 0.40603 0.1184250 1.151e-02
[245,] 0.33554 0.4074385 1.649e-01
[246,] 0.37500 0.3750000 1.250e-01
[247,] 0.44436 0.2275981 3.886e-02
[248,] 0.29365 0.0435031 2.148e-03
[249,] 0.36253 0.3866940 1.375e-01
[250,] 0.16938 0.0116814 2.685e-04
[251,] 0.16370 0.4333314 3.824e-01
[252,] 0.24370 0.4430868 2.685e-01
[253,] 0.17945 0.4386560 3.574e-01
[254,] 0.16938 0.0116814 2.685e-04
[255,] 0.40744 0.3355376 9.211e-02
[256,] 0.43081 0.2910904 6.556e-02
[257,] 0.44309 0.2436978 4.468e-02
[258,] 0.13145 0.0066841 1.133e-04
[259,] 0.34935 0.3975320 1.508e-01
[260,] 0.43333 0.1637030 2.061e-02
[261,] 0.13145 0.0066841 1.133e-04
[262,] 0.27552 0.4362391 2.302e-01
[263,] 0.41709 0.1331149 1.416e-02
[264,] 0.42415 0.3063341 7.375e-02
[265,] 0.40744 0.3355376 9.211e-02
[266,] 0.31823 0.0540390 3.059e-03
[267,] 0.43081 0.2910904 6.556e-02
[268,] 0.32118 0.4163380 1.799e-01
[269,] 0.43333 0.1637030 2.061e-02
[270,] 0.21147 0.4440939 3.109e-01
[271,] 0.44436 0.2275981 3.886e-02
[272,] 0.41634 0.3211750 8.259e-02
[273,] 0.44436 0.2275981 3.886e-02
[274,] 0.44222 0.1953988 2.878e-02
[275,] 0.20449 0.0179375 5.245e-04
[276,] 0.41709 0.1331149 1.416e-02
[277,] 0.26654 0.0339238 1.439e-03
[278,] 0.23685 0.0253768 9.063e-04
[279,] 0.20449 0.0179375 5.245e-04
[280,] 0.43081 0.2910904 6.556e-02
[281,] 0.43866 0.1794502 2.447e-02
[282,] 0.38669 0.3625256 1.133e-01
[283,] 0.43333 0.1637030 2.061e-02
[284,] 0.26654 0.0339238 1.439e-03
[285,] 0.40603 0.1184250 1.151e-02
[286,] 0.43081 0.2910904 6.556e-02
[287,] 0.17945 0.4386560 3.574e-01
[288,] 0.30633 0.4241549 1.958e-01
[289,] 0.43081 0.2910904 6.556e-02
[290,] 0.20449 0.0179375 5.245e-04
[291,] 0.09063 0.0030210 3.357e-05
[292,] 0.23685 0.0253768 9.063e-04
[293,] 0.43866 0.1794502 2.447e-02
[294,] 0.39753 0.3493463 1.023e-01
[295,] 0.44309 0.2436978 4.468e-02
[296,] 0.44036 0.2596967 5.105e-02
[297,] 0.36253 0.3866940 1.375e-01
[298,] 0.04684 0.0007678 4.196e-06
[299,] 0.39290 0.1042387 9.218e-03
[300,] 0.38669 0.3625256 1.133e-01
[301,] 0.38669 0.3625256 1.133e-01
[302,] 0.33554 0.4074385 1.649e-01
[303,] 0.38669 0.3625256 1.133e-01
[304,] 0.09063 0.0030210 3.357e-05
[305,] 0.24370 0.4430868 2.685e-01
[306,] 0.43333 0.1637030 2.061e-02
[307,] 0.23685 0.0253768 9.063e-04
[308,] 0.16938 0.0116814 2.685e-04
[309,] 0.44036 0.2596967 5.105e-02
[310,] 0.40603 0.1184250 1.151e-02
[311,] 0.42415 0.3063341 7.375e-02
[312,] 0.34935 0.3975320 1.508e-01
[313,] 0.20449 0.0179375 5.245e-04
[314,] 0.44309 0.2436978 4.468e-02
[315,] 0.29365 0.0435031 2.148e-03
[316,] 0.39753 0.3493463 1.023e-01
[317,] 0.34935 0.3975320 1.508e-01
[318,] 0.39290 0.1042387 9.218e-03
[319,] 0.16938 0.0116814 2.685e-04
[320,] 0.43081 0.2910904 6.556e-02
[321,] 0.43333 0.1637030 2.061e-02
[322,] 0.41634 0.3211750 8.259e-02
[323,] 0.44036 0.2596967 5.105e-02
[324,] 0.34935 0.3975320 1.508e-01
[325,] 0.34935 0.3975320 1.508e-01
[326,] 0.37500 0.3750000 1.250e-01
[327,] 0.39290 0.1042387 9.218e-03
[328,] 0.09063 0.0030210 3.357e-05
[329,] 0.04684 0.0007678 4.196e-06
[330,] 0.27552 0.4362391 2.302e-01
[331,] 0.20449 0.0179375 5.245e-04
[332,] 0.40603 0.1184250 1.151e-02
[333,] 0.13145 0.0066841 1.133e-04
[334,] 0.25970 0.4403553 2.489e-01
[335,] 0.37763 0.0906314 7.251e-03
[336,] 0.44222 0.1953988 2.878e-02
[337,] 0.00000 0.0000000 0.000e+00
[338,] 0.44222 0.1953988 2.878e-02
[339,] 0.39753 0.3493463 1.023e-01
[340,] 0.42617 0.1482327 1.719e-02
[341,] 0.29109 0.4308138 2.125e-01
[342,] 0.36253 0.3866940 1.375e-01
[343,] 0.42617 0.1482327 1.719e-02
[344,] 0.24370 0.4430868 2.685e-01
[345,] 0.27552 0.4362391 2.302e-01
[346,] 0.42617 0.1482327 1.719e-02
[347,] 0.44222 0.1953988 2.878e-02
[348,] 0.20449 0.0179375 5.245e-04
[349,] 0.16938 0.0116814 2.685e-04
[350,] 0.37763 0.0906314 7.251e-03
[351,] 0.37500 0.3750000 1.250e-01
[352,] 0.41634 0.3211750 8.259e-02
[353,] 0.22760 0.4443582 2.892e-01
[354,] 0.39753 0.3493463 1.023e-01
[355,] 0.37763 0.0906314 7.251e-03
[356,] 0.36253 0.3866940 1.375e-01
[357,] 0.44222 0.1953988 2.878e-02
[358,] 0.23685 0.0253768 9.063e-04
[359,] 0.32118 0.4163380 1.799e-01
[360,] 0.21147 0.4440939 3.109e-01
[361,] 0.09063 0.0030210 3.357e-05
[362,] 0.43333 0.1637030 2.061e-02
[363,] 0.20449 0.0179375 5.245e-04
[364,] 0.30633 0.4241549 1.958e-01
[365,] 0.37500 0.3750000 1.250e-01
[366,] 0.38669 0.3625256 1.133e-01
[367,] 0.25970 0.4403553 2.489e-01
[368,] 0.29109 0.4308138 2.125e-01
[369,] 0.44436 0.2275981 3.886e-02
[370,] 0.38669 0.3625256 1.133e-01
[371,] 0.44222 0.1953988 2.878e-02
[372,] 0.39290 0.1042387 9.218e-03
[373,] 0.44036 0.2596967 5.105e-02
[374,] 0.44436 0.2275981 3.886e-02
[375,] 0.43081 0.2910904 6.556e-02
[376,] 0.44436 0.2275981 3.886e-02
[377,] 0.34935 0.3975320 1.508e-01
[378,] 0.41709 0.1331149 1.416e-02
[379,] 0.44436 0.2275981 3.886e-02
[380,] 0.19540 0.4422183 3.336e-01
[381,] 0.44436 0.2275981 3.886e-02
[382,] 0.26654 0.0339238 1.439e-03
[383,] 0.22760 0.4443582 2.892e-01
[384,] 0.44436 0.2275981 3.886e-02
[385,] 0.32118 0.4163380 1.799e-01
[386,] 0.20449 0.0179375 5.245e-04
[387,] 0.04684 0.0007678 4.196e-06
[388,] 0.41634 0.3211750 8.259e-02
[389,] 0.40603 0.1184250 1.151e-02
[390,] 0.16938 0.0116814 2.685e-04
[391,] 0.41709 0.1331149 1.416e-02
[392,] 0.41634 0.3211750 8.259e-02
[393,] 0.39753 0.3493463 1.023e-01
[394,] 0.36015 0.0776787 5.585e-03
[395,] 0.44036 0.2596967 5.105e-02
[396,] 0.29365 0.0435031 2.148e-03
[397,] 0.31823 0.0540390 3.059e-03
[398,] 0.20449 0.0179375 5.245e-04
[399,] 0.36253 0.3866940 1.375e-01
[400,] 0.16938 0.0116814 2.685e-04
[401,] 0.43624 0.2755195 5.800e-02
[402,] 0.38669 0.3625256 1.133e-01
[403,] 0.34037 0.0654560 4.196e-03
[404,] 0.34935 0.3975320 1.508e-01
[405,] 0.23685 0.0253768 9.063e-04
[406,] 0.03392 0.2665444 6.981e-01
[407,] 0.37763 0.0906314 7.251e-03
[408,] 0.16370 0.4333314 3.824e-01
[409,] 0.36015 0.0776787 5.585e-03
[410,] 0.04684 0.0007678 4.196e-06
[411,] 0.31823 0.0540390 3.059e-03
[412,] 0.42617 0.1482327 1.719e-02
[413,] 0.39753 0.3493463 1.023e-01
[414,] 0.26654 0.0339238 1.439e-03
[415,] 0.16938 0.0116814 2.685e-04
[416,] 0.44222 0.1953988 2.878e-02
[417,] 0.34935 0.3975320 1.508e-01
[418,] 0.40603 0.1184250 1.151e-02
[419,] 0.38669 0.3625256 1.133e-01
[420,] 0.41709 0.1331149 1.416e-02
[421,] 0.33554 0.4074385 1.649e-01
[422,] 0.16938 0.0116814 2.685e-04
[423,] 0.40603 0.1184250 1.151e-02
[424,] 0.41634 0.3211750 8.259e-02
[425,] 0.32118 0.4163380 1.799e-01
[426,] 0.11843 0.4060287 4.640e-01
[427,] 0.41709 0.1331149 1.416e-02
[428,] 0.44036 0.2596967 5.105e-02
[429,] 0.23685 0.0253768 9.063e-04
[430,] 0.38669 0.3625256 1.133e-01
[431,] 0.29365 0.0435031 2.148e-03
[432,] 0.42415 0.3063341 7.375e-02
[433,] 0.44222 0.1953988 2.878e-02
[434,] 0.40744 0.3355376 9.211e-02
[435,] 0.24370 0.4430868 2.685e-01
[436,] 0.41709 0.1331149 1.416e-02
[437,] 0.36253 0.3866940 1.375e-01
[438,] 0.43624 0.2755195 5.800e-02
[439,] 0.39753 0.3493463 1.023e-01
[440,] 0.42415 0.3063341 7.375e-02
[441,] 0.43866 0.1794502 2.447e-02
[442,] 0.44436 0.2275981 3.886e-02
[443,] 0.09063 0.0030210 3.357e-05
[444,] 0.39290 0.1042387 9.218e-03
[445,] 0.04684 0.0007678 4.196e-06
[446,] 0.29365 0.0435031 2.148e-03
[447,] 0.32118 0.4163380 1.799e-01
[448,] 0.26654 0.0339238 1.439e-03
[449,] 0.40744 0.3355376 9.211e-02
[450,] 0.33554 0.4074385 1.649e-01
[451,] 0.44309 0.2436978 4.468e-02
[452,] 0.43081 0.2910904 6.556e-02
[453,] 0.43624 0.2755195 5.800e-02
[454,] 0.27552 0.4362391 2.302e-01
[455,] 0.07768 0.3601465 5.566e-01
[456,] 0.43081 0.2910904 6.556e-02
[457,] 0.00000 0.0000000 0.000e+00
[458,] 0.44436 0.2275981 3.886e-02
[459,] 0.31823 0.0540390 3.059e-03
[460,] 0.44309 0.2436978 4.468e-02
[461,] 0.31823 0.0540390 3.059e-03
[462,] 0.39290 0.1042387 9.218e-03
[463,] 0.42415 0.3063341 7.375e-02
[464,] 0.09063 0.0030210 3.357e-05
[465,] 0.41709 0.1331149 1.416e-02
[466,] 0.23685 0.0253768 9.063e-04
[467,] 0.44309 0.2436978 4.468e-02
[468,] 0.43624 0.2755195 5.800e-02
[469,] 0.04684 0.0007678 4.196e-06
[470,] 0.29365 0.0435031 2.148e-03
[471,] 0.43333 0.1637030 2.061e-02
[472,] 0.42617 0.1482327 1.719e-02
[473,] 0.20449 0.0179375 5.245e-04
[474,] 0.30633 0.4241549 1.958e-01
[475,] 0.38669 0.3625256 1.133e-01
[476,] 0.31823 0.0540390 3.059e-03
[477,] 0.33554 0.4074385 1.649e-01
[478,] 0.39753 0.3493463 1.023e-01
[479,] 0.29365 0.0435031 2.148e-03
[480,] 0.16938 0.0116814 2.685e-04
[481,] 0.20449 0.0179375 5.245e-04
[482,] 0.00000 0.0000000 0.000e+00
[483,] 0.20449 0.0179375 5.245e-04
[484,] 0.25970 0.4403553 2.489e-01
[485,] 0.37763 0.0906314 7.251e-03
[486,] 0.36015 0.0776787 5.585e-03
[487,] 0.42617 0.1482327 1.719e-02
[488,] 0.43624 0.2755195 5.800e-02
[489,] 0.40603 0.1184250 1.151e-02
[490,] 0.34037 0.0654560 4.196e-03
[491,] 0.42415 0.3063341 7.375e-02
[492,] 0.43866 0.1794502 2.447e-02
[493,] 0.16938 0.0116814 2.685e-04
[494,] 0.44036 0.2596967 5.105e-02
[495,] 0.42415 0.3063341 7.375e-02
[496,] 0.20449 0.0179375 5.245e-04
[497,] 0.34935 0.3975320 1.508e-01
[498,] 0.40603 0.1184250 1.151e-02
[499,] 0.44436 0.2275981 3.886e-02
[500,] 0.37763 0.0906314 7.251e-03
[501,] 0.27552 0.4362391 2.302e-01
[502,] 0.02538 0.2368501 7.369e-01
[503,] 0.26654 0.0339238 1.439e-03
[504,] 0.41634 0.3211750 8.259e-02
[505,] 0.26654 0.0339238 1.439e-03
[506,] 0.29365 0.0435031 2.148e-03
[507,] 0.41634 0.3211750 8.259e-02
[508,] 0.42617 0.1482327 1.719e-02
[509,] 0.34935 0.3975320 1.508e-01
[510,] 0.26654 0.0339238 1.439e-03
[511,] 0.31823 0.0540390 3.059e-03
[512,] 0.32118 0.4163380 1.799e-01
[513,] 0.41709 0.1331149 1.416e-02
[514,] 0.43866 0.1794502 2.447e-02
[515,] 0.44409 0.2114733 3.357e-02
[516,] 0.23685 0.0253768 9.063e-04
[517,] 0.40603 0.1184250 1.151e-02
[518,] 0.41709 0.1331149 1.416e-02
[519,] 0.31823 0.0540390 3.059e-03
[520,] 0.37763 0.0906314 7.251e-03
[521,] 0.39290 0.1042387 9.218e-03
[522,] 0.36015 0.0776787 5.585e-03
[523,] 0.30633 0.4241549 1.958e-01
[524,] 0.16938 0.0116814 2.685e-04
[525,] 0.37500 0.3750000 1.250e-01
[526,] 0.42415 0.3063341 7.375e-02
[527,] 0.44409 0.2114733 3.357e-02
[528,] 0.31823 0.0540390 3.059e-03
[529,] 0.44222 0.1953988 2.878e-02
[530,] 0.26654 0.0339238 1.439e-03
[531,] 0.42617 0.1482327 1.719e-02
[532,] 0.25970 0.4403553 2.489e-01
[533,] 0.37763 0.0906314 7.251e-03
[534,] 0.36253 0.3866940 1.375e-01
[535,] 0.29365 0.0435031 2.148e-03
[536,] 0.43333 0.1637030 2.061e-02
[537,] 0.33554 0.4074385 1.649e-01
[538,] 0.31823 0.0540390 3.059e-03
[539,] 0.34935 0.3975320 1.508e-01
[540,] 0.43866 0.1794502 2.447e-02
[541,] 0.27552 0.4362391 2.302e-01
[542,] 0.26654 0.0339238 1.439e-03
[543,] 0.05404 0.3182295 6.247e-01
[544,] 0.19540 0.4422183 3.336e-01
[545,] 0.44036 0.2596967 5.105e-02
[546,] 0.29109 0.4308138 2.125e-01
[547,] 0.24370 0.4430868 2.685e-01
[548,] 0.44309 0.2436978 4.468e-02
[549,] 0.42415 0.3063341 7.375e-02
[550,] 0.42415 0.3063341 7.375e-02
[551,] 0.42617 0.1482327 1.719e-02
[552,] 0.02538 0.2368501 7.369e-01
[553,] 0.44309 0.2436978 4.468e-02
[554,] 0.40744 0.3355376 9.211e-02
[555,] 0.44036 0.2596967 5.105e-02
[556,] 0.34935 0.3975320 1.508e-01
[557,] 0.37500 0.3750000 1.250e-01
[558,] 0.43624 0.2755195 5.800e-02
[559,] 0.43081 0.2910904 6.556e-02
[560,] 0.25970 0.4403553 2.489e-01
[561,] 0.37500 0.3750000 1.250e-01
[562,] 0.40603 0.1184250 1.151e-02
[563,] 0.43333 0.1637030 2.061e-02
[564,] 0.44222 0.1953988 2.878e-02
[565,] 0.33554 0.4074385 1.649e-01
[566,] 0.44436 0.2275981 3.886e-02
[567,] 0.33554 0.4074385 1.649e-01
[568,] 0.29365 0.0435031 2.148e-03
[569,] 0.44436 0.2275981 3.886e-02
[570,] 0.26654 0.0339238 1.439e-03
[571,] 0.39290 0.1042387 9.218e-03
[572,] 0.37763 0.0906314 7.251e-03
[573,] 0.44309 0.2436978 4.468e-02
[574,] 0.26654 0.0339238 1.439e-03
[575,] 0.40744 0.3355376 9.211e-02
[576,] 0.43081 0.2910904 6.556e-02
[577,] 0.17945 0.4386560 3.574e-01
[578,] 0.43866 0.1794502 2.447e-02
[579,] 0.38669 0.3625256 1.133e-01
[580,] 0.40603 0.1184250 1.151e-02
[581,] 0.03392 0.2665444 6.981e-01
[582,] 0.36015 0.0776787 5.585e-03
[583,] 0.43866 0.1794502 2.447e-02
[584,] 0.38669 0.3625256 1.133e-01
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[586,] 0.31823 0.0540390 3.059e-03
[587,] 0.43624 0.2755195 5.800e-02
[588,] 0.26654 0.0339238 1.439e-03
[589,] 0.33554 0.4074385 1.649e-01
[590,] 0.39290 0.1042387 9.218e-03
[591,] 0.37763 0.0906314 7.251e-03
[592,] 0.32118 0.4163380 1.799e-01
[593,] 0.37763 0.0906314 7.251e-03
[594,] 0.09063 0.3776308 5.245e-01
[595,] 0.44436 0.2275981 3.886e-02
[596,] 0.41634 0.3211750 8.259e-02
[597,] 0.20449 0.0179375 5.245e-04
[598,] 0.27552 0.4362391 2.302e-01
[599,] 0.44222 0.1953988 2.878e-02
[600,] 0.36015 0.0776787 5.585e-03
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[602,] 0.41709 0.1331149 1.416e-02
[603,] 0.31823 0.0540390 3.059e-03
[604,] 0.44409 0.2114733 3.357e-02
[605,] 0.24370 0.4430868 2.685e-01
[606,] 0.40744 0.3355376 9.211e-02
[607,] 0.38669 0.3625256 1.133e-01
[608,] 0.44036 0.2596967 5.105e-02
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[610,] 0.42415 0.3063341 7.375e-02
[611,] 0.43333 0.1637030 2.061e-02
[612,] 0.41634 0.3211750 8.259e-02
[613,] 0.37500 0.3750000 1.250e-01
[614,] 0.36253 0.3866940 1.375e-01
[615,] 0.43866 0.1794502 2.447e-02
[616,] 0.43081 0.2910904 6.556e-02
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[618,] 0.44036 0.2596967 5.105e-02
[619,] 0.37763 0.0906314 7.251e-03
[620,] 0.42415 0.3063341 7.375e-02
[621,] 0.40744 0.3355376 9.211e-02
[622,] 0.37763 0.0906314 7.251e-03
[623,] 0.39753 0.3493463 1.023e-01
[624,] 0.36253 0.3866940 1.375e-01
[625,] 0.33554 0.4074385 1.649e-01
[626,] 0.32118 0.4163380 1.799e-01
[627,] 0.44409 0.2114733 3.357e-02
[628,] 0.33554 0.4074385 1.649e-01
[629,] 0.26654 0.0339238 1.439e-03
[630,] 0.42617 0.1482327 1.719e-02
[631,] 0.43624 0.2755195 5.800e-02
[632,] 0.26654 0.0339238 1.439e-03
[633,] 0.34037 0.0654560 4.196e-03
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[638,] 0.26654 0.0339238 1.439e-03
[639,] 0.33554 0.4074385 1.649e-01
[640,] 0.41709 0.1331149 1.416e-02
[641,] 0.43624 0.2755195 5.800e-02
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[643,] 0.43081 0.2910904 6.556e-02
[644,] 0.39753 0.3493463 1.023e-01
[645,] 0.31823 0.0540390 3.059e-03
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[647,] 0.36015 0.0776787 5.585e-03
[648,] 0.42415 0.3063341 7.375e-02
[649,] 0.33554 0.4074385 1.649e-01
[650,] 0.13311 0.4170932 4.356e-01
[651,] 0.32118 0.4163380 1.799e-01
[652,] 0.31823 0.0540390 3.059e-03
[653,] 0.44309 0.2436978 4.468e-02
[654,] 0.37763 0.0906314 7.251e-03
[655,] 0.41634 0.3211750 8.259e-02
[656,] 0.43081 0.2910904 6.556e-02
[657,] 0.40744 0.3355376 9.211e-02
[658,] 0.43866 0.1794502 2.447e-02
[659,] 0.26654 0.0339238 1.439e-03
[660,] 0.44436 0.2275981 3.886e-02
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[662,] 0.43081 0.2910904 6.556e-02
[663,] 0.43333 0.1637030 2.061e-02
[664,] 0.41709 0.1331149 1.416e-02
[665,] 0.36015 0.0776787 5.585e-03
[666,] 0.24370 0.4430868 2.685e-01
[667,] 0.37500 0.3750000 1.250e-01
[668,] 0.44036 0.2596967 5.105e-02
[669,] 0.05404 0.3182295 6.247e-01
[670,] 0.20449 0.0179375 5.245e-04
[671,] 0.36253 0.3866940 1.375e-01
[672,] 0.43081 0.2910904 6.556e-02
[673,] 0.44222 0.1953988 2.878e-02
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[675,] 0.44409 0.2114733 3.357e-02
[676,] 0.39290 0.1042387 9.218e-03
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[678,] 0.34037 0.0654560 4.196e-03
[679,] 0.40603 0.1184250 1.151e-02
[680,] 0.36015 0.0776787 5.585e-03
[681,] 0.44309 0.2436978 4.468e-02
[682,] 0.42415 0.3063341 7.375e-02
[683,] 0.44036 0.2596967 5.105e-02
[684,] 0.41709 0.1331149 1.416e-02
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[687,] 0.26654 0.0339238 1.439e-03
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[689,] 0.42415 0.3063341 7.375e-02
[690,] 0.37763 0.0906314 7.251e-03
[691,] 0.34037 0.0654560 4.196e-03
[692,] 0.44309 0.2436978 4.468e-02
[693,] 0.44309 0.2436978 4.468e-02
[694,] 0.42415 0.3063341 7.375e-02
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[696,] 0.24370 0.4430868 2.685e-01
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[700,] 0.42415 0.3063341 7.375e-02
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[702,] 0.39290 0.1042387 9.218e-03
[703,] 0.36253 0.3866940 1.375e-01
[704,] 0.41709 0.1331149 1.416e-02
[705,] 0.34935 0.3975320 1.508e-01
[706,] 0.41709 0.1331149 1.416e-02
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[708,] 0.44309 0.2436978 4.468e-02
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[712,] 0.41634 0.3211750 8.259e-02
[713,] 0.40744 0.3355376 9.211e-02
[714,] 0.21147 0.4440939 3.109e-01
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[716,] 0.39290 0.1042387 9.218e-03
[717,] 0.04350 0.2936457 6.607e-01
[718,] 0.36253 0.3866940 1.375e-01
[719,] 0.31823 0.0540390 3.059e-03
[720,] 0.44036 0.2596967 5.105e-02
[721,] 0.32118 0.4163380 1.799e-01
[722,] 0.21147 0.4440939 3.109e-01
[723,] 0.17945 0.4386560 3.574e-01
[724,] 0.44409 0.2114733 3.357e-02
[725,] 0.44222 0.1953988 2.878e-02
[726,] 0.44036 0.2596967 5.105e-02
[727,] 0.29365 0.0435031 2.148e-03
[728,] 0.43866 0.1794502 2.447e-02
[729,] 0.30633 0.4241549 1.958e-01
[730,] 0.21147 0.4440939 3.109e-01
[731,] 0.43624 0.2755195 5.800e-02
[732,] 0.22760 0.4443582 2.892e-01
[733,] 0.41709 0.1331149 1.416e-02
[734,] 0.44036 0.2596967 5.105e-02
[735,] 0.41634 0.3211750 8.259e-02
[736,] 0.34037 0.0654560 4.196e-03
[737,] 0.13311 0.4170932 4.356e-01
[738,] 0.36253 0.3866940 1.375e-01
[739,] 0.38669 0.3625256 1.133e-01
[740,] 0.44222 0.1953988 2.878e-02
[741,] 0.43333 0.1637030 2.061e-02
[742,] 0.42617 0.1482327 1.719e-02
[743,] 0.41709 0.1331149 1.416e-02
[744,] 0.43081 0.2910904 6.556e-02
[745,] 0.36015 0.0776787 5.585e-03
[746,] 0.40744 0.3355376 9.211e-02
[747,] 0.44309 0.2436978 4.468e-02
[748,] 0.38669 0.3625256 1.133e-01
[749,] 0.13311 0.4170932 4.356e-01
[750,] 0.29365 0.0435031 2.148e-03
[751,] 0.44222 0.1953988 2.878e-02
[752,] 0.40603 0.1184250 1.151e-02
[753,] 0.30633 0.4241549 1.958e-01
[754,] 0.40603 0.1184250 1.151e-02
[755,] 0.44309 0.2436978 4.468e-02
[756,] 0.44409 0.2114733 3.357e-02
[757,] 0.42617 0.1482327 1.719e-02
[758,] 0.43624 0.2755195 5.800e-02
[759,] 0.26654 0.0339238 1.439e-03
[760,] 0.22760 0.4443582 2.892e-01
[761,] 0.21147 0.4440939 3.109e-01
[762,] 0.29365 0.0435031 2.148e-03
[763,] 0.34037 0.0654560 4.196e-03
[764,] 0.42617 0.1482327 1.719e-02
[765,] 0.34935 0.3975320 1.508e-01
[766,] 0.20449 0.0179375 5.245e-04
[767,] 0.39753 0.3493463 1.023e-01
[768,] 0.29365 0.0435031 2.148e-03
[769,] 0.36015 0.0776787 5.585e-03
[770,] 0.42617 0.1482327 1.719e-02
[771,] 0.44436 0.2275981 3.886e-02
[772,] 0.38669 0.3625256 1.133e-01
[773,] 0.27552 0.4362391 2.302e-01
[774,] 0.37500 0.3750000 1.250e-01
[775,] 0.34037 0.0654560 4.196e-03
[776,] 0.44309 0.2436978 4.468e-02
[777,] 0.37500 0.3750000 1.250e-01
[778,] 0.19540 0.4422183 3.336e-01
[779,] 0.39753 0.3493463 1.023e-01
[780,] 0.41634 0.3211750 8.259e-02
[781,] 0.34037 0.0654560 4.196e-03
[782,] 0.40744 0.3355376 9.211e-02
[783,] 0.32118 0.4163380 1.799e-01
[784,] 0.41709 0.1331149 1.416e-02
[785,] 0.41634 0.3211750 8.259e-02
[786,] 0.30633 0.4241549 1.958e-01
[787,] 0.39290 0.1042387 9.218e-03
[788,] 0.36253 0.3866940 1.375e-01
[789,] 0.26654 0.0339238 1.439e-03
[790,] 0.34935 0.3975320 1.508e-01
[791,] 0.39290 0.1042387 9.218e-03
[792,] 0.39290 0.1042387 9.218e-03
[793,] 0.44436 0.2275981 3.886e-02
[794,] 0.30633 0.4241549 1.958e-01
[795,] 0.39290 0.1042387 9.218e-03
[796,] 0.40744 0.3355376 9.211e-02
[797,] 0.42415 0.3063341 7.375e-02
[798,] 0.21147 0.4440939 3.109e-01
[799,] 0.41634 0.3211750 8.259e-02
[800,] 0.27552 0.4362391 2.302e-01
[801,] 0.05404 0.3182295 6.247e-01
[802,] 0.44036 0.2596967 5.105e-02
[803,] 0.22760 0.4443582 2.892e-01
[804,] 0.29365 0.0435031 2.148e-03
[805,] 0.40744 0.3355376 9.211e-02
[806,] 0.43624 0.2755195 5.800e-02
[807,] 0.37763 0.0906314 7.251e-03
[808,] 0.44222 0.1953988 2.878e-02
[809,] 0.39753 0.3493463 1.023e-01
[810,] 0.44409 0.2114733 3.357e-02
[811,] 0.00000 0.0000000 1.000e+00
[812,] 0.43624 0.2755195 5.800e-02
[813,] 0.39290 0.1042387 9.218e-03
[814,] 0.39753 0.3493463 1.023e-01
[815,] 0.44436 0.2275981 3.886e-02
[816,] 0.44036 0.2596967 5.105e-02
[817,] 0.17945 0.4386560 3.574e-01
[818,] 0.36015 0.0776787 5.585e-03
[819,] 0.36015 0.0776787 5.585e-03
[820,] 0.44036 0.2596967 5.105e-02
[821,] 0.16370 0.4333314 3.824e-01
[822,] 0.11843 0.4060287 4.640e-01
[823,] 0.42617 0.1482327 1.719e-02
[824,] 0.16938 0.0116814 2.685e-04
[825,] 0.41709 0.1331149 1.416e-02
[826,] 0.44309 0.2436978 4.468e-02
[827,] 0.36015 0.0776787 5.585e-03
[828,] 0.43333 0.1637030 2.061e-02
[829,] 0.36253 0.3866940 1.375e-01
[830,] 0.31823 0.0540390 3.059e-03
[831,] 0.38669 0.3625256 1.133e-01
[832,] 0.22760 0.4443582 2.892e-01
[833,] 0.43081 0.2910904 6.556e-02
[834,] 0.34935 0.3975320 1.508e-01
[835,] 0.20449 0.0179375 5.245e-04
[836,] 0.36015 0.0776787 5.585e-03
[837,] 0.44409 0.2114733 3.357e-02
[838,] 0.37763 0.0906314 7.251e-03
[839,] 0.43333 0.1637030 2.061e-02
[840,] 0.43624 0.2755195 5.800e-02
[841,] 0.16938 0.0116814 2.685e-04
[842,] 0.37500 0.3750000 1.250e-01
[843,] 0.40744 0.3355376 9.211e-02
[844,] 0.24370 0.4430868 2.685e-01
[845,] 0.36253 0.3866940 1.375e-01
[846,] 0.44409 0.2114733 3.357e-02
[847,] 0.44222 0.1953988 2.878e-02
[848,] 0.43624 0.2755195 5.800e-02
[849,] 0.44409 0.2114733 3.357e-02
[850,] 0.11843 0.4060287 4.640e-01
[851,] 0.43333 0.1637030 2.061e-02
[852,] 0.43081 0.2910904 6.556e-02
[853,] 0.29365 0.0435031 2.148e-03
[854,] 0.05404 0.3182295 6.247e-01
[855,] 0.40744 0.3355376 9.211e-02
[856,] 0.29109 0.4308138 2.125e-01
[857,] 0.25970 0.4403553 2.489e-01
[858,] 0.40603 0.1184250 1.151e-02
[859,] 0.44036 0.2596967 5.105e-02
[860,] 0.29109 0.4308138 2.125e-01
[861,] 0.40744 0.3355376 9.211e-02
[862,] 0.17945 0.4386560 3.574e-01
[863,] 0.42415 0.3063341 7.375e-02
[864,] 0.31823 0.0540390 3.059e-03
[865,] 0.43866 0.1794502 2.447e-02
[866,] 0.29109 0.4308138 2.125e-01
[867,] 0.25970 0.4403553 2.489e-01
[868,] 0.26654 0.0339238 1.439e-03
[869,] 0.31823 0.0540390 3.059e-03
[870,] 0.41709 0.1331149 1.416e-02
[871,] 0.16938 0.0116814 2.685e-04
[872,] 0.40744 0.3355376 9.211e-02
[873,] 0.38669 0.3625256 1.133e-01
[874,] 0.41709 0.1331149 1.416e-02
[875,] 0.41709 0.1331149 1.416e-02
[876,] 0.24370 0.4430868 2.685e-01
[877,] 0.17945 0.4386560 3.574e-01
[878,] 0.44309 0.2436978 4.468e-02
[879,] 0.31823 0.0540390 3.059e-03
[880,] 0.44436 0.2275981 3.886e-02
[881,] 0.20449 0.0179375 5.245e-04
[882,] 0.29109 0.4308138 2.125e-01
[883,] 0.36253 0.3866940 1.375e-01
[884,] 0.42415 0.3063341 7.375e-02
[885,] 0.43624 0.2755195 5.800e-02
[886,] 0.37500 0.3750000 1.250e-01
[887,] 0.43333 0.1637030 2.061e-02
[888,] 0.44436 0.2275981 3.886e-02
[889,] 0.41709 0.1331149 1.416e-02
[890,] 0.43866 0.1794502 2.447e-02
[891,] 0.30633 0.4241549 1.958e-01
[892,] 0.23685 0.0253768 9.063e-04
[893,] 0.38669 0.3625256 1.133e-01
[894,] 0.41709 0.1331149 1.416e-02
[895,] 0.27552 0.4362391 2.302e-01
[896,] 0.34037 0.0654560 4.196e-03
[897,] 0.37500 0.3750000 1.250e-01
[898,] 0.42415 0.3063341 7.375e-02
[899,] 0.43624 0.2755195 5.800e-02
[900,] 0.36253 0.3866940 1.375e-01
[901,] 0.42415 0.3063341 7.375e-02
[902,] 0.32118 0.4163380 1.799e-01
[903,] 0.44309 0.2436978 4.468e-02
[904,] 0.30633 0.4241549 1.958e-01
[905,] 0.00000 0.0000000 1.000e+00
[906,] 0.41634 0.3211750 8.259e-02
[907,] 0.34935 0.3975320 1.508e-01
[908,] 0.41709 0.1331149 1.416e-02
[909,] 0.34037 0.0654560 4.196e-03
[910,] 0.27552 0.4362391 2.302e-01
[911,] 0.43866 0.1794502 2.447e-02
[912,] 0.44222 0.1953988 2.878e-02
[913,] 0.27552 0.4362391 2.302e-01
[914,] 0.44409 0.2114733 3.357e-02
[915,] 0.29109 0.4308138 2.125e-01
[916,] 0.20449 0.0179375 5.245e-04
[917,] 0.30633 0.4241549 1.958e-01
[918,] 0.40744 0.3355376 9.211e-02
[919,] 0.25970 0.4403553 2.489e-01
[920,] 0.40744 0.3355376 9.211e-02
[921,] 0.39753 0.3493463 1.023e-01
[922,] 0.44436 0.2275981 3.886e-02
[923,] 0.43081 0.2910904 6.556e-02
[924,] 0.34935 0.3975320 1.508e-01
[925,] 0.42415 0.3063341 7.375e-02
[926,] 0.44222 0.1953988 2.878e-02
[927,] 0.44309 0.2436978 4.468e-02
[928,] 0.34037 0.0654560 4.196e-03
[929,] 0.39290 0.1042387 9.218e-03
[930,] 0.36015 0.0776787 5.585e-03
[931,] 0.41634 0.3211750 8.259e-02
[932,] 0.13145 0.0066841 1.133e-04
[933,] 0.22760 0.4443582 2.892e-01
[934,] 0.41709 0.1331149 1.416e-02
[935,] 0.25970 0.4403553 2.489e-01
[936,] 0.44409 0.2114733 3.357e-02
[937,] 0.37500 0.3750000 1.250e-01
[938,] 0.29365 0.0435031 2.148e-03
[939,] 0.40603 0.1184250 1.151e-02
[940,] 0.14823 0.4261690 4.084e-01
[941,] 0.37500 0.3750000 1.250e-01
[942,] 0.44309 0.2436978 4.468e-02
[943,] 0.32118 0.4163380 1.799e-01
[944,] 0.26654 0.0339238 1.439e-03
[945,] 0.39753 0.3493463 1.023e-01
[946,] 0.42415 0.3063341 7.375e-02
[947,] 0.39290 0.1042387 9.218e-03
[948,] 0.44036 0.2596967 5.105e-02
[949,] 0.39753 0.3493463 1.023e-01
[950,] 0.33554 0.4074385 1.649e-01
[951,] 0.42617 0.1482327 1.719e-02
[952,] 0.25970 0.4403553 2.489e-01
[953,] 0.40603 0.1184250 1.151e-02
[954,] 0.29109 0.4308138 2.125e-01
[955,] 0.38669 0.3625256 1.133e-01
[956,] 0.37500 0.3750000 1.250e-01
[957,] 0.40744 0.3355376 9.211e-02
[958,] 0.26654 0.0339238 1.439e-03
[959,] 0.03392 0.2665444 6.981e-01
[960,] 0.36015 0.0776787 5.585e-03
[961,] 0.17945 0.4386560 3.574e-01
[962,] 0.38669 0.3625256 1.133e-01
[963,] 0.39290 0.1042387 9.218e-03
[964,] 0.39290 0.1042387 9.218e-03
[965,] 0.29109 0.4308138 2.125e-01
[966,] 0.37500 0.3750000 1.250e-01
[967,] 0.41709 0.1331149 1.416e-02
[968,] 0.42415 0.3063341 7.375e-02
[969,] 0.31823 0.0540390 3.059e-03
[970,] 0.32118 0.4163380 1.799e-01
[971,] 0.44309 0.2436978 4.468e-02
[972,] 0.36253 0.3866940 1.375e-01
[973,] 0.40744 0.3355376 9.211e-02
[974,] 0.37500 0.3750000 1.250e-01
[975,] 0.23685 0.0253768 9.063e-04
[976,] 0.27552 0.4362391 2.302e-01
[977,] 0.44309 0.2436978 4.468e-02
[978,] 0.24370 0.4430868 2.685e-01
[979,] 0.29365 0.0435031 2.148e-03
[980,] 0.20449 0.0179375 5.245e-04
[981,] 0.36015 0.0776787 5.585e-03
[982,] 0.37763 0.0906314 7.251e-03
[983,] 0.33554 0.4074385 1.649e-01
[984,] 0.34935 0.3975320 1.508e-01
[985,] 0.43866 0.1794502 2.447e-02
[986,] 0.39290 0.1042387 9.218e-03
[987,] 0.37763 0.0906314 7.251e-03
[988,] 0.33554 0.4074385 1.649e-01
[989,] 0.20449 0.0179375 5.245e-04
[990,] 0.25970 0.4403553 2.489e-01
[991,] 0.26654 0.0339238 1.439e-03
[992,] 0.39290 0.1042387 9.218e-03
[993,] 0.20449 0.0179375 5.245e-04
[994,] 0.36015 0.0776787 5.585e-03
[995,] 0.44036 0.2596967 5.105e-02
[996,] 0.44036 0.2596967 5.105e-02
[997,] 0.09063 0.3776308 5.245e-01
[998,] 0.40744 0.3355376 9.211e-02
[999,] 0.44222 0.1953988 2.878e-02
[1000,] 0.23685 0.0253768 9.063e-04
[1001,] 0.40744 0.3355376 9.211e-02
[1002,] 0.43624 0.2755195 5.800e-02
[1003,] 0.44222 0.1953988 2.878e-02
[1004,] 0.44409 0.2114733 3.357e-02
[1005,] 0.29109 0.4308138 2.125e-01
[1006,] 0.29109 0.4308138 2.125e-01
[1007,] 0.26654 0.0339238 1.439e-03
[1008,] 0.30633 0.4241549 1.958e-01
[1009,] 0.40603 0.1184250 1.151e-02
[1010,] 0.14823 0.4261690 4.084e-01
[1011,] 0.41709 0.1331149 1.416e-02
[1012,] 0.24370 0.4430868 2.685e-01
[1013,] 0.44036 0.2596967 5.105e-02
[1014,] 0.44309 0.2436978 4.468e-02
[1015,] 0.44222 0.1953988 2.878e-02
[1016,] 0.44436 0.2275981 3.886e-02
[1017,] 0.39753 0.3493463 1.023e-01
[1018,] 0.44309 0.2436978 4.468e-02
[1019,] 0.42415 0.3063341 7.375e-02
[1020,] 0.44309 0.2436978 4.468e-02
[1021,] 0.29365 0.0435031 2.148e-03
[1022,] 0.34935 0.3975320 1.508e-01
[1023,] 0.43624 0.2755195 5.800e-02
[1024,] 0.36015 0.0776787 5.585e-03
[1025,] 0.43081 0.2910904 6.556e-02
[1026,] 0.22760 0.4443582 2.892e-01
[1027,] 0.44409 0.2114733 3.357e-02
[1028,] 0.33554 0.4074385 1.649e-01
[1029,] 0.43081 0.2910904 6.556e-02
[1030,] 0.40603 0.1184250 1.151e-02
[1031,] 0.44436 0.2275981 3.886e-02
[1032,] 0.34037 0.0654560 4.196e-03
[1033,] 0.29365 0.0435031 2.148e-03
[1034,] 0.10424 0.3928997 4.936e-01
[1035,] 0.36015 0.0776787 5.585e-03
[1036,] 0.31823 0.0540390 3.059e-03
[1037,] 0.44409 0.2114733 3.357e-02
[1038,] 0.05404 0.3182295 6.247e-01
[1039,] 0.43866 0.1794502 2.447e-02
[1040,] 0.22760 0.4443582 2.892e-01
[1041,] 0.44036 0.2596967 5.105e-02
[1042,] 0.30633 0.4241549 1.958e-01
[1043,] 0.24370 0.4430868 2.685e-01
[1044,] 0.27552 0.4362391 2.302e-01
[1045,] 0.37763 0.0906314 7.251e-03
[1046,] 0.39753 0.3493463 1.023e-01
[1047,] 0.39753 0.3493463 1.023e-01
[1048,] 0.13311 0.4170932 4.356e-01
[1049,] 0.24370 0.4430868 2.685e-01
[1050,] 0.40603 0.1184250 1.151e-02
[1051,] 0.43624 0.2755195 5.800e-02
[1052,] 0.39290 0.1042387 9.218e-03
[1053,] 0.42415 0.3063341 7.375e-02
[1054,] 0.34935 0.3975320 1.508e-01
[1055,] 0.36253 0.3866940 1.375e-01
[1056,] 0.37763 0.0906314 7.251e-03
[1057,] 0.43624 0.2755195 5.800e-02
[1058,] 0.16938 0.0116814 2.685e-04
[1059,] 0.32118 0.4163380 1.799e-01
[1060,] 0.44436 0.2275981 3.886e-02
[1061,] 0.39290 0.1042387 9.218e-03
[1062,] 0.31823 0.0540390 3.059e-03
[1063,] 0.29109 0.4308138 2.125e-01
[1064,] 0.30633 0.4241549 1.958e-01
[1065,] 0.37763 0.0906314 7.251e-03
[1066,] 0.44036 0.2596967 5.105e-02
[1067,] 0.33554 0.4074385 1.649e-01
[1068,] 0.41634 0.3211750 8.259e-02
[1069,] 0.40603 0.1184250 1.151e-02
[1070,] 0.31823 0.0540390 3.059e-03
[1071,] 0.41709 0.1331149 1.416e-02
[1072,] 0.42617 0.1482327 1.719e-02
[1073,] 0.38669 0.3625256 1.133e-01
[1074,] 0.37500 0.3750000 1.250e-01
[1075,] 0.16370 0.4333314 3.824e-01
[1076,] 0.39753 0.3493463 1.023e-01
[1077,] 0.19540 0.4422183 3.336e-01
[1078,] 0.06546 0.3403713 5.900e-01
[1079,] 0.17945 0.4386560 3.574e-01
[1080,] 0.44222 0.1953988 2.878e-02
[1081,] 0.30633 0.4241549 1.958e-01
[1082,] 0.44409 0.2114733 3.357e-02
[1083,] 0.36015 0.0776787 5.585e-03
[1084,] 0.21147 0.4440939 3.109e-01
[1085,] 0.19540 0.4422183 3.336e-01
[1086,] 0.40603 0.1184250 1.151e-02
[1087,] 0.44222 0.1953988 2.878e-02
[1088,] 0.43333 0.1637030 2.061e-02
[1089,] 0.38669 0.3625256 1.133e-01
[1090,] 0.34935 0.3975320 1.508e-01
[1091,] 0.31823 0.0540390 3.059e-03
[1092,] 0.42415 0.3063341 7.375e-02
[1093,] 0.37500 0.3750000 1.250e-01
[1094,] 0.44222 0.1953988 2.878e-02
[1095,] 0.43866 0.1794502 2.447e-02
[1096,] 0.44309 0.2436978 4.468e-02
[1097,] 0.29365 0.0435031 2.148e-03
[1098,] 0.43333 0.1637030 2.061e-02
[1099,] 0.44309 0.2436978 4.468e-02
[1100,] 0.24370 0.4430868 2.685e-01
[1101,] 0.38669 0.3625256 1.133e-01
[1102,] 0.41634 0.3211750 8.259e-02
[1103,] 0.44036 0.2596967 5.105e-02
[1104,] 0.42415 0.3063341 7.375e-02
[1105,] 0.40603 0.1184250 1.151e-02
[1106,] 0.40744 0.3355376 9.211e-02
[1107,] 0.32118 0.4163380 1.799e-01
[1108,] 0.42617 0.1482327 1.719e-02
[1109,] 0.29109 0.4308138 2.125e-01
[1110,] 0.27552 0.4362391 2.302e-01
[1111,] 0.44036 0.2596967 5.105e-02
[1112,] 0.41634 0.3211750 8.259e-02
[1113,] 0.44036 0.2596967 5.105e-02
[1114,] 0.23685 0.0253768 9.063e-04
[1115,] 0.44036 0.2596967 5.105e-02
[1116,] 0.43624 0.2755195 5.800e-02
[1117,] 0.44036 0.2596967 5.105e-02
[1118,] 0.30633 0.4241549 1.958e-01
[1119,] 0.42617 0.1482327 1.719e-02
[1120,] 0.44222 0.1953988 2.878e-02
[1121,] 0.36253 0.3866940 1.375e-01
[1122,] 0.25970 0.4403553 2.489e-01
[1123,] 0.39290 0.1042387 9.218e-03
[1124,] 0.38669 0.3625256 1.133e-01
[1125,] 0.33554 0.4074385 1.649e-01
[1126,] 0.44409 0.2114733 3.357e-02
[1127,] 0.33554 0.4074385 1.649e-01
[1128,] 0.31823 0.0540390 3.059e-03
[1129,] 0.38669 0.3625256 1.133e-01
[1130,] 0.44309 0.2436978 4.468e-02
[1131,] 0.26654 0.0339238 1.439e-03
[1132,] 0.37500 0.3750000 1.250e-01
[1133,] 0.42415 0.3063341 7.375e-02
[1134,] 0.24370 0.4430868 2.685e-01
[1135,] 0.41709 0.1331149 1.416e-02
[1136,] 0.36253 0.3866940 1.375e-01
[1137,] 0.34935 0.3975320 1.508e-01
[1138,] 0.43624 0.2755195 5.800e-02
[1139,] 0.42415 0.3063341 7.375e-02
[1140,] 0.34935 0.3975320 1.508e-01
[1141,] 0.44036 0.2596967 5.105e-02
[1142,] 0.36253 0.3866940 1.375e-01
[1143,] 0.41634 0.3211750 8.259e-02
[1144,] 0.22760 0.4443582 2.892e-01
[1145,] 0.37763 0.0906314 7.251e-03
[1146,] 0.30633 0.4241549 1.958e-01
[1147,] 0.44436 0.2275981 3.886e-02
[1148,] 0.42415 0.3063341 7.375e-02
[1149,] 0.27552 0.4362391 2.302e-01
[1150,] 0.36253 0.3866940 1.375e-01
[1151,] 0.39753 0.3493463 1.023e-01
[1152,] 0.43624 0.2755195 5.800e-02
[1153,] 0.44436 0.2275981 3.886e-02
[1154,] 0.44222 0.1953988 2.878e-02
[1155,] 0.41709 0.1331149 1.416e-02
[1156,] 0.44222 0.1953988 2.878e-02
[1157,] 0.25970 0.4403553 2.489e-01
[1158,] 0.24370 0.4430868 2.685e-01
[1159,] 0.39753 0.3493463 1.023e-01
[1160,] 0.44036 0.2596967 5.105e-02
[1161,] 0.43624 0.2755195 5.800e-02
[1162,] 0.39753 0.3493463 1.023e-01
[1163,] 0.38669 0.3625256 1.133e-01
[1164,] 0.39290 0.1042387 9.218e-03
[1165,] 0.29365 0.0435031 2.148e-03
[1166,] 0.32118 0.4163380 1.799e-01
[1167,] 0.44222 0.1953988 2.878e-02
[1168,] 0.44036 0.2596967 5.105e-02
[1169,] 0.43624 0.2755195 5.800e-02
[1170,] 0.32118 0.4163380 1.799e-01
[1171,] 0.44036 0.2596967 5.105e-02
[1172,] 0.42415 0.3063341 7.375e-02
[1173,] 0.44309 0.2436978 4.468e-02
[1174,] 0.26654 0.0339238 1.439e-03
[1175,] 0.31823 0.0540390 3.059e-03
[1176,] 0.21147 0.4440939 3.109e-01
[1177,] 0.41634 0.3211750 8.259e-02
[1178,] 0.41634 0.3211750 8.259e-02
[1179,] 0.44409 0.2114733 3.357e-02
[1180,] 0.36253 0.3866940 1.375e-01
[1181,] 0.36015 0.0776787 5.585e-03
[1182,] 0.17945 0.4386560 3.574e-01
[1183,] 0.41634 0.3211750 8.259e-02
[1184,] 0.39753 0.3493463 1.023e-01
[1185,] 0.27552 0.4362391 2.302e-01
[1186,] 0.41709 0.1331149 1.416e-02
[1187,] 0.29109 0.4308138 2.125e-01
[1188,] 0.34037 0.0654560 4.196e-03
[1189,] 0.27552 0.4362391 2.302e-01
[1190,] 0.37763 0.0906314 7.251e-03
[1191,] 0.42415 0.3063341 7.375e-02
[1192,] 0.41634 0.3211750 8.259e-02
[1193,] 0.41709 0.1331149 1.416e-02
[1194,] 0.43624 0.2755195 5.800e-02
[1195,] 0.09063 0.3776308 5.245e-01
[1196,] 0.44222 0.1953988 2.878e-02
[1197,] 0.41634 0.3211750 8.259e-02
[1198,] 0.43866 0.1794502 2.447e-02
[1199,] 0.44436 0.2275981 3.886e-02
[1200,] 0.44222 0.1953988 2.878e-02
[1201,] 0.38669 0.3625256 1.133e-01
[1202,] 0.21147 0.4440939 3.109e-01
[1203,] 0.34037 0.0654560 4.196e-03
[1204,] 0.43866 0.1794502 2.447e-02
[1205,] 0.44036 0.2596967 5.105e-02
[1206,] 0.27552 0.4362391 2.302e-01
[1207,] 0.44436 0.2275981 3.886e-02
[1208,] 0.39753 0.3493463 1.023e-01
[1209,] 0.43624 0.2755195 5.800e-02
[1210,] 0.44436 0.2275981 3.886e-02
[1211,] 0.26654 0.0339238 1.439e-03
[1212,] 0.44309 0.2436978 4.468e-02
[1213,] 0.37500 0.3750000 1.250e-01
[1214,] 0.29109 0.4308138 2.125e-01
[1215,] 0.40603 0.1184250 1.151e-02
[1216,] 0.31823 0.0540390 3.059e-03
[1217,] 0.16370 0.4333314 3.824e-01
[1218,] 0.40744 0.3355376 9.211e-02
[1219,] 0.30633 0.4241549 1.958e-01
[1220,] 0.36015 0.0776787 5.585e-03
[1221,] 0.40744 0.3355376 9.211e-02
[1222,] 0.43333 0.1637030 2.061e-02
[1223,] 0.42617 0.1482327 1.719e-02
[1224,] 0.43333 0.1637030 2.061e-02
[1225,] 0.43081 0.2910904 6.556e-02
[1226,] 0.40603 0.1184250 1.151e-02
[1227,] 0.41634 0.3211750 8.259e-02
[1228,] 0.38669 0.3625256 1.133e-01
[1229,] 0.44036 0.2596967 5.105e-02
[1230,] 0.41634 0.3211750 8.259e-02
[1231,] 0.40744 0.3355376 9.211e-02
[1232,] 0.16370 0.4333314 3.824e-01
[1233,] 0.39290 0.1042387 9.218e-03
[1234,] 0.36015 0.0776787 5.585e-03
[1235,] 0.43866 0.1794502 2.447e-02
[1236,] 0.40744 0.3355376 9.211e-02
[1237,] 0.34935 0.3975320 1.508e-01
[1238,] 0.43866 0.1794502 2.447e-02
[1239,] 0.40603 0.1184250 1.151e-02
[1240,] 0.16370 0.4333314 3.824e-01
[1241,] 0.44409 0.2114733 3.357e-02
[1242,] 0.44436 0.2275981 3.886e-02
[1243,] 0.44036 0.2596967 5.105e-02
[1244,] 0.19540 0.4422183 3.336e-01
[1245,] 0.32118 0.4163380 1.799e-01
[1246,] 0.43866 0.1794502 2.447e-02
[1247,] 0.43624 0.2755195 5.800e-02
[1248,] 0.37500 0.3750000 1.250e-01
[1249,] 0.16370 0.4333314 3.824e-01
[1250,] 0.44309 0.2436978 4.468e-02
[1251,] 0.41709 0.1331149 1.416e-02
[1252,] 0.39290 0.1042387 9.218e-03
[1253,] 0.44409 0.2114733 3.357e-02
[1254,] 0.36253 0.3866940 1.375e-01
[1255,] 0.39753 0.3493463 1.023e-01
[1256,] 0.34037 0.0654560 4.196e-03
[1257,] 0.38669 0.3625256 1.133e-01
[1258,] 0.44436 0.2275981 3.886e-02
[1259,] 0.36253 0.3866940 1.375e-01
[1260,] 0.39753 0.3493463 1.023e-01
[1261,] 0.21147 0.4440939 3.109e-01
[1262,] 0.40744 0.3355376 9.211e-02
[1263,] 0.37500 0.3750000 1.250e-01
[1264,] 0.34037 0.0654560 4.196e-03
[1265,] 0.39290 0.1042387 9.218e-03
[1266,] 0.21147 0.4440939 3.109e-01
[1267,] 0.44436 0.2275981 3.886e-02
[1268,] 0.44309 0.2436978 4.468e-02
[1269,] 0.24370 0.4430868 2.685e-01
[1270,] 0.31823 0.0540390 3.059e-03
[1271,] 0.44309 0.2436978 4.468e-02
[1272,] 0.30633 0.4241549 1.958e-01
[1273,] 0.37763 0.0906314 7.251e-03
[1274,] 0.38669 0.3625256 1.133e-01
[1275,] 0.37763 0.0906314 7.251e-03
[1276,] 0.44409 0.2114733 3.357e-02
[1277,] 0.44309 0.2436978 4.468e-02
[1278,] 0.34037 0.0654560 4.196e-03
[1279,] 0.34935 0.3975320 1.508e-01
[1280,] 0.26654 0.0339238 1.439e-03
[1281,] 0.21147 0.4440939 3.109e-01
[1282,] 0.32118 0.4163380 1.799e-01
[1283,] 0.40603 0.1184250 1.151e-02
[1284,] 0.32118 0.4163380 1.799e-01
[1285,] 0.43333 0.1637030 2.061e-02
[1286,] 0.44222 0.1953988 2.878e-02
[1287,] 0.42415 0.3063341 7.375e-02
[1288,] 0.41634 0.3211750 8.259e-02
[1289,] 0.31823 0.0540390 3.059e-03
[1290,] 0.14823 0.4261690 4.084e-01
[1291,] 0.44036 0.2596967 5.105e-02
[1292,] 0.39753 0.3493463 1.023e-01
[1293,] 0.38669 0.3625256 1.133e-01
[1294,] 0.39753 0.3493463 1.023e-01
[1295,] 0.44436 0.2275981 3.886e-02
[1296,] 0.34935 0.3975320 1.508e-01
[1297,] 0.38669 0.3625256 1.133e-01
[1298,] 0.39753 0.3493463 1.023e-01
[1299,] 0.37500 0.3750000 1.250e-01
[1300,] 0.25970 0.4403553 2.489e-01
[1301,] 0.42415 0.3063341 7.375e-02
[1302,] 0.40744 0.3355376 9.211e-02
[1303,] 0.44436 0.2275981 3.886e-02
[1304,] 0.44309 0.2436978 4.468e-02
[1305,] 0.36253 0.3866940 1.375e-01
[1306,] 0.43333 0.1637030 2.061e-02
[1307,] 0.37500 0.3750000 1.250e-01
[1308,] 0.43866 0.1794502 2.447e-02
[1309,] 0.14823 0.4261690 4.084e-01
[1310,] 0.43624 0.2755195 5.800e-02
[1311,] 0.40603 0.1184250 1.151e-02
[1312,] 0.43333 0.1637030 2.061e-02
[1313,] 0.37500 0.3750000 1.250e-01
[1314,] 0.44309 0.2436978 4.468e-02
[1315,] 0.36015 0.0776787 5.585e-03
[1316,] 0.43333 0.1637030 2.061e-02
[1317,] 0.34037 0.0654560 4.196e-03
[1318,] 0.43081 0.2910904 6.556e-02
[1319,] 0.29365 0.0435031 2.148e-03
[1320,] 0.42415 0.3063341 7.375e-02
[1321,] 0.44036 0.2596967 5.105e-02
[1322,] 0.19540 0.4422183 3.336e-01
[1323,] 0.36015 0.0776787 5.585e-03
[1324,] 0.29365 0.0435031 2.148e-03
[1325,] 0.44409 0.2114733 3.357e-02
[1326,] 0.41634 0.3211750 8.259e-02
[1327,] 0.44309 0.2436978 4.468e-02
[1328,] 0.37763 0.0906314 7.251e-03
[1329,] 0.44309 0.2436978 4.468e-02
[1330,] 0.30633 0.4241549 1.958e-01
[1331,] 0.13145 0.0066841 1.133e-04
[1332,] 0.19540 0.4422183 3.336e-01
[1333,] 0.40744 0.3355376 9.211e-02
[1334,] 0.34935 0.3975320 1.508e-01
[1335,] 0.37500 0.3750000 1.250e-01
[1336,] 0.14823 0.4261690 4.084e-01
[1337,] 0.37500 0.3750000 1.250e-01
[1338,] 0.23685 0.0253768 9.063e-04
[1339,] 0.37500 0.3750000 1.250e-01
[1340,] 0.43333 0.1637030 2.061e-02
[1341,] 0.39753 0.3493463 1.023e-01
[1342,] 0.27552 0.4362391 2.302e-01
[1343,] 0.24370 0.4430868 2.685e-01
[1344,] 0.42415 0.3063341 7.375e-02
[1345,] 0.29109 0.4308138 2.125e-01
[1346,] 0.44436 0.2275981 3.886e-02
[1347,] 0.32118 0.4163380 1.799e-01
[1348,] 0.23685 0.0253768 9.063e-04
[1349,] 0.25970 0.4403553 2.489e-01
[1350,] 0.29109 0.4308138 2.125e-01
[1351,] 0.42617 0.1482327 1.719e-02
[1352,] 0.19540 0.4422183 3.336e-01
[1353,] 0.43081 0.2910904 6.556e-02
[1354,] 0.13311 0.4170932 4.356e-01
[1355,] 0.44222 0.1953988 2.878e-02
[1356,] 0.40603 0.1184250 1.151e-02
[1357,] 0.41634 0.3211750 8.259e-02
[1358,] 0.34935 0.3975320 1.508e-01
[1359,] 0.34935 0.3975320 1.508e-01
[1360,] 0.40603 0.1184250 1.151e-02
[1361,] 0.36253 0.3866940 1.375e-01
[1362,] 0.41709 0.1331149 1.416e-02
[1363,] 0.25970 0.4403553 2.489e-01
[1364,] 0.44222 0.1953988 2.878e-02
[1365,] 0.43081 0.2910904 6.556e-02
[1366,] 0.30633 0.4241549 1.958e-01
[1367,] 0.30633 0.4241549 1.958e-01
[1368,] 0.29109 0.4308138 2.125e-01
[1369,] 0.38669 0.3625256 1.133e-01
[1370,] 0.43081 0.2910904 6.556e-02
[1371,] 0.30633 0.4241549 1.958e-01
[1372,] 0.43333 0.1637030 2.061e-02
[1373,] 0.11843 0.4060287 4.640e-01
[1374,] 0.36253 0.3866940 1.375e-01
[1375,] 0.38669 0.3625256 1.133e-01
[1376,] 0.43333 0.1637030 2.061e-02
[1377,] 0.34935 0.3975320 1.508e-01
[1378,] 0.43866 0.1794502 2.447e-02
[1379,] 0.43866 0.1794502 2.447e-02
[1380,] 0.16938 0.0116814 2.685e-04
[1381,] 0.25970 0.4403553 2.489e-01
[1382,] 0.29109 0.4308138 2.125e-01
[1383,] 0.40603 0.1184250 1.151e-02
[1384,] 0.34037 0.0654560 4.196e-03
[1385,] 0.43624 0.2755195 5.800e-02
[1386,] 0.41709 0.1331149 1.416e-02
[1387,] 0.39753 0.3493463 1.023e-01
[1388,] 0.39753 0.3493463 1.023e-01
[1389,] 0.39290 0.1042387 9.218e-03
[1390,] 0.30633 0.4241549 1.958e-01
[1391,] 0.19540 0.4422183 3.336e-01
[1392,] 0.36253 0.3866940 1.375e-01
[1393,] 0.44409 0.2114733 3.357e-02
[1394,] 0.44036 0.2596967 5.105e-02
[1395,] 0.39753 0.3493463 1.023e-01
[1396,] 0.37763 0.0906314 7.251e-03
[1397,] 0.42415 0.3063341 7.375e-02
[1398,] 0.40744 0.3355376 9.211e-02
[1399,] 0.43866 0.1794502 2.447e-02
[1400,] 0.19540 0.4422183 3.336e-01
[1401,] 0.32118 0.4163380 1.799e-01
[1402,] 0.43081 0.2910904 6.556e-02
[1403,] 0.40744 0.3355376 9.211e-02
[1404,] 0.40603 0.1184250 1.151e-02
[1405,] 0.29365 0.0435031 2.148e-03
[1406,] 0.44036 0.2596967 5.105e-02
[1407,] 0.43081 0.2910904 6.556e-02
[1408,] 0.41634 0.3211750 8.259e-02
[1409,] 0.37763 0.0906314 7.251e-03
[1410,] 0.34037 0.0654560 4.196e-03
[1411,] 0.39290 0.1042387 9.218e-03
[1412,] 0.29365 0.0435031 2.148e-03
[1413,] 0.40603 0.1184250 1.151e-02
[1414,] 0.43624 0.2755195 5.800e-02
[1415,] 0.34935 0.3975320 1.508e-01
[1416,] 0.43866 0.1794502 2.447e-02
[1417,] 0.41709 0.1331149 1.416e-02
[1418,] 0.44222 0.1953988 2.878e-02
[1419,] 0.38669 0.3625256 1.133e-01
[1420,] 0.41709 0.1331149 1.416e-02
[1421,] 0.41709 0.1331149 1.416e-02
[1422,] 0.32118 0.4163380 1.799e-01
[1423,] 0.44036 0.2596967 5.105e-02
[1424,] 0.43081 0.2910904 6.556e-02
[1425,] 0.38669 0.3625256 1.133e-01
[1426,] 0.36253 0.3866940 1.375e-01
[1427,] 0.43081 0.2910904 6.556e-02
[1428,] 0.19540 0.4422183 3.336e-01
[1429,] 0.44309 0.2436978 4.468e-02
[1430,] 0.30633 0.4241549 1.958e-01
[1431,] 0.44036 0.2596967 5.105e-02
[1432,] 0.19540 0.4422183 3.336e-01
[1433,] 0.32118 0.4163380 1.799e-01
[1434,] 0.30633 0.4241549 1.958e-01
[1435,] 0.44436 0.2275981 3.886e-02
[1436,] 0.25970 0.4403553 2.489e-01
[1437,] 0.24370 0.4430868 2.685e-01
[1438,] 0.33554 0.4074385 1.649e-01
[1439,] 0.43624 0.2755195 5.800e-02
[1440,] 0.37763 0.0906314 7.251e-03
[1441,] 0.25970 0.4403553 2.489e-01
[1442,] 0.42617 0.1482327 1.719e-02
[1443,] 0.43624 0.2755195 5.800e-02
[1444,] 0.43624 0.2755195 5.800e-02
[1445,] 0.43624 0.2755195 5.800e-02
[1446,] 0.22760 0.4443582 2.892e-01
[1447,] 0.41709 0.1331149 1.416e-02
[1448,] 0.43866 0.1794502 2.447e-02
[1449,] 0.39753 0.3493463 1.023e-01
[1450,] 0.22760 0.4443582 2.892e-01
[1451,] 0.44036 0.2596967 5.105e-02
[1452,] 0.41634 0.3211750 8.259e-02
[1453,] 0.16370 0.4333314 3.824e-01
[1454,] 0.44036 0.2596967 5.105e-02
[1455,] 0.44436 0.2275981 3.886e-02
[1456,] 0.16370 0.4333314 3.824e-01
[1457,] 0.43333 0.1637030 2.061e-02
[1458,] 0.38669 0.3625256 1.133e-01
[1459,] 0.29109 0.4308138 2.125e-01
[1460,] 0.14823 0.4261690 4.084e-01
[1461,] 0.37500 0.3750000 1.250e-01
[1462,] 0.39753 0.3493463 1.023e-01
[1463,] 0.42617 0.1482327 1.719e-02
[1464,] 0.44036 0.2596967 5.105e-02
[1465,] 0.39753 0.3493463 1.023e-01
[1466,] 0.43333 0.1637030 2.061e-02
[1467,] 0.34037 0.0654560 4.196e-03
[1468,] 0.34935 0.3975320 1.508e-01
[1469,] 0.40603 0.1184250 1.151e-02
[1470,] 0.33554 0.4074385 1.649e-01
[1471,] 0.38669 0.3625256 1.133e-01
[1472,] 0.07768 0.3601465 5.566e-01
[1473,] 0.43081 0.2910904 6.556e-02
[1474,] 0.22760 0.4443582 2.892e-01
[1475,] 0.43624 0.2755195 5.800e-02
[1476,] 0.44309 0.2436978 4.468e-02
[1477,] 0.30633 0.4241549 1.958e-01
[1478,] 0.44409 0.2114733 3.357e-02
[1479,] 0.43866 0.1794502 2.447e-02
[1480,] 0.41709 0.1331149 1.416e-02
[1481,] 0.33554 0.4074385 1.649e-01
[1482,] 0.41709 0.1331149 1.416e-02
[1483,] 0.27552 0.4362391 2.302e-01
[1484,] 0.40603 0.1184250 1.151e-02
[1485,] 0.44222 0.1953988 2.878e-02
[1486,] 0.32118 0.4163380 1.799e-01
[1487,] 0.42617 0.1482327 1.719e-02
[1488,] 0.44309 0.2436978 4.468e-02
[1489,] 0.40744 0.3355376 9.211e-02
[1490,] 0.11843 0.4060287 4.640e-01
[1491,] 0.29365 0.0435031 2.148e-03
[1492,] 0.41634 0.3211750 8.259e-02
[1493,] 0.39290 0.1042387 9.218e-03
[1494,] 0.16370 0.4333314 3.824e-01
[1495,] 0.42415 0.3063341 7.375e-02
[1496,] 0.44222 0.1953988 2.878e-02
[1497,] 0.44309 0.2436978 4.468e-02
[1498,] 0.13311 0.4170932 4.356e-01
[1499,] 0.36015 0.0776787 5.585e-03
[1500,] 0.44309 0.2436978 4.468e-02
[1501,] 0.40603 0.1184250 1.151e-02
[1502,] 0.44036 0.2596967 5.105e-02
[1503,] 0.43624 0.2755195 5.800e-02
[1504,] 0.44222 0.1953988 2.878e-02
[1505,] 0.23685 0.0253768 9.063e-04
[1506,] 0.42415 0.3063341 7.375e-02
[1507,] 0.43624 0.2755195 5.800e-02
[1508,] 0.37763 0.0906314 7.251e-03
[1509,] 0.36253 0.3866940 1.375e-01
[1510,] 0.36253 0.3866940 1.375e-01
[1511,] 0.05404 0.3182295 6.247e-01
[1512,] 0.31823 0.0540390 3.059e-03
[1513,] 0.43624 0.2755195 5.800e-02
[1514,] 0.40744 0.3355376 9.211e-02
[1515,] 0.43081 0.2910904 6.556e-02
[1516,] 0.33554 0.4074385 1.649e-01
[1517,] 0.37763 0.0906314 7.251e-03
[1518,] 0.37763 0.0906314 7.251e-03
[1519,] 0.39290 0.1042387 9.218e-03
[1520,] 0.44409 0.2114733 3.357e-02
[1521,] 0.44222 0.1953988 2.878e-02
[1522,] 0.42415 0.3063341 7.375e-02
[1523,] 0.21147 0.4440939 3.109e-01
[1524,] 0.38669 0.3625256 1.133e-01
[1525,] 0.43333 0.1637030 2.061e-02
[1526,] 0.44036 0.2596967 5.105e-02
[1527,] 0.40744 0.3355376 9.211e-02
[1528,] 0.44436 0.2275981 3.886e-02
[1529,] 0.37500 0.3750000 1.250e-01
[1530,] 0.40744 0.3355376 9.211e-02
[1531,] 0.43081 0.2910904 6.556e-02
[1532,] 0.43081 0.2910904 6.556e-02
[1533,] 0.32118 0.4163380 1.799e-01
[1534,] 0.43333 0.1637030 2.061e-02
[1535,] 0.36253 0.3866940 1.375e-01
[1536,] 0.34935 0.3975320 1.508e-01
[1537,] 0.30633 0.4241549 1.958e-01
[1538,] 0.29109 0.4308138 2.125e-01
[1539,] 0.37500 0.3750000 1.250e-01
[1540,] 0.21147 0.4440939 3.109e-01
[1541,] 0.39753 0.3493463 1.023e-01
[1542,] 0.27552 0.4362391 2.302e-01
[1543,] 0.37500 0.3750000 1.250e-01
[1544,] 0.41634 0.3211750 8.259e-02
[1545,] 0.33554 0.4074385 1.649e-01
[1546,] 0.38669 0.3625256 1.133e-01
[1547,] 0.42415 0.3063341 7.375e-02
[1548,] 0.17945 0.4386560 3.574e-01
[1549,] 0.34935 0.3975320 1.508e-01
[1550,] 0.38669 0.3625256 1.133e-01
[1551,] 0.27552 0.4362391 2.302e-01
[1552,] 0.44309 0.2436978 4.468e-02
[1553,] 0.36015 0.0776787 5.585e-03
[1554,] 0.36253 0.3866940 1.375e-01
[1555,] 0.34935 0.3975320 1.508e-01
[1556,] 0.29109 0.4308138 2.125e-01
[1557,] 0.41634 0.3211750 8.259e-02
[1558,] 0.20449 0.0179375 5.245e-04
[1559,] 0.33554 0.4074385 1.649e-01
[1560,] 0.29109 0.4308138 2.125e-01
[1561,] 0.43866 0.1794502 2.447e-02
[1562,] 0.44222 0.1953988 2.878e-02
[1563,] 0.33554 0.4074385 1.649e-01
[1564,] 0.03392 0.2665444 6.981e-01
[1565,] 0.39290 0.1042387 9.218e-03
[1566,] 0.44309 0.2436978 4.468e-02
[1567,] 0.27552 0.4362391 2.302e-01
[1568,] 0.42617 0.1482327 1.719e-02
[1569,] 0.29109 0.4308138 2.125e-01
[1570,] 0.32118 0.4163380 1.799e-01
[1571,] 0.44309 0.2436978 4.468e-02
[1572,] 0.17945 0.4386560 3.574e-01
[1573,] 0.34037 0.0654560 4.196e-03
[1574,] 0.43624 0.2755195 5.800e-02
[1575,] 0.39753 0.3493463 1.023e-01
[1576,] 0.42617 0.1482327 1.719e-02
[1577,] 0.40744 0.3355376 9.211e-02
[1578,] 0.34935 0.3975320 1.508e-01
[1579,] 0.43333 0.1637030 2.061e-02
[1580,] 0.43081 0.2910904 6.556e-02
[1581,] 0.42415 0.3063341 7.375e-02
[1582,] 0.30633 0.4241549 1.958e-01
[1583,] 0.36253 0.3866940 1.375e-01
[1584,] 0.27552 0.4362391 2.302e-01
[1585,] 0.44409 0.2114733 3.357e-02
[1586,] 0.44309 0.2436978 4.468e-02
[1587,] 0.37500 0.3750000 1.250e-01
[1588,] 0.33554 0.4074385 1.649e-01
[1589,] 0.43333 0.1637030 2.061e-02
[1590,] 0.25970 0.4403553 2.489e-01
[1591,] 0.25970 0.4403553 2.489e-01
[1592,] 0.43081 0.2910904 6.556e-02
[1593,] 0.22760 0.4443582 2.892e-01
[1594,] 0.34037 0.0654560 4.196e-03
[1595,] 0.43081 0.2910904 6.556e-02
[1596,] 0.32118 0.4163380 1.799e-01
[1597,] 0.39753 0.3493463 1.023e-01
[1598,] 0.41634 0.3211750 8.259e-02
[1599,] 0.43081 0.2910904 6.556e-02
[1600,] 0.41709 0.1331149 1.416e-02
[1601,] 0.34935 0.3975320 1.508e-01
[1602,] 0.44409 0.2114733 3.357e-02
[1603,] 0.22760 0.4443582 2.892e-01
[1604,] 0.37500 0.3750000 1.250e-01
[1605,] 0.33554 0.4074385 1.649e-01
[1606,] 0.43081 0.2910904 6.556e-02
[1607,] 0.40744 0.3355376 9.211e-02
[1608,] 0.43333 0.1637030 2.061e-02
[1609,] 0.21147 0.4440939 3.109e-01
[1610,] 0.44309 0.2436978 4.468e-02
[1611,] 0.21147 0.4440939 3.109e-01
[1612,] 0.44409 0.2114733 3.357e-02
[1613,] 0.29109 0.4308138 2.125e-01
[1614,] 0.24370 0.4430868 2.685e-01
[1615,] 0.44309 0.2436978 4.468e-02
[1616,] 0.44436 0.2275981 3.886e-02
[1617,] 0.39753 0.3493463 1.023e-01
[1618,] 0.44222 0.1953988 2.878e-02
[1619,] 0.24370 0.4430868 2.685e-01
[1620,] 0.29109 0.4308138 2.125e-01
[1621,] 0.43333 0.1637030 2.061e-02
[1622,] 0.36015 0.0776787 5.585e-03
[1623,] 0.16370 0.4333314 3.824e-01
[1624,] 0.37500 0.3750000 1.250e-01
[1625,] 0.44436 0.2275981 3.886e-02
[1626,] 0.36015 0.0776787 5.585e-03
[1627,] 0.43333 0.1637030 2.061e-02
[1628,] 0.43866 0.1794502 2.447e-02
[1629,] 0.38669 0.3625256 1.133e-01
[1630,] 0.37500 0.3750000 1.250e-01
[1631,] 0.44436 0.2275981 3.886e-02
[1632,] 0.44409 0.2114733 3.357e-02
[1633,] 0.34037 0.0654560 4.196e-03
[1634,] 0.19540 0.4422183 3.336e-01
[1635,] 0.31823 0.0540390 3.059e-03
[1636,] 0.30633 0.4241549 1.958e-01
[1637,] 0.44309 0.2436978 4.468e-02
[1638,] 0.43333 0.1637030 2.061e-02
[1639,] 0.41634 0.3211750 8.259e-02
[1640,] 0.43081 0.2910904 6.556e-02
[1641,] 0.37763 0.0906314 7.251e-03
[1642,] 0.25970 0.4403553 2.489e-01
[1643,] 0.43081 0.2910904 6.556e-02
[1644,] 0.43081 0.2910904 6.556e-02
[1645,] 0.39753 0.3493463 1.023e-01
[1646,] 0.30633 0.4241549 1.958e-01
[1647,] 0.34935 0.3975320 1.508e-01
[1648,] 0.39753 0.3493463 1.023e-01
[1649,] 0.36253 0.3866940 1.375e-01
[1650,] 0.37500 0.3750000 1.250e-01
[1651,] 0.41634 0.3211750 8.259e-02
[1652,] 0.34935 0.3975320 1.508e-01
[1653,] 0.41634 0.3211750 8.259e-02
[1654,] 0.36253 0.3866940 1.375e-01
[1655,] 0.19540 0.4422183 3.336e-01
[1656,] 0.41634 0.3211750 8.259e-02
[1657,] 0.39290 0.1042387 9.218e-03
[1658,] 0.41634 0.3211750 8.259e-02
[1659,] 0.37500 0.3750000 1.250e-01
[1660,] 0.40744 0.3355376 9.211e-02
[1661,] 0.44222 0.1953988 2.878e-02
[1662,] 0.24370 0.4430868 2.685e-01
[1663,] 0.44036 0.2596967 5.105e-02
[1664,] 0.44409 0.2114733 3.357e-02
[1665,] 0.36253 0.3866940 1.375e-01
[1666,] 0.44409 0.2114733 3.357e-02
[1667,] 0.27552 0.4362391 2.302e-01
[1668,] 0.36253 0.3866940 1.375e-01
[1669,] 0.32118 0.4163380 1.799e-01
[1670,] 0.34037 0.0654560 4.196e-03
[1671,] 0.19540 0.4422183 3.336e-01
[1672,] 0.41634 0.3211750 8.259e-02
[1673,] 0.14823 0.4261690 4.084e-01
[1674,] 0.43081 0.2910904 6.556e-02
[1675,] 0.39753 0.3493463 1.023e-01
[1676,] 0.34935 0.3975320 1.508e-01
[1677,] 0.44309 0.2436978 4.468e-02
[1678,] 0.40744 0.3355376 9.211e-02
[1679,] 0.42415 0.3063341 7.375e-02
[1680,] 0.44309 0.2436978 4.468e-02
[1681,] 0.33554 0.4074385 1.649e-01
[1682,] 0.44036 0.2596967 5.105e-02
[1683,] 0.22760 0.4443582 2.892e-01
[1684,] 0.44436 0.2275981 3.886e-02
[1685,] 0.34935 0.3975320 1.508e-01
[1686,] 0.44436 0.2275981 3.886e-02
[1687,] 0.43624 0.2755195 5.800e-02
[1688,] 0.44409 0.2114733 3.357e-02
[1689,] 0.24370 0.4430868 2.685e-01
[1690,] 0.30633 0.4241549 1.958e-01
[1691,] 0.33554 0.4074385 1.649e-01
[1692,] 0.25970 0.4403553 2.489e-01
[1693,] 0.34935 0.3975320 1.508e-01
[1694,] 0.29109 0.4308138 2.125e-01
[1695,] 0.41634 0.3211750 8.259e-02
[1696,] 0.29109 0.4308138 2.125e-01
[1697,] 0.31823 0.0540390 3.059e-03
[1698,] 0.38669 0.3625256 1.133e-01
[1699,] 0.33554 0.4074385 1.649e-01
[1700,] 0.36253 0.3866940 1.375e-01
[1701,] 0.44309 0.2436978 4.468e-02
[1702,] 0.42415 0.3063341 7.375e-02
[1703,] 0.34935 0.3975320 1.508e-01
[1704,] 0.44309 0.2436978 4.468e-02
[1705,] 0.34935 0.3975320 1.508e-01
[1706,] 0.39753 0.3493463 1.023e-01
[1707,] 0.33554 0.4074385 1.649e-01
[1708,] 0.39290 0.1042387 9.218e-03
[1709,] 0.44436 0.2275981 3.886e-02
[1710,] 0.44409 0.2114733 3.357e-02
[1711,] 0.42415 0.3063341 7.375e-02
[1712,] 0.43624 0.2755195 5.800e-02
[1713,] 0.26654 0.0339238 1.439e-03
[1714,] 0.38669 0.3625256 1.133e-01
[1715,] 0.39753 0.3493463 1.023e-01
[1716,] 0.27552 0.4362391 2.302e-01
[1717,] 0.27552 0.4362391 2.302e-01
[1718,] 0.41634 0.3211750 8.259e-02
[1719,] 0.24370 0.4430868 2.685e-01
[1720,] 0.38669 0.3625256 1.133e-01
[1721,] 0.37500 0.3750000 1.250e-01
[1722,] 0.39290 0.1042387 9.218e-03
[1723,] 0.33554 0.4074385 1.649e-01
[1724,] 0.42617 0.1482327 1.719e-02
[1725,] 0.44409 0.2114733 3.357e-02
[1726,] 0.42617 0.1482327 1.719e-02
[1727,] 0.32118 0.4163380 1.799e-01
[1728,] 0.44409 0.2114733 3.357e-02
[1729,] 0.39753 0.3493463 1.023e-01
[1730,] 0.32118 0.4163380 1.799e-01
[1731,] 0.38669 0.3625256 1.133e-01
[1732,] 0.41709 0.1331149 1.416e-02
[1733,] 0.17945 0.4386560 3.574e-01
[1734,] 0.39753 0.3493463 1.023e-01
[1735,] 0.41634 0.3211750 8.259e-02
[1736,] 0.42415 0.3063341 7.375e-02
[1737,] 0.44309 0.2436978 4.468e-02
[1738,] 0.27552 0.4362391 2.302e-01
[1739,] 0.39753 0.3493463 1.023e-01
[1740,] 0.41709 0.1331149 1.416e-02
[1741,] 0.38669 0.3625256 1.133e-01
[1742,] 0.43624 0.2755195 5.800e-02
[1743,] 0.42415 0.3063341 7.375e-02
[1744,] 0.43081 0.2910904 6.556e-02
[1745,] 0.40744 0.3355376 9.211e-02
[1746,] 0.44409 0.2114733 3.357e-02
[1747,] 0.41709 0.1331149 1.416e-02
[1748,] 0.30633 0.4241549 1.958e-01
[1749,] 0.25970 0.4403553 2.489e-01
[1750,] 0.40603 0.1184250 1.151e-02
[1751,] 0.38669 0.3625256 1.133e-01
[1752,] 0.44309 0.2436978 4.468e-02
[1753,] 0.42415 0.3063341 7.375e-02
[1754,] 0.25970 0.4403553 2.489e-01
[1755,] 0.39290 0.1042387 9.218e-03
[1756,] 0.29109 0.4308138 2.125e-01
[1757,] 0.42415 0.3063341 7.375e-02
[1758,] 0.43624 0.2755195 5.800e-02
[1759,] 0.33554 0.4074385 1.649e-01
[1760,] 0.32118 0.4163380 1.799e-01
[1761,] 0.25970 0.4403553 2.489e-01
[1762,] 0.34935 0.3975320 1.508e-01
[1763,] 0.22760 0.4443582 2.892e-01
[1764,] 0.21147 0.4440939 3.109e-01
[1765,] 0.34935 0.3975320 1.508e-01
[1766,] 0.40744 0.3355376 9.211e-02
[1767,] 0.39753 0.3493463 1.023e-01
[1768,] 0.39290 0.1042387 9.218e-03
[1769,] 0.36253 0.3866940 1.375e-01
[1770,] 0.42617 0.1482327 1.719e-02
[1771,] 0.19540 0.4422183 3.336e-01
[1772,] 0.43866 0.1794502 2.447e-02
[1773,] 0.43333 0.1637030 2.061e-02
[1774,] 0.42617 0.1482327 1.719e-02
[1775,] 0.40744 0.3355376 9.211e-02
[1776,] 0.38669 0.3625256 1.133e-01
[1777,] 0.29109 0.4308138 2.125e-01
[1778,] 0.44036 0.2596967 5.105e-02
[1779,] 0.43081 0.2910904 6.556e-02
[1780,] 0.36253 0.3866940 1.375e-01
[1781,] 0.34037 0.0654560 4.196e-03
[1782,] 0.41709 0.1331149 1.416e-02
[1783,] 0.42415 0.3063341 7.375e-02
[1784,] 0.41634 0.3211750 8.259e-02
[1785,] 0.43333 0.1637030 2.061e-02
[1786,] 0.40744 0.3355376 9.211e-02
[1787,] 0.44436 0.2275981 3.886e-02
[1788,] 0.41709 0.1331149 1.416e-02
[1789,] 0.42617 0.1482327 1.719e-02
[1790,] 0.34935 0.3975320 1.508e-01
[1791,] 0.29109 0.4308138 2.125e-01
[1792,] 0.44436 0.2275981 3.886e-02
[1793,] 0.42617 0.1482327 1.719e-02
[1794,] 0.21147 0.4440939 3.109e-01
[1795,] 0.40744 0.3355376 9.211e-02
[1796,] 0.34935 0.3975320 1.508e-01
[1797,] 0.34037 0.0654560 4.196e-03
[1798,] 0.19540 0.4422183 3.336e-01
[1799,] 0.43624 0.2755195 5.800e-02
[1800,] 0.40744 0.3355376 9.211e-02
[1801,] 0.43081 0.2910904 6.556e-02
[1802,] 0.41634 0.3211750 8.259e-02
[1803,] 0.39753 0.3493463 1.023e-01
[1804,] 0.44409 0.2114733 3.357e-02
[1805,] 0.43333 0.1637030 2.061e-02
[1806,] 0.30633 0.4241549 1.958e-01
[1807,] 0.44309 0.2436978 4.468e-02
[1808,] 0.43081 0.2910904 6.556e-02
[1809,] 0.32118 0.4163380 1.799e-01
[1810,] 0.29109 0.4308138 2.125e-01
[1811,] 0.38669 0.3625256 1.133e-01
[1812,] 0.44309 0.2436978 4.468e-02
[1813,] 0.43866 0.1794502 2.447e-02
[1814,] 0.42617 0.1482327 1.719e-02
[1815,] 0.44436 0.2275981 3.886e-02
[1816,] 0.44409 0.2114733 3.357e-02
[1817,] 0.43624 0.2755195 5.800e-02
[1818,] 0.36253 0.3866940 1.375e-01
[1819,] 0.17945 0.4386560 3.574e-01
[1820,] 0.44436 0.2275981 3.886e-02
[1821,] 0.39753 0.3493463 1.023e-01
[1822,] 0.43624 0.2755195 5.800e-02
[1823,] 0.44222 0.1953988 2.878e-02
[1824,] 0.43624 0.2755195 5.800e-02
[1825,] 0.33554 0.4074385 1.649e-01
[1826,] 0.40744 0.3355376 9.211e-02
[1827,] 0.44409 0.2114733 3.357e-02
[1828,] 0.32118 0.4163380 1.799e-01
[1829,] 0.33554 0.4074385 1.649e-01
[1830,] 0.39753 0.3493463 1.023e-01
[1831,] 0.25970 0.4403553 2.489e-01
[1832,] 0.41634 0.3211750 8.259e-02
[1833,] 0.44409 0.2114733 3.357e-02
[1834,] 0.44222 0.1953988 2.878e-02
[1835,] 0.41634 0.3211750 8.259e-02
[1836,] 0.41634 0.3211750 8.259e-02
[1837,] 0.29109 0.4308138 2.125e-01
[1838,] 0.43624 0.2755195 5.800e-02
[1839,] 0.41634 0.3211750 8.259e-02
[1840,] 0.40603 0.1184250 1.151e-02
[1841,] 0.43624 0.2755195 5.800e-02
[1842,] 0.17945 0.4386560 3.574e-01
[1843,] 0.44409 0.2114733 3.357e-02
[1844,] 0.40744 0.3355376 9.211e-02
[1845,] 0.24370 0.4430868 2.685e-01
[1846,] 0.24370 0.4430868 2.685e-01
[1847,] 0.16370 0.4333314 3.824e-01
[1848,] 0.10424 0.3928997 4.936e-01
[1849,] 0.41634 0.3211750 8.259e-02
[1850,] 0.41709 0.1331149 1.416e-02
[1851,] 0.39753 0.3493463 1.023e-01
[1852,] 0.42415 0.3063341 7.375e-02
[1853,] 0.41634 0.3211750 8.259e-02
[1854,] 0.40744 0.3355376 9.211e-02
[1855,] 0.33554 0.4074385 1.649e-01
[1856,] 0.04350 0.2936457 6.607e-01
[1857,] 0.33554 0.4074385 1.649e-01
[1858,] 0.43081 0.2910904 6.556e-02
[1859,] 0.42415 0.3063341 7.375e-02
[1860,] 0.30633 0.4241549 1.958e-01
[1861,] 0.42415 0.3063341 7.375e-02
[1862,] 0.40603 0.1184250 1.151e-02
[1863,] 0.23685 0.0253768 9.063e-04
[1864,] 0.25970 0.4403553 2.489e-01
[1865,] 0.44036 0.2596967 5.105e-02
[1866,] 0.33554 0.4074385 1.649e-01
[1867,] 0.44309 0.2436978 4.468e-02
[1868,] 0.41634 0.3211750 8.259e-02
[1869,] 0.34935 0.3975320 1.508e-01
[1870,] 0.34935 0.3975320 1.508e-01
[1871,] 0.41634 0.3211750 8.259e-02
[1872,] 0.41709 0.1331149 1.416e-02
[1873,] 0.44222 0.1953988 2.878e-02
[1874,] 0.19540 0.4422183 3.336e-01
[1875,] 0.25970 0.4403553 2.489e-01
[1876,] 0.39290 0.1042387 9.218e-03
[1877,] 0.44409 0.2114733 3.357e-02
[1878,] 0.21147 0.4440939 3.109e-01
[1879,] 0.44036 0.2596967 5.105e-02
[1880,] 0.32118 0.4163380 1.799e-01
[1881,] 0.43081 0.2910904 6.556e-02
[1882,] 0.44036 0.2596967 5.105e-02
[1883,] 0.36015 0.0776787 5.585e-03
[1884,] 0.43866 0.1794502 2.447e-02
[1885,] 0.43081 0.2910904 6.556e-02
[1886,] 0.44036 0.2596967 5.105e-02
[1887,] 0.43081 0.2910904 6.556e-02
[1888,] 0.39753 0.3493463 1.023e-01
[1889,] 0.44436 0.2275981 3.886e-02
[1890,] 0.44309 0.2436978 4.468e-02
[1891,] 0.30633 0.4241549 1.958e-01
[1892,] 0.36015 0.0776787 5.585e-03
[1893,] 0.27552 0.4362391 2.302e-01
[1894,] 0.21147 0.4440939 3.109e-01
[1895,] 0.44036 0.2596967 5.105e-02
[1896,] 0.34935 0.3975320 1.508e-01
[1897,] 0.43866 0.1794502 2.447e-02
[1898,] 0.43081 0.2910904 6.556e-02
[1899,] 0.44436 0.2275981 3.886e-02
[1900,] 0.42617 0.1482327 1.719e-02
[1901,] 0.27552 0.4362391 2.302e-01
[1902,] 0.21147 0.4440939 3.109e-01
[1903,] 0.37763 0.0906314 7.251e-03
[1904,] 0.44309 0.2436978 4.468e-02
[1905,] 0.43624 0.2755195 5.800e-02
[1906,] 0.24370 0.4430868 2.685e-01
[1907,] 0.39753 0.3493463 1.023e-01
[1908,] 0.33554 0.4074385 1.649e-01
[1909,] 0.32118 0.4163380 1.799e-01
[1910,] 0.25970 0.4403553 2.489e-01
[1911,] 0.32118 0.4163380 1.799e-01
[1912,] 0.44436 0.2275981 3.886e-02
[1913,] 0.39753 0.3493463 1.023e-01
[1914,] 0.44036 0.2596967 5.105e-02
[1915,] 0.42415 0.3063341 7.375e-02
[1916,] 0.44036 0.2596967 5.105e-02
[1917,] 0.43081 0.2910904 6.556e-02
[1918,] 0.43866 0.1794502 2.447e-02
[1919,] 0.33554 0.4074385 1.649e-01
[1920,] 0.17945 0.4386560 3.574e-01
[1921,] 0.43333 0.1637030 2.061e-02
[1922,] 0.36253 0.3866940 1.375e-01
[1923,] 0.42415 0.3063341 7.375e-02
[1924,] 0.43866 0.1794502 2.447e-02
[1925,] 0.22760 0.4443582 2.892e-01
[1926,] 0.41634 0.3211750 8.259e-02
[1927,] 0.43624 0.2755195 5.800e-02
[1928,] 0.44036 0.2596967 5.105e-02
[1929,] 0.42617 0.1482327 1.719e-02
[1930,] 0.33554 0.4074385 1.649e-01
[1931,] 0.38669 0.3625256 1.133e-01
[1932,] 0.39753 0.3493463 1.023e-01
[1933,] 0.42617 0.1482327 1.719e-02
[1934,] 0.31823 0.0540390 3.059e-03
[1935,] 0.24370 0.4430868 2.685e-01
[1936,] 0.34935 0.3975320 1.508e-01
[1937,] 0.42617 0.1482327 1.719e-02
[1938,] 0.22760 0.4443582 2.892e-01
[1939,] 0.29109 0.4308138 2.125e-01
[1940,] 0.11843 0.4060287 4.640e-01
[1941,] 0.21147 0.4440939 3.109e-01
[1942,] 0.41634 0.3211750 8.259e-02
[1943,] 0.39753 0.3493463 1.023e-01
[1944,] 0.29365 0.0435031 2.148e-03
[1945,] 0.16370 0.4333314 3.824e-01
[1946,] 0.44409 0.2114733 3.357e-02
[1947,] 0.43624 0.2755195 5.800e-02
[1948,] 0.43081 0.2910904 6.556e-02
[1949,] 0.30633 0.4241549 1.958e-01
[1950,] 0.44436 0.2275981 3.886e-02
[1951,] 0.36015 0.0776787 5.585e-03
[1952,] 0.41634 0.3211750 8.259e-02
[1953,] 0.27552 0.4362391 2.302e-01
[1954,] 0.37763 0.0906314 7.251e-03
[1955,] 0.39753 0.3493463 1.023e-01
[1956,] 0.43866 0.1794502 2.447e-02
[1957,] 0.33554 0.4074385 1.649e-01
[1958,] 0.22760 0.4443582 2.892e-01
[1959,] 0.37500 0.3750000 1.250e-01
[1960,] 0.24370 0.4430868 2.685e-01
[1961,] 0.44309 0.2436978 4.468e-02
[1962,] 0.41634 0.3211750 8.259e-02
[1963,] 0.11843 0.4060287 4.640e-01
[1964,] 0.44309 0.2436978 4.468e-02
[1965,] 0.44036 0.2596967 5.105e-02
[1966,] 0.40603 0.1184250 1.151e-02
[1967,] 0.24370 0.4430868 2.685e-01
[1968,] 0.43081 0.2910904 6.556e-02
[1969,] 0.40744 0.3355376 9.211e-02
[1970,] 0.41634 0.3211750 8.259e-02
[1971,] 0.42617 0.1482327 1.719e-02
[1972,] 0.37500 0.3750000 1.250e-01
[1973,] 0.29109 0.4308138 2.125e-01
[1974,] 0.41634 0.3211750 8.259e-02
[1975,] 0.39753 0.3493463 1.023e-01
[1976,] 0.39753 0.3493463 1.023e-01
[1977,] 0.24370 0.4430868 2.685e-01
[1978,] 0.42415 0.3063341 7.375e-02
[1979,] 0.42415 0.3063341 7.375e-02
[1980,] 0.30633 0.4241549 1.958e-01
[1981,] 0.43624 0.2755195 5.800e-02
[1982,] 0.40744 0.3355376 9.211e-02
[1983,] 0.44309 0.2436978 4.468e-02
[1984,] 0.39753 0.3493463 1.023e-01
[1985,] 0.43333 0.1637030 2.061e-02
[1986,] 0.43333 0.1637030 2.061e-02
[1987,] 0.41634 0.3211750 8.259e-02
[1988,] 0.42415 0.3063341 7.375e-02
[1989,] 0.40744 0.3355376 9.211e-02
[1990,] 0.27552 0.4362391 2.302e-01
[1991,] 0.44309 0.2436978 4.468e-02
[1992,] 0.37500 0.3750000 1.250e-01
[1993,] 0.38669 0.3625256 1.133e-01
[1994,] 0.27552 0.4362391 2.302e-01
[1995,] 0.44309 0.2436978 4.468e-02
[1996,] 0.42617 0.1482327 1.719e-02
[1997,] 0.32118 0.4163380 1.799e-01
[1998,] 0.44309 0.2436978 4.468e-02
[1999,] 0.39753 0.3493463 1.023e-01
[2000,] 0.37500 0.3750000 1.250e-01
[2001,] 0.30633 0.4241549 1.958e-01
[2002,] 0.17945 0.4386560 3.574e-01
[2003,] 0.16370 0.4333314 3.824e-01
[2004,] 0.41634 0.3211750 8.259e-02
[2005,] 0.38669 0.3625256 1.133e-01
[2006,] 0.44409 0.2114733 3.357e-02
[2007,] 0.39290 0.1042387 9.218e-03
[2008,] 0.43333 0.1637030 2.061e-02
[2009,] 0.27552 0.4362391 2.302e-01
[2010,] 0.41634 0.3211750 8.259e-02
[2011,] 0.34037 0.0654560 4.196e-03
[2012,] 0.22760 0.4443582 2.892e-01
[2013,] 0.38669 0.3625256 1.133e-01
[2014,] 0.42415 0.3063341 7.375e-02
[2015,] 0.40744 0.3355376 9.211e-02
[2016,] 0.19540 0.4422183 3.336e-01
[2017,] 0.43081 0.2910904 6.556e-02
[2018,] 0.34935 0.3975320 1.508e-01
[2019,] 0.43866 0.1794502 2.447e-02
[2020,] 0.43866 0.1794502 2.447e-02
[2021,] 0.43081 0.2910904 6.556e-02
[2022,] 0.44036 0.2596967 5.105e-02
[2023,] 0.37500 0.3750000 1.250e-01
[2024,] 0.44409 0.2114733 3.357e-02
[2025,] 0.29109 0.4308138 2.125e-01
[2026,] 0.37500 0.3750000 1.250e-01
[2027,] 0.38669 0.3625256 1.133e-01
[2028,] 0.40744 0.3355376 9.211e-02
[2029,] 0.32118 0.4163380 1.799e-01
[2030,] 0.37500 0.3750000 1.250e-01
[2031,] 0.43333 0.1637030 2.061e-02
[2032,] 0.42415 0.3063341 7.375e-02
[2033,] 0.44436 0.2275981 3.886e-02
[2034,] 0.44309 0.2436978 4.468e-02
[2035,] 0.42617 0.1482327 1.719e-02
[2036,] 0.44036 0.2596967 5.105e-02
[2037,] 0.43624 0.2755195 5.800e-02
[2038,] 0.41634 0.3211750 8.259e-02
[2039,] 0.37500 0.3750000 1.250e-01
[2040,] 0.39753 0.3493463 1.023e-01
[2041,] 0.44436 0.2275981 3.886e-02
[2042,] 0.43081 0.2910904 6.556e-02
[2043,] 0.17945 0.4386560 3.574e-01
[2044,] 0.44409 0.2114733 3.357e-02
[2045,] 0.40744 0.3355376 9.211e-02
[2046,] 0.44409 0.2114733 3.357e-02
[2047,] 0.40603 0.1184250 1.151e-02
[2048,] 0.27552 0.4362391 2.302e-01
[2049,] 0.24370 0.4430868 2.685e-01
[2050,] 0.42415 0.3063341 7.375e-02
[2051,] 0.10424 0.3928997 4.936e-01
[2052,] 0.29109 0.4308138 2.125e-01
[2053,] 0.44436 0.2275981 3.886e-02
[2054,] 0.30633 0.4241549 1.958e-01
[2055,] 0.29109 0.4308138 2.125e-01
[2056,] 0.37500 0.3750000 1.250e-01
[2057,] 0.36253 0.3866940 1.375e-01
[2058,] 0.43081 0.2910904 6.556e-02
[2059,] 0.42617 0.1482327 1.719e-02
[2060,] 0.43866 0.1794502 2.447e-02
[2061,] 0.21147 0.4440939 3.109e-01
[2062,] 0.37763 0.0906314 7.251e-03
[2063,] 0.43866 0.1794502 2.447e-02
[2064,] 0.44309 0.2436978 4.468e-02
[2065,] 0.44222 0.1953988 2.878e-02
[2066,] 0.29109 0.4308138 2.125e-01
[2067,] 0.41634 0.3211750 8.259e-02
[2068,] 0.36253 0.3866940 1.375e-01
[2069,] 0.30633 0.4241549 1.958e-01
[2070,] 0.44222 0.1953988 2.878e-02
[2071,] 0.11843 0.4060287 4.640e-01
[2072,] 0.43081 0.2910904 6.556e-02
[2073,] 0.41634 0.3211750 8.259e-02
[2074,] 0.44309 0.2436978 4.468e-02
[2075,] 0.34935 0.3975320 1.508e-01
[2076,] 0.36253 0.3866940 1.375e-01
[2077,] 0.34037 0.0654560 4.196e-03
[2078,] 0.44309 0.2436978 4.468e-02
[2079,] 0.43624 0.2755195 5.800e-02
[2080,] 0.39753 0.3493463 1.023e-01
[2081,] 0.37763 0.0906314 7.251e-03
[2082,] 0.44309 0.2436978 4.468e-02
[2083,] 0.40744 0.3355376 9.211e-02
[2084,] 0.37500 0.3750000 1.250e-01
[2085,] 0.43624 0.2755195 5.800e-02
[2086,] 0.42617 0.1482327 1.719e-02
[2087,] 0.44309 0.2436978 4.468e-02
[2088,] 0.33554 0.4074385 1.649e-01
[2089,] 0.43333 0.1637030 2.061e-02
[2090,] 0.44222 0.1953988 2.878e-02
[2091,] 0.44436 0.2275981 3.886e-02
[2092,] 0.34935 0.3975320 1.508e-01
[2093,] 0.42617 0.1482327 1.719e-02
[2094,] 0.44436 0.2275981 3.886e-02
[2095,] 0.32118 0.4163380 1.799e-01
[2096,] 0.22760 0.4443582 2.892e-01
[2097,] 0.36015 0.0776787 5.585e-03
[2098,] 0.19540 0.4422183 3.336e-01
[2099,] 0.41709 0.1331149 1.416e-02
[2100,] 0.40603 0.1184250 1.151e-02
[2101,] 0.39290 0.1042387 9.218e-03
[2102,] 0.42415 0.3063341 7.375e-02
attr(,"degree")
[1] 3
attr(,"knots")
numeric(0)
attr(,"Boundary.knots")
[1] 18 80
attr(,"intercept")
[1] FALSE
attr(,"class")
[1] "bs" "basis" "matrix"See also: ns(),poly()
Fitting curves with splines
lm1 <- lm(wage ~ bsBasis,data=training)
plot(training$age,training$wage,pch=19,cex=0.5)
points(training$age,predict(lm1,newdata=training),col="red",pch=19,cex=0.5)
Splines on the test set
predict(bsBasis,age=testing$age) 1 2 3
[1,] 0.00000 0.0000000 0.000e+00
[2,] 0.23685 0.0253768 9.063e-04
[3,] 0.44309 0.2436978 4.468e-02
[4,] 0.43081 0.2910904 6.556e-02
[5,] 0.42617 0.1482327 1.719e-02
[6,] 0.41709 0.1331149 1.416e-02
[7,] 0.31823 0.0540390 3.059e-03
[8,] 0.36253 0.3866940 1.375e-01
[9,] 0.44436 0.2275981 3.886e-02
[10,] 0.20449 0.0179375 5.245e-04
[11,] 0.07768 0.3601465 5.566e-01
[12,] 0.13145 0.0066841 1.133e-04
[13,] 0.39290 0.1042387 9.218e-03
[14,] 0.26654 0.0339238 1.439e-03
[15,] 0.20449 0.0179375 5.245e-04
[16,] 0.29109 0.4308138 2.125e-01
[17,] 0.23685 0.0253768 9.063e-04
[18,] 0.43624 0.2755195 5.800e-02
[19,] 0.26654 0.0339238 1.439e-03
[20,] 0.32118 0.4163380 1.799e-01
[21,] 0.41709 0.1331149 1.416e-02
[22,] 0.16938 0.0116814 2.685e-04
[23,] 0.42617 0.1482327 1.719e-02
[24,] 0.16370 0.4333314 3.824e-01
[25,] 0.11843 0.4060287 4.640e-01
[26,] 0.44222 0.1953988 2.878e-02
[27,] 0.43624 0.2755195 5.800e-02
[28,] 0.26654 0.0339238 1.439e-03
[29,] 0.19540 0.4422183 3.336e-01
[30,] 0.13145 0.0066841 1.133e-04
[31,] 0.29365 0.0435031 2.148e-03
[32,] 0.16938 0.0116814 2.685e-04
[33,] 0.43333 0.1637030 2.061e-02
[34,] 0.43081 0.2910904 6.556e-02
[35,] 0.41709 0.1331149 1.416e-02
[36,] 0.32118 0.4163380 1.799e-01
[37,] 0.14823 0.4261690 4.084e-01
[38,] 0.30633 0.4241549 1.958e-01
[39,] 0.40744 0.3355376 9.211e-02
[40,] 0.40744 0.3355376 9.211e-02
[41,] 0.29109 0.4308138 2.125e-01
[42,] 0.37500 0.3750000 1.250e-01
[43,] 0.31823 0.0540390 3.059e-03
[44,] 0.41709 0.1331149 1.416e-02
[45,] 0.26654 0.0339238 1.439e-03
[46,] 0.44222 0.1953988 2.878e-02
[47,] 0.24370 0.4430868 2.685e-01
[48,] 0.36015 0.0776787 5.585e-03
[49,] 0.17945 0.4386560 3.574e-01
[50,] 0.31823 0.0540390 3.059e-03
[51,] 0.20449 0.0179375 5.245e-04
[52,] 0.42617 0.1482327 1.719e-02
[53,] 0.29109 0.4308138 2.125e-01
[54,] 0.21147 0.4440939 3.109e-01
[55,] 0.37500 0.3750000 1.250e-01
[56,] 0.16938 0.0116814 2.685e-04
[57,] 0.44309 0.2436978 4.468e-02
[58,] 0.37500 0.3750000 1.250e-01
[59,] 0.36015 0.0776787 5.585e-03
[60,] 0.43624 0.2755195 5.800e-02
[61,] 0.33554 0.4074385 1.649e-01
[62,] 0.16938 0.0116814 2.685e-04
[63,] 0.40744 0.3355376 9.211e-02
[64,] 0.39753 0.3493463 1.023e-01
[65,] 0.33554 0.4074385 1.649e-01
[66,] 0.31823 0.0540390 3.059e-03
[67,] 0.24370 0.4430868 2.685e-01
[68,] 0.16938 0.0116814 2.685e-04
[69,] 0.26654 0.0339238 1.439e-03
[70,] 0.43866 0.1794502 2.447e-02
[71,] 0.44309 0.2436978 4.468e-02
[72,] 0.23685 0.0253768 9.063e-04
[73,] 0.34935 0.3975320 1.508e-01
[74,] 0.20449 0.0179375 5.245e-04
[75,] 0.23685 0.0253768 9.063e-04
[76,] 0.31823 0.0540390 3.059e-03
[77,] 0.38669 0.3625256 1.133e-01
[78,] 0.22760 0.4443582 2.892e-01
[79,] 0.24370 0.4430868 2.685e-01
[80,] 0.37763 0.0906314 7.251e-03
[81,] 0.20449 0.0179375 5.245e-04
[82,] 0.41709 0.1331149 1.416e-02
[83,] 0.37500 0.3750000 1.250e-01
[84,] 0.44309 0.2436978 4.468e-02
[85,] 0.42617 0.1482327 1.719e-02
[86,] 0.34037 0.0654560 4.196e-03
[87,] 0.22760 0.4443582 2.892e-01
[88,] 0.44436 0.2275981 3.886e-02
[89,] 0.39290 0.1042387 9.218e-03
[90,] 0.20449 0.0179375 5.245e-04
[91,] 0.42617 0.1482327 1.719e-02
[92,] 0.19540 0.4422183 3.336e-01
[93,] 0.44309 0.2436978 4.468e-02
[94,] 0.43333 0.1637030 2.061e-02
[95,] 0.19540 0.4422183 3.336e-01
[96,] 0.41709 0.1331149 1.416e-02
[97,] 0.43624 0.2755195 5.800e-02
[98,] 0.39753 0.3493463 1.023e-01
[99,] 0.00000 0.0000000 0.000e+00
[100,] 0.36253 0.3866940 1.375e-01
[101,] 0.31823 0.0540390 3.059e-03
[102,] 0.36253 0.3866940 1.375e-01
[103,] 0.37500 0.3750000 1.250e-01
[104,] 0.41634 0.3211750 8.259e-02
[105,] 0.19540 0.4422183 3.336e-01
[106,] 0.40603 0.1184250 1.151e-02
[107,] 0.42415 0.3063341 7.375e-02
[108,] 0.39290 0.1042387 9.218e-03
[109,] 0.01794 0.2044871 7.771e-01
[110,] 0.34037 0.0654560 4.196e-03
[111,] 0.20449 0.0179375 5.245e-04
[112,] 0.44309 0.2436978 4.468e-02
[113,] 0.42617 0.1482327 1.719e-02
[114,] 0.30633 0.4241549 1.958e-01
[115,] 0.04684 0.0007678 4.196e-06
[116,] 0.40603 0.1184250 1.151e-02
[117,] 0.00000 0.0000000 0.000e+00
[118,] 0.34037 0.0654560 4.196e-03
[119,] 0.09063 0.0030210 3.357e-05
[120,] 0.42415 0.3063341 7.375e-02
[121,] 0.20449 0.0179375 5.245e-04
[122,] 0.43333 0.1637030 2.061e-02
[123,] 0.32118 0.4163380 1.799e-01
[124,] 0.43081 0.2910904 6.556e-02
[125,] 0.30633 0.4241549 1.958e-01
[126,] 0.23685 0.0253768 9.063e-04
[127,] 0.42415 0.3063341 7.375e-02
[128,] 0.43081 0.2910904 6.556e-02
[129,] 0.43081 0.2910904 6.556e-02
[130,] 0.41709 0.1331149 1.416e-02
[131,] 0.23685 0.0253768 9.063e-04
[132,] 0.23685 0.0253768 9.063e-04
[133,] 0.43866 0.1794502 2.447e-02
[134,] 0.38669 0.3625256 1.133e-01
[135,] 0.43624 0.2755195 5.800e-02
[136,] 0.20449 0.0179375 5.245e-04
[137,] 0.34037 0.0654560 4.196e-03
[138,] 0.23685 0.0253768 9.063e-04
[139,] 0.06546 0.3403713 5.900e-01
[140,] 0.44436 0.2275981 3.886e-02
[141,] 0.33554 0.4074385 1.649e-01
[142,] 0.24370 0.4430868 2.685e-01
[143,] 0.16370 0.4333314 3.824e-01
[144,] 0.00000 0.0000000 0.000e+00
[145,] 0.34037 0.0654560 4.196e-03
[146,] 0.44222 0.1953988 2.878e-02
[147,] 0.13311 0.4170932 4.356e-01
[148,] 0.04684 0.0007678 4.196e-06
[149,] 0.16938 0.0116814 2.685e-04
[150,] 0.43333 0.1637030 2.061e-02
[151,] 0.39753 0.3493463 1.023e-01
[152,] 0.29109 0.4308138 2.125e-01
[153,] 0.27552 0.4362391 2.302e-01
[154,] 0.27552 0.4362391 2.302e-01
[155,] 0.19540 0.4422183 3.336e-01
[156,] 0.39290 0.1042387 9.218e-03
[157,] 0.44436 0.2275981 3.886e-02
[158,] 0.43081 0.2910904 6.556e-02
[159,] 0.42415 0.3063341 7.375e-02
[160,] 0.43624 0.2755195 5.800e-02
[161,] 0.43866 0.1794502 2.447e-02
[162,] 0.43624 0.2755195 5.800e-02
[163,] 0.37763 0.0906314 7.251e-03
[164,] 0.41709 0.1331149 1.416e-02
[165,] 0.34037 0.0654560 4.196e-03
[166,] 0.37763 0.0906314 7.251e-03
[167,] 0.33554 0.4074385 1.649e-01
[168,] 0.29365 0.0435031 2.148e-03
[169,] 0.21147 0.4440939 3.109e-01
[170,] 0.36253 0.3866940 1.375e-01
[171,] 0.43866 0.1794502 2.447e-02
[172,] 0.38669 0.3625256 1.133e-01
[173,] 0.21147 0.4440939 3.109e-01
[174,] 0.26654 0.0339238 1.439e-03
[175,] 0.43081 0.2910904 6.556e-02
[176,] 0.21147 0.4440939 3.109e-01
[177,] 0.37763 0.0906314 7.251e-03
[178,] 0.13145 0.0066841 1.133e-04
[179,] 0.34037 0.0654560 4.196e-03
[180,] 0.31823 0.0540390 3.059e-03
[181,] 0.34037 0.0654560 4.196e-03
[182,] 0.22760 0.4443582 2.892e-01
[183,] 0.42617 0.1482327 1.719e-02
[184,] 0.26654 0.0339238 1.439e-03
[185,] 0.43081 0.2910904 6.556e-02
[186,] 0.36253 0.3866940 1.375e-01
[187,] 0.44309 0.2436978 4.468e-02
[188,] 0.10424 0.3928997 4.936e-01
[189,] 0.39753 0.3493463 1.023e-01
[190,] 0.13145 0.0066841 1.133e-04
[191,] 0.16938 0.0116814 2.685e-04
[192,] 0.39753 0.3493463 1.023e-01
[193,] 0.16938 0.0116814 2.685e-04
[194,] 0.44222 0.1953988 2.878e-02
[195,] 0.37500 0.3750000 1.250e-01
[196,] 0.17945 0.4386560 3.574e-01
[197,] 0.38669 0.3625256 1.133e-01
[198,] 0.39290 0.1042387 9.218e-03
[199,] 0.39290 0.1042387 9.218e-03
[200,] 0.23685 0.0253768 9.063e-04
[201,] 0.37763 0.0906314 7.251e-03
[202,] 0.39753 0.3493463 1.023e-01
[203,] 0.44036 0.2596967 5.105e-02
[204,] 0.09063 0.0030210 3.357e-05
[205,] 0.30633 0.4241549 1.958e-01
[206,] 0.17945 0.4386560 3.574e-01
[207,] 0.42415 0.3063341 7.375e-02
[208,] 0.24370 0.4430868 2.685e-01
[209,] 0.22760 0.4443582 2.892e-01
[210,] 0.43624 0.2755195 5.800e-02
[211,] 0.36015 0.0776787 5.585e-03
[212,] 0.00000 0.0000000 0.000e+00
[213,] 0.09063 0.0030210 3.357e-05
[214,] 0.41634 0.3211750 8.259e-02
[215,] 0.42415 0.3063341 7.375e-02
[216,] 0.29365 0.0435031 2.148e-03
[217,] 0.16938 0.0116814 2.685e-04
[218,] 0.42415 0.3063341 7.375e-02
[219,] 0.40603 0.1184250 1.151e-02
[220,] 0.44309 0.2436978 4.468e-02
[221,] 0.04684 0.0007678 4.196e-06
[222,] 0.39753 0.3493463 1.023e-01
[223,] 0.40603 0.1184250 1.151e-02
[224,] 0.20449 0.0179375 5.245e-04
[225,] 0.39290 0.1042387 9.218e-03
[226,] 0.33554 0.4074385 1.649e-01
[227,] 0.09063 0.0030210 3.357e-05
[228,] 0.41709 0.1331149 1.416e-02
[229,] 0.16938 0.0116814 2.685e-04
[230,] 0.04684 0.0007678 4.196e-06
[231,] 0.41634 0.3211750 8.259e-02
[232,] 0.34037 0.0654560 4.196e-03
[233,] 0.42415 0.3063341 7.375e-02
[234,] 0.41634 0.3211750 8.259e-02
[235,] 0.40744 0.3355376 9.211e-02
[236,] 0.24370 0.4430868 2.685e-01
[237,] 0.29365 0.0435031 2.148e-03
[238,] 0.43333 0.1637030 2.061e-02
[239,] 0.00000 0.0000000 0.000e+00
[240,] 0.36015 0.0776787 5.585e-03
[241,] 0.20449 0.0179375 5.245e-04
[242,] 0.09063 0.0030210 3.357e-05
[243,] 0.29109 0.4308138 2.125e-01
[244,] 0.40603 0.1184250 1.151e-02
[245,] 0.33554 0.4074385 1.649e-01
[246,] 0.37500 0.3750000 1.250e-01
[247,] 0.44436 0.2275981 3.886e-02
[248,] 0.29365 0.0435031 2.148e-03
[249,] 0.36253 0.3866940 1.375e-01
[250,] 0.16938 0.0116814 2.685e-04
[251,] 0.16370 0.4333314 3.824e-01
[252,] 0.24370 0.4430868 2.685e-01
[253,] 0.17945 0.4386560 3.574e-01
[254,] 0.16938 0.0116814 2.685e-04
[255,] 0.40744 0.3355376 9.211e-02
[256,] 0.43081 0.2910904 6.556e-02
[257,] 0.44309 0.2436978 4.468e-02
[258,] 0.13145 0.0066841 1.133e-04
[259,] 0.34935 0.3975320 1.508e-01
[260,] 0.43333 0.1637030 2.061e-02
[261,] 0.13145 0.0066841 1.133e-04
[262,] 0.27552 0.4362391 2.302e-01
[263,] 0.41709 0.1331149 1.416e-02
[264,] 0.42415 0.3063341 7.375e-02
[265,] 0.40744 0.3355376 9.211e-02
[266,] 0.31823 0.0540390 3.059e-03
[267,] 0.43081 0.2910904 6.556e-02
[268,] 0.32118 0.4163380 1.799e-01
[269,] 0.43333 0.1637030 2.061e-02
[270,] 0.21147 0.4440939 3.109e-01
[271,] 0.44436 0.2275981 3.886e-02
[272,] 0.41634 0.3211750 8.259e-02
[273,] 0.44436 0.2275981 3.886e-02
[274,] 0.44222 0.1953988 2.878e-02
[275,] 0.20449 0.0179375 5.245e-04
[276,] 0.41709 0.1331149 1.416e-02
[277,] 0.26654 0.0339238 1.439e-03
[278,] 0.23685 0.0253768 9.063e-04
[279,] 0.20449 0.0179375 5.245e-04
[280,] 0.43081 0.2910904 6.556e-02
[281,] 0.43866 0.1794502 2.447e-02
[282,] 0.38669 0.3625256 1.133e-01
[283,] 0.43333 0.1637030 2.061e-02
[284,] 0.26654 0.0339238 1.439e-03
[285,] 0.40603 0.1184250 1.151e-02
[286,] 0.43081 0.2910904 6.556e-02
[287,] 0.17945 0.4386560 3.574e-01
[288,] 0.30633 0.4241549 1.958e-01
[289,] 0.43081 0.2910904 6.556e-02
[290,] 0.20449 0.0179375 5.245e-04
[291,] 0.09063 0.0030210 3.357e-05
[292,] 0.23685 0.0253768 9.063e-04
[293,] 0.43866 0.1794502 2.447e-02
[294,] 0.39753 0.3493463 1.023e-01
[295,] 0.44309 0.2436978 4.468e-02
[296,] 0.44036 0.2596967 5.105e-02
[297,] 0.36253 0.3866940 1.375e-01
[298,] 0.04684 0.0007678 4.196e-06
[299,] 0.39290 0.1042387 9.218e-03
[300,] 0.38669 0.3625256 1.133e-01
[301,] 0.38669 0.3625256 1.133e-01
[302,] 0.33554 0.4074385 1.649e-01
[303,] 0.38669 0.3625256 1.133e-01
[304,] 0.09063 0.0030210 3.357e-05
[305,] 0.24370 0.4430868 2.685e-01
[306,] 0.43333 0.1637030 2.061e-02
[307,] 0.23685 0.0253768 9.063e-04
[308,] 0.16938 0.0116814 2.685e-04
[309,] 0.44036 0.2596967 5.105e-02
[310,] 0.40603 0.1184250 1.151e-02
[311,] 0.42415 0.3063341 7.375e-02
[312,] 0.34935 0.3975320 1.508e-01
[313,] 0.20449 0.0179375 5.245e-04
[314,] 0.44309 0.2436978 4.468e-02
[315,] 0.29365 0.0435031 2.148e-03
[316,] 0.39753 0.3493463 1.023e-01
[317,] 0.34935 0.3975320 1.508e-01
[318,] 0.39290 0.1042387 9.218e-03
[319,] 0.16938 0.0116814 2.685e-04
[320,] 0.43081 0.2910904 6.556e-02
[321,] 0.43333 0.1637030 2.061e-02
[322,] 0.41634 0.3211750 8.259e-02
[323,] 0.44036 0.2596967 5.105e-02
[324,] 0.34935 0.3975320 1.508e-01
[325,] 0.34935 0.3975320 1.508e-01
[326,] 0.37500 0.3750000 1.250e-01
[327,] 0.39290 0.1042387 9.218e-03
[328,] 0.09063 0.0030210 3.357e-05
[329,] 0.04684 0.0007678 4.196e-06
[330,] 0.27552 0.4362391 2.302e-01
[331,] 0.20449 0.0179375 5.245e-04
[332,] 0.40603 0.1184250 1.151e-02
[333,] 0.13145 0.0066841 1.133e-04
[334,] 0.25970 0.4403553 2.489e-01
[335,] 0.37763 0.0906314 7.251e-03
[336,] 0.44222 0.1953988 2.878e-02
[337,] 0.00000 0.0000000 0.000e+00
[338,] 0.44222 0.1953988 2.878e-02
[339,] 0.39753 0.3493463 1.023e-01
[340,] 0.42617 0.1482327 1.719e-02
[341,] 0.29109 0.4308138 2.125e-01
[342,] 0.36253 0.3866940 1.375e-01
[343,] 0.42617 0.1482327 1.719e-02
[344,] 0.24370 0.4430868 2.685e-01
[345,] 0.27552 0.4362391 2.302e-01
[346,] 0.42617 0.1482327 1.719e-02
[347,] 0.44222 0.1953988 2.878e-02
[348,] 0.20449 0.0179375 5.245e-04
[349,] 0.16938 0.0116814 2.685e-04
[350,] 0.37763 0.0906314 7.251e-03
[351,] 0.37500 0.3750000 1.250e-01
[352,] 0.41634 0.3211750 8.259e-02
[353,] 0.22760 0.4443582 2.892e-01
[354,] 0.39753 0.3493463 1.023e-01
[355,] 0.37763 0.0906314 7.251e-03
[356,] 0.36253 0.3866940 1.375e-01
[357,] 0.44222 0.1953988 2.878e-02
[358,] 0.23685 0.0253768 9.063e-04
[359,] 0.32118 0.4163380 1.799e-01
[360,] 0.21147 0.4440939 3.109e-01
[361,] 0.09063 0.0030210 3.357e-05
[362,] 0.43333 0.1637030 2.061e-02
[363,] 0.20449 0.0179375 5.245e-04
[364,] 0.30633 0.4241549 1.958e-01
[365,] 0.37500 0.3750000 1.250e-01
[366,] 0.38669 0.3625256 1.133e-01
[367,] 0.25970 0.4403553 2.489e-01
[368,] 0.29109 0.4308138 2.125e-01
[369,] 0.44436 0.2275981 3.886e-02
[370,] 0.38669 0.3625256 1.133e-01
[371,] 0.44222 0.1953988 2.878e-02
[372,] 0.39290 0.1042387 9.218e-03
[373,] 0.44036 0.2596967 5.105e-02
[374,] 0.44436 0.2275981 3.886e-02
[375,] 0.43081 0.2910904 6.556e-02
[376,] 0.44436 0.2275981 3.886e-02
[377,] 0.34935 0.3975320 1.508e-01
[378,] 0.41709 0.1331149 1.416e-02
[379,] 0.44436 0.2275981 3.886e-02
[380,] 0.19540 0.4422183 3.336e-01
[381,] 0.44436 0.2275981 3.886e-02
[382,] 0.26654 0.0339238 1.439e-03
[383,] 0.22760 0.4443582 2.892e-01
[384,] 0.44436 0.2275981 3.886e-02
[385,] 0.32118 0.4163380 1.799e-01
[386,] 0.20449 0.0179375 5.245e-04
[387,] 0.04684 0.0007678 4.196e-06
[388,] 0.41634 0.3211750 8.259e-02
[389,] 0.40603 0.1184250 1.151e-02
[390,] 0.16938 0.0116814 2.685e-04
[391,] 0.41709 0.1331149 1.416e-02
[392,] 0.41634 0.3211750 8.259e-02
[393,] 0.39753 0.3493463 1.023e-01
[394,] 0.36015 0.0776787 5.585e-03
[395,] 0.44036 0.2596967 5.105e-02
[396,] 0.29365 0.0435031 2.148e-03
[397,] 0.31823 0.0540390 3.059e-03
[398,] 0.20449 0.0179375 5.245e-04
[399,] 0.36253 0.3866940 1.375e-01
[400,] 0.16938 0.0116814 2.685e-04
[401,] 0.43624 0.2755195 5.800e-02
[402,] 0.38669 0.3625256 1.133e-01
[403,] 0.34037 0.0654560 4.196e-03
[404,] 0.34935 0.3975320 1.508e-01
[405,] 0.23685 0.0253768 9.063e-04
[406,] 0.03392 0.2665444 6.981e-01
[407,] 0.37763 0.0906314 7.251e-03
[408,] 0.16370 0.4333314 3.824e-01
[409,] 0.36015 0.0776787 5.585e-03
[410,] 0.04684 0.0007678 4.196e-06
[411,] 0.31823 0.0540390 3.059e-03
[412,] 0.42617 0.1482327 1.719e-02
[413,] 0.39753 0.3493463 1.023e-01
[414,] 0.26654 0.0339238 1.439e-03
[415,] 0.16938 0.0116814 2.685e-04
[416,] 0.44222 0.1953988 2.878e-02
[417,] 0.34935 0.3975320 1.508e-01
[418,] 0.40603 0.1184250 1.151e-02
[419,] 0.38669 0.3625256 1.133e-01
[420,] 0.41709 0.1331149 1.416e-02
[421,] 0.33554 0.4074385 1.649e-01
[422,] 0.16938 0.0116814 2.685e-04
[423,] 0.40603 0.1184250 1.151e-02
[424,] 0.41634 0.3211750 8.259e-02
[425,] 0.32118 0.4163380 1.799e-01
[426,] 0.11843 0.4060287 4.640e-01
[427,] 0.41709 0.1331149 1.416e-02
[428,] 0.44036 0.2596967 5.105e-02
[429,] 0.23685 0.0253768 9.063e-04
[430,] 0.38669 0.3625256 1.133e-01
[431,] 0.29365 0.0435031 2.148e-03
[432,] 0.42415 0.3063341 7.375e-02
[433,] 0.44222 0.1953988 2.878e-02
[434,] 0.40744 0.3355376 9.211e-02
[435,] 0.24370 0.4430868 2.685e-01
[436,] 0.41709 0.1331149 1.416e-02
[437,] 0.36253 0.3866940 1.375e-01
[438,] 0.43624 0.2755195 5.800e-02
[439,] 0.39753 0.3493463 1.023e-01
[440,] 0.42415 0.3063341 7.375e-02
[441,] 0.43866 0.1794502 2.447e-02
[442,] 0.44436 0.2275981 3.886e-02
[443,] 0.09063 0.0030210 3.357e-05
[444,] 0.39290 0.1042387 9.218e-03
[445,] 0.04684 0.0007678 4.196e-06
[446,] 0.29365 0.0435031 2.148e-03
[447,] 0.32118 0.4163380 1.799e-01
[448,] 0.26654 0.0339238 1.439e-03
[449,] 0.40744 0.3355376 9.211e-02
[450,] 0.33554 0.4074385 1.649e-01
[451,] 0.44309 0.2436978 4.468e-02
[452,] 0.43081 0.2910904 6.556e-02
[453,] 0.43624 0.2755195 5.800e-02
[454,] 0.27552 0.4362391 2.302e-01
[455,] 0.07768 0.3601465 5.566e-01
[456,] 0.43081 0.2910904 6.556e-02
[457,] 0.00000 0.0000000 0.000e+00
[458,] 0.44436 0.2275981 3.886e-02
[459,] 0.31823 0.0540390 3.059e-03
[460,] 0.44309 0.2436978 4.468e-02
[461,] 0.31823 0.0540390 3.059e-03
[462,] 0.39290 0.1042387 9.218e-03
[463,] 0.42415 0.3063341 7.375e-02
[464,] 0.09063 0.0030210 3.357e-05
[465,] 0.41709 0.1331149 1.416e-02
[466,] 0.23685 0.0253768 9.063e-04
[467,] 0.44309 0.2436978 4.468e-02
[468,] 0.43624 0.2755195 5.800e-02
[469,] 0.04684 0.0007678 4.196e-06
[470,] 0.29365 0.0435031 2.148e-03
[471,] 0.43333 0.1637030 2.061e-02
[472,] 0.42617 0.1482327 1.719e-02
[473,] 0.20449 0.0179375 5.245e-04
[474,] 0.30633 0.4241549 1.958e-01
[475,] 0.38669 0.3625256 1.133e-01
[476,] 0.31823 0.0540390 3.059e-03
[477,] 0.33554 0.4074385 1.649e-01
[478,] 0.39753 0.3493463 1.023e-01
[479,] 0.29365 0.0435031 2.148e-03
[480,] 0.16938 0.0116814 2.685e-04
[481,] 0.20449 0.0179375 5.245e-04
[482,] 0.00000 0.0000000 0.000e+00
[483,] 0.20449 0.0179375 5.245e-04
[484,] 0.25970 0.4403553 2.489e-01
[485,] 0.37763 0.0906314 7.251e-03
[486,] 0.36015 0.0776787 5.585e-03
[487,] 0.42617 0.1482327 1.719e-02
[488,] 0.43624 0.2755195 5.800e-02
[489,] 0.40603 0.1184250 1.151e-02
[490,] 0.34037 0.0654560 4.196e-03
[491,] 0.42415 0.3063341 7.375e-02
[492,] 0.43866 0.1794502 2.447e-02
[493,] 0.16938 0.0116814 2.685e-04
[494,] 0.44036 0.2596967 5.105e-02
[495,] 0.42415 0.3063341 7.375e-02
[496,] 0.20449 0.0179375 5.245e-04
[497,] 0.34935 0.3975320 1.508e-01
[498,] 0.40603 0.1184250 1.151e-02
[499,] 0.44436 0.2275981 3.886e-02
[500,] 0.37763 0.0906314 7.251e-03
[501,] 0.27552 0.4362391 2.302e-01
[502,] 0.02538 0.2368501 7.369e-01
[503,] 0.26654 0.0339238 1.439e-03
[504,] 0.41634 0.3211750 8.259e-02
[505,] 0.26654 0.0339238 1.439e-03
[506,] 0.29365 0.0435031 2.148e-03
[507,] 0.41634 0.3211750 8.259e-02
[508,] 0.42617 0.1482327 1.719e-02
[509,] 0.34935 0.3975320 1.508e-01
[510,] 0.26654 0.0339238 1.439e-03
[511,] 0.31823 0.0540390 3.059e-03
[512,] 0.32118 0.4163380 1.799e-01
[513,] 0.41709 0.1331149 1.416e-02
[514,] 0.43866 0.1794502 2.447e-02
[515,] 0.44409 0.2114733 3.357e-02
[516,] 0.23685 0.0253768 9.063e-04
[517,] 0.40603 0.1184250 1.151e-02
[518,] 0.41709 0.1331149 1.416e-02
[519,] 0.31823 0.0540390 3.059e-03
[520,] 0.37763 0.0906314 7.251e-03
[521,] 0.39290 0.1042387 9.218e-03
[522,] 0.36015 0.0776787 5.585e-03
[523,] 0.30633 0.4241549 1.958e-01
[524,] 0.16938 0.0116814 2.685e-04
[525,] 0.37500 0.3750000 1.250e-01
[526,] 0.42415 0.3063341 7.375e-02
[527,] 0.44409 0.2114733 3.357e-02
[528,] 0.31823 0.0540390 3.059e-03
[529,] 0.44222 0.1953988 2.878e-02
[530,] 0.26654 0.0339238 1.439e-03
[531,] 0.42617 0.1482327 1.719e-02
[532,] 0.25970 0.4403553 2.489e-01
[533,] 0.37763 0.0906314 7.251e-03
[534,] 0.36253 0.3866940 1.375e-01
[535,] 0.29365 0.0435031 2.148e-03
[536,] 0.43333 0.1637030 2.061e-02
[537,] 0.33554 0.4074385 1.649e-01
[538,] 0.31823 0.0540390 3.059e-03
[539,] 0.34935 0.3975320 1.508e-01
[540,] 0.43866 0.1794502 2.447e-02
[541,] 0.27552 0.4362391 2.302e-01
[542,] 0.26654 0.0339238 1.439e-03
[543,] 0.05404 0.3182295 6.247e-01
[544,] 0.19540 0.4422183 3.336e-01
[545,] 0.44036 0.2596967 5.105e-02
[546,] 0.29109 0.4308138 2.125e-01
[547,] 0.24370 0.4430868 2.685e-01
[548,] 0.44309 0.2436978 4.468e-02
[549,] 0.42415 0.3063341 7.375e-02
[550,] 0.42415 0.3063341 7.375e-02
[551,] 0.42617 0.1482327 1.719e-02
[552,] 0.02538 0.2368501 7.369e-01
[553,] 0.44309 0.2436978 4.468e-02
[554,] 0.40744 0.3355376 9.211e-02
[555,] 0.44036 0.2596967 5.105e-02
[556,] 0.34935 0.3975320 1.508e-01
[557,] 0.37500 0.3750000 1.250e-01
[558,] 0.43624 0.2755195 5.800e-02
[559,] 0.43081 0.2910904 6.556e-02
[560,] 0.25970 0.4403553 2.489e-01
[561,] 0.37500 0.3750000 1.250e-01
[562,] 0.40603 0.1184250 1.151e-02
[563,] 0.43333 0.1637030 2.061e-02
[564,] 0.44222 0.1953988 2.878e-02
[565,] 0.33554 0.4074385 1.649e-01
[566,] 0.44436 0.2275981 3.886e-02
[567,] 0.33554 0.4074385 1.649e-01
[568,] 0.29365 0.0435031 2.148e-03
[569,] 0.44436 0.2275981 3.886e-02
[570,] 0.26654 0.0339238 1.439e-03
[571,] 0.39290 0.1042387 9.218e-03
[572,] 0.37763 0.0906314 7.251e-03
[573,] 0.44309 0.2436978 4.468e-02
[574,] 0.26654 0.0339238 1.439e-03
[575,] 0.40744 0.3355376 9.211e-02
[576,] 0.43081 0.2910904 6.556e-02
[577,] 0.17945 0.4386560 3.574e-01
[578,] 0.43866 0.1794502 2.447e-02
[579,] 0.38669 0.3625256 1.133e-01
[580,] 0.40603 0.1184250 1.151e-02
[581,] 0.03392 0.2665444 6.981e-01
[582,] 0.36015 0.0776787 5.585e-03
[583,] 0.43866 0.1794502 2.447e-02
[584,] 0.38669 0.3625256 1.133e-01
[585,] 0.41634 0.3211750 8.259e-02
[586,] 0.31823 0.0540390 3.059e-03
[587,] 0.43624 0.2755195 5.800e-02
[588,] 0.26654 0.0339238 1.439e-03
[589,] 0.33554 0.4074385 1.649e-01
[590,] 0.39290 0.1042387 9.218e-03
[591,] 0.37763 0.0906314 7.251e-03
[592,] 0.32118 0.4163380 1.799e-01
[593,] 0.37763 0.0906314 7.251e-03
[594,] 0.09063 0.3776308 5.245e-01
[595,] 0.44436 0.2275981 3.886e-02
[596,] 0.41634 0.3211750 8.259e-02
[597,] 0.20449 0.0179375 5.245e-04
[598,] 0.27552 0.4362391 2.302e-01
[599,] 0.44222 0.1953988 2.878e-02
[600,] 0.36015 0.0776787 5.585e-03
[601,] 0.44409 0.2114733 3.357e-02
[602,] 0.41709 0.1331149 1.416e-02
[603,] 0.31823 0.0540390 3.059e-03
[604,] 0.44409 0.2114733 3.357e-02
[605,] 0.24370 0.4430868 2.685e-01
[606,] 0.40744 0.3355376 9.211e-02
[607,] 0.38669 0.3625256 1.133e-01
[608,] 0.44036 0.2596967 5.105e-02
[609,] 0.36253 0.3866940 1.375e-01
[610,] 0.42415 0.3063341 7.375e-02
[611,] 0.43333 0.1637030 2.061e-02
[612,] 0.41634 0.3211750 8.259e-02
[613,] 0.37500 0.3750000 1.250e-01
[614,] 0.36253 0.3866940 1.375e-01
[615,] 0.43866 0.1794502 2.447e-02
[616,] 0.43081 0.2910904 6.556e-02
[617,] 0.41709 0.1331149 1.416e-02
[618,] 0.44036 0.2596967 5.105e-02
[619,] 0.37763 0.0906314 7.251e-03
[620,] 0.42415 0.3063341 7.375e-02
[621,] 0.40744 0.3355376 9.211e-02
[622,] 0.37763 0.0906314 7.251e-03
[623,] 0.39753 0.3493463 1.023e-01
[624,] 0.36253 0.3866940 1.375e-01
[625,] 0.33554 0.4074385 1.649e-01
[626,] 0.32118 0.4163380 1.799e-01
[627,] 0.44409 0.2114733 3.357e-02
[628,] 0.33554 0.4074385 1.649e-01
[629,] 0.26654 0.0339238 1.439e-03
[630,] 0.42617 0.1482327 1.719e-02
[631,] 0.43624 0.2755195 5.800e-02
[632,] 0.26654 0.0339238 1.439e-03
[633,] 0.34037 0.0654560 4.196e-03
[634,] 0.43866 0.1794502 2.447e-02
[635,] 0.43333 0.1637030 2.061e-02
[636,] 0.40744 0.3355376 9.211e-02
[637,] 0.44222 0.1953988 2.878e-02
[638,] 0.26654 0.0339238 1.439e-03
[639,] 0.33554 0.4074385 1.649e-01
[640,] 0.41709 0.1331149 1.416e-02
[641,] 0.43624 0.2755195 5.800e-02
[642,] 0.29365 0.0435031 2.148e-03
[643,] 0.43081 0.2910904 6.556e-02
[644,] 0.39753 0.3493463 1.023e-01
[645,] 0.31823 0.0540390 3.059e-03
[646,] 0.16938 0.0116814 2.685e-04
[647,] 0.36015 0.0776787 5.585e-03
[648,] 0.42415 0.3063341 7.375e-02
[649,] 0.33554 0.4074385 1.649e-01
[650,] 0.13311 0.4170932 4.356e-01
[651,] 0.32118 0.4163380 1.799e-01
[652,] 0.31823 0.0540390 3.059e-03
[653,] 0.44309 0.2436978 4.468e-02
[654,] 0.37763 0.0906314 7.251e-03
[655,] 0.41634 0.3211750 8.259e-02
[656,] 0.43081 0.2910904 6.556e-02
[657,] 0.40744 0.3355376 9.211e-02
[658,] 0.43866 0.1794502 2.447e-02
[659,] 0.26654 0.0339238 1.439e-03
[660,] 0.44436 0.2275981 3.886e-02
[661,] 0.39290 0.1042387 9.218e-03
[662,] 0.43081 0.2910904 6.556e-02
[663,] 0.43333 0.1637030 2.061e-02
[664,] 0.41709 0.1331149 1.416e-02
[665,] 0.36015 0.0776787 5.585e-03
[666,] 0.24370 0.4430868 2.685e-01
[667,] 0.37500 0.3750000 1.250e-01
[668,] 0.44036 0.2596967 5.105e-02
[669,] 0.05404 0.3182295 6.247e-01
[670,] 0.20449 0.0179375 5.245e-04
[671,] 0.36253 0.3866940 1.375e-01
[672,] 0.43081 0.2910904 6.556e-02
[673,] 0.44222 0.1953988 2.878e-02
[674,] 0.44409 0.2114733 3.357e-02
[675,] 0.44409 0.2114733 3.357e-02
[676,] 0.39290 0.1042387 9.218e-03
[677,] 0.13145 0.0066841 1.133e-04
[678,] 0.34037 0.0654560 4.196e-03
[679,] 0.40603 0.1184250 1.151e-02
[680,] 0.36015 0.0776787 5.585e-03
[681,] 0.44309 0.2436978 4.468e-02
[682,] 0.42415 0.3063341 7.375e-02
[683,] 0.44036 0.2596967 5.105e-02
[684,] 0.41709 0.1331149 1.416e-02
[685,] 0.27552 0.4362391 2.302e-01
[686,] 0.36015 0.0776787 5.585e-03
[687,] 0.26654 0.0339238 1.439e-03
[688,] 0.38669 0.3625256 1.133e-01
[689,] 0.42415 0.3063341 7.375e-02
[690,] 0.37763 0.0906314 7.251e-03
[691,] 0.34037 0.0654560 4.196e-03
[692,] 0.44309 0.2436978 4.468e-02
[693,] 0.44309 0.2436978 4.468e-02
[694,] 0.42415 0.3063341 7.375e-02
[695,] 0.41709 0.1331149 1.416e-02
[696,] 0.24370 0.4430868 2.685e-01
[697,] 0.36015 0.0776787 5.585e-03
[698,] 0.37763 0.0906314 7.251e-03
[699,] 0.36253 0.3866940 1.375e-01
[700,] 0.42415 0.3063341 7.375e-02
[701,] 0.43866 0.1794502 2.447e-02
[702,] 0.39290 0.1042387 9.218e-03
[703,] 0.36253 0.3866940 1.375e-01
[704,] 0.41709 0.1331149 1.416e-02
[705,] 0.34935 0.3975320 1.508e-01
[706,] 0.41709 0.1331149 1.416e-02
[707,] 0.34037 0.0654560 4.196e-03
[708,] 0.44309 0.2436978 4.468e-02
[709,] 0.36015 0.0776787 5.585e-03
[710,] 0.42617 0.1482327 1.719e-02
[711,] 0.11843 0.4060287 4.640e-01
[712,] 0.41634 0.3211750 8.259e-02
[713,] 0.40744 0.3355376 9.211e-02
[714,] 0.21147 0.4440939 3.109e-01
[715,] 0.23685 0.0253768 9.063e-04
[716,] 0.39290 0.1042387 9.218e-03
[717,] 0.04350 0.2936457 6.607e-01
[718,] 0.36253 0.3866940 1.375e-01
[719,] 0.31823 0.0540390 3.059e-03
[720,] 0.44036 0.2596967 5.105e-02
[721,] 0.32118 0.4163380 1.799e-01
[722,] 0.21147 0.4440939 3.109e-01
[723,] 0.17945 0.4386560 3.574e-01
[724,] 0.44409 0.2114733 3.357e-02
[725,] 0.44222 0.1953988 2.878e-02
[726,] 0.44036 0.2596967 5.105e-02
[727,] 0.29365 0.0435031 2.148e-03
[728,] 0.43866 0.1794502 2.447e-02
[729,] 0.30633 0.4241549 1.958e-01
[730,] 0.21147 0.4440939 3.109e-01
[731,] 0.43624 0.2755195 5.800e-02
[732,] 0.22760 0.4443582 2.892e-01
[733,] 0.41709 0.1331149 1.416e-02
[734,] 0.44036 0.2596967 5.105e-02
[735,] 0.41634 0.3211750 8.259e-02
[736,] 0.34037 0.0654560 4.196e-03
[737,] 0.13311 0.4170932 4.356e-01
[738,] 0.36253 0.3866940 1.375e-01
[739,] 0.38669 0.3625256 1.133e-01
[740,] 0.44222 0.1953988 2.878e-02
[741,] 0.43333 0.1637030 2.061e-02
[742,] 0.42617 0.1482327 1.719e-02
[743,] 0.41709 0.1331149 1.416e-02
[744,] 0.43081 0.2910904 6.556e-02
[745,] 0.36015 0.0776787 5.585e-03
[746,] 0.40744 0.3355376 9.211e-02
[747,] 0.44309 0.2436978 4.468e-02
[748,] 0.38669 0.3625256 1.133e-01
[749,] 0.13311 0.4170932 4.356e-01
[750,] 0.29365 0.0435031 2.148e-03
[751,] 0.44222 0.1953988 2.878e-02
[752,] 0.40603 0.1184250 1.151e-02
[753,] 0.30633 0.4241549 1.958e-01
[754,] 0.40603 0.1184250 1.151e-02
[755,] 0.44309 0.2436978 4.468e-02
[756,] 0.44409 0.2114733 3.357e-02
[757,] 0.42617 0.1482327 1.719e-02
[758,] 0.43624 0.2755195 5.800e-02
[759,] 0.26654 0.0339238 1.439e-03
[760,] 0.22760 0.4443582 2.892e-01
[761,] 0.21147 0.4440939 3.109e-01
[762,] 0.29365 0.0435031 2.148e-03
[763,] 0.34037 0.0654560 4.196e-03
[764,] 0.42617 0.1482327 1.719e-02
[765,] 0.34935 0.3975320 1.508e-01
[766,] 0.20449 0.0179375 5.245e-04
[767,] 0.39753 0.3493463 1.023e-01
[768,] 0.29365 0.0435031 2.148e-03
[769,] 0.36015 0.0776787 5.585e-03
[770,] 0.42617 0.1482327 1.719e-02
[771,] 0.44436 0.2275981 3.886e-02
[772,] 0.38669 0.3625256 1.133e-01
[773,] 0.27552 0.4362391 2.302e-01
[774,] 0.37500 0.3750000 1.250e-01
[775,] 0.34037 0.0654560 4.196e-03
[776,] 0.44309 0.2436978 4.468e-02
[777,] 0.37500 0.3750000 1.250e-01
[778,] 0.19540 0.4422183 3.336e-01
[779,] 0.39753 0.3493463 1.023e-01
[780,] 0.41634 0.3211750 8.259e-02
[781,] 0.34037 0.0654560 4.196e-03
[782,] 0.40744 0.3355376 9.211e-02
[783,] 0.32118 0.4163380 1.799e-01
[784,] 0.41709 0.1331149 1.416e-02
[785,] 0.41634 0.3211750 8.259e-02
[786,] 0.30633 0.4241549 1.958e-01
[787,] 0.39290 0.1042387 9.218e-03
[788,] 0.36253 0.3866940 1.375e-01
[789,] 0.26654 0.0339238 1.439e-03
[790,] 0.34935 0.3975320 1.508e-01
[791,] 0.39290 0.1042387 9.218e-03
[792,] 0.39290 0.1042387 9.218e-03
[793,] 0.44436 0.2275981 3.886e-02
[794,] 0.30633 0.4241549 1.958e-01
[795,] 0.39290 0.1042387 9.218e-03
[796,] 0.40744 0.3355376 9.211e-02
[797,] 0.42415 0.3063341 7.375e-02
[798,] 0.21147 0.4440939 3.109e-01
[799,] 0.41634 0.3211750 8.259e-02
[800,] 0.27552 0.4362391 2.302e-01
[801,] 0.05404 0.3182295 6.247e-01
[802,] 0.44036 0.2596967 5.105e-02
[803,] 0.22760 0.4443582 2.892e-01
[804,] 0.29365 0.0435031 2.148e-03
[805,] 0.40744 0.3355376 9.211e-02
[806,] 0.43624 0.2755195 5.800e-02
[807,] 0.37763 0.0906314 7.251e-03
[808,] 0.44222 0.1953988 2.878e-02
[809,] 0.39753 0.3493463 1.023e-01
[810,] 0.44409 0.2114733 3.357e-02
[811,] 0.00000 0.0000000 1.000e+00
[812,] 0.43624 0.2755195 5.800e-02
[813,] 0.39290 0.1042387 9.218e-03
[814,] 0.39753 0.3493463 1.023e-01
[815,] 0.44436 0.2275981 3.886e-02
[816,] 0.44036 0.2596967 5.105e-02
[817,] 0.17945 0.4386560 3.574e-01
[818,] 0.36015 0.0776787 5.585e-03
[819,] 0.36015 0.0776787 5.585e-03
[820,] 0.44036 0.2596967 5.105e-02
[821,] 0.16370 0.4333314 3.824e-01
[822,] 0.11843 0.4060287 4.640e-01
[823,] 0.42617 0.1482327 1.719e-02
[824,] 0.16938 0.0116814 2.685e-04
[825,] 0.41709 0.1331149 1.416e-02
[826,] 0.44309 0.2436978 4.468e-02
[827,] 0.36015 0.0776787 5.585e-03
[828,] 0.43333 0.1637030 2.061e-02
[829,] 0.36253 0.3866940 1.375e-01
[830,] 0.31823 0.0540390 3.059e-03
[831,] 0.38669 0.3625256 1.133e-01
[832,] 0.22760 0.4443582 2.892e-01
[833,] 0.43081 0.2910904 6.556e-02
[834,] 0.34935 0.3975320 1.508e-01
[835,] 0.20449 0.0179375 5.245e-04
[836,] 0.36015 0.0776787 5.585e-03
[837,] 0.44409 0.2114733 3.357e-02
[838,] 0.37763 0.0906314 7.251e-03
[839,] 0.43333 0.1637030 2.061e-02
[840,] 0.43624 0.2755195 5.800e-02
[841,] 0.16938 0.0116814 2.685e-04
[842,] 0.37500 0.3750000 1.250e-01
[843,] 0.40744 0.3355376 9.211e-02
[844,] 0.24370 0.4430868 2.685e-01
[845,] 0.36253 0.3866940 1.375e-01
[846,] 0.44409 0.2114733 3.357e-02
[847,] 0.44222 0.1953988 2.878e-02
[848,] 0.43624 0.2755195 5.800e-02
[849,] 0.44409 0.2114733 3.357e-02
[850,] 0.11843 0.4060287 4.640e-01
[851,] 0.43333 0.1637030 2.061e-02
[852,] 0.43081 0.2910904 6.556e-02
[853,] 0.29365 0.0435031 2.148e-03
[854,] 0.05404 0.3182295 6.247e-01
[855,] 0.40744 0.3355376 9.211e-02
[856,] 0.29109 0.4308138 2.125e-01
[857,] 0.25970 0.4403553 2.489e-01
[858,] 0.40603 0.1184250 1.151e-02
[859,] 0.44036 0.2596967 5.105e-02
[860,] 0.29109 0.4308138 2.125e-01
[861,] 0.40744 0.3355376 9.211e-02
[862,] 0.17945 0.4386560 3.574e-01
[863,] 0.42415 0.3063341 7.375e-02
[864,] 0.31823 0.0540390 3.059e-03
[865,] 0.43866 0.1794502 2.447e-02
[866,] 0.29109 0.4308138 2.125e-01
[867,] 0.25970 0.4403553 2.489e-01
[868,] 0.26654 0.0339238 1.439e-03
[869,] 0.31823 0.0540390 3.059e-03
[870,] 0.41709 0.1331149 1.416e-02
[871,] 0.16938 0.0116814 2.685e-04
[872,] 0.40744 0.3355376 9.211e-02
[873,] 0.38669 0.3625256 1.133e-01
[874,] 0.41709 0.1331149 1.416e-02
[875,] 0.41709 0.1331149 1.416e-02
[876,] 0.24370 0.4430868 2.685e-01
[877,] 0.17945 0.4386560 3.574e-01
[878,] 0.44309 0.2436978 4.468e-02
[879,] 0.31823 0.0540390 3.059e-03
[880,] 0.44436 0.2275981 3.886e-02
[881,] 0.20449 0.0179375 5.245e-04
[882,] 0.29109 0.4308138 2.125e-01
[883,] 0.36253 0.3866940 1.375e-01
[884,] 0.42415 0.3063341 7.375e-02
[885,] 0.43624 0.2755195 5.800e-02
[886,] 0.37500 0.3750000 1.250e-01
[887,] 0.43333 0.1637030 2.061e-02
[888,] 0.44436 0.2275981 3.886e-02
[889,] 0.41709 0.1331149 1.416e-02
[890,] 0.43866 0.1794502 2.447e-02
[891,] 0.30633 0.4241549 1.958e-01
[892,] 0.23685 0.0253768 9.063e-04
[893,] 0.38669 0.3625256 1.133e-01
[894,] 0.41709 0.1331149 1.416e-02
[895,] 0.27552 0.4362391 2.302e-01
[896,] 0.34037 0.0654560 4.196e-03
[897,] 0.37500 0.3750000 1.250e-01
[898,] 0.42415 0.3063341 7.375e-02
[899,] 0.43624 0.2755195 5.800e-02
[900,] 0.36253 0.3866940 1.375e-01
[901,] 0.42415 0.3063341 7.375e-02
[902,] 0.32118 0.4163380 1.799e-01
[903,] 0.44309 0.2436978 4.468e-02
[904,] 0.30633 0.4241549 1.958e-01
[905,] 0.00000 0.0000000 1.000e+00
[906,] 0.41634 0.3211750 8.259e-02
[907,] 0.34935 0.3975320 1.508e-01
[908,] 0.41709 0.1331149 1.416e-02
[909,] 0.34037 0.0654560 4.196e-03
[910,] 0.27552 0.4362391 2.302e-01
[911,] 0.43866 0.1794502 2.447e-02
[912,] 0.44222 0.1953988 2.878e-02
[913,] 0.27552 0.4362391 2.302e-01
[914,] 0.44409 0.2114733 3.357e-02
[915,] 0.29109 0.4308138 2.125e-01
[916,] 0.20449 0.0179375 5.245e-04
[917,] 0.30633 0.4241549 1.958e-01
[918,] 0.40744 0.3355376 9.211e-02
[919,] 0.25970 0.4403553 2.489e-01
[920,] 0.40744 0.3355376 9.211e-02
[921,] 0.39753 0.3493463 1.023e-01
[922,] 0.44436 0.2275981 3.886e-02
[923,] 0.43081 0.2910904 6.556e-02
[924,] 0.34935 0.3975320 1.508e-01
[925,] 0.42415 0.3063341 7.375e-02
[926,] 0.44222 0.1953988 2.878e-02
[927,] 0.44309 0.2436978 4.468e-02
[928,] 0.34037 0.0654560 4.196e-03
[929,] 0.39290 0.1042387 9.218e-03
[930,] 0.36015 0.0776787 5.585e-03
[931,] 0.41634 0.3211750 8.259e-02
[932,] 0.13145 0.0066841 1.133e-04
[933,] 0.22760 0.4443582 2.892e-01
[934,] 0.41709 0.1331149 1.416e-02
[935,] 0.25970 0.4403553 2.489e-01
[936,] 0.44409 0.2114733 3.357e-02
[937,] 0.37500 0.3750000 1.250e-01
[938,] 0.29365 0.0435031 2.148e-03
[939,] 0.40603 0.1184250 1.151e-02
[940,] 0.14823 0.4261690 4.084e-01
[941,] 0.37500 0.3750000 1.250e-01
[942,] 0.44309 0.2436978 4.468e-02
[943,] 0.32118 0.4163380 1.799e-01
[944,] 0.26654 0.0339238 1.439e-03
[945,] 0.39753 0.3493463 1.023e-01
[946,] 0.42415 0.3063341 7.375e-02
[947,] 0.39290 0.1042387 9.218e-03
[948,] 0.44036 0.2596967 5.105e-02
[949,] 0.39753 0.3493463 1.023e-01
[950,] 0.33554 0.4074385 1.649e-01
[951,] 0.42617 0.1482327 1.719e-02
[952,] 0.25970 0.4403553 2.489e-01
[953,] 0.40603 0.1184250 1.151e-02
[954,] 0.29109 0.4308138 2.125e-01
[955,] 0.38669 0.3625256 1.133e-01
[956,] 0.37500 0.3750000 1.250e-01
[957,] 0.40744 0.3355376 9.211e-02
[958,] 0.26654 0.0339238 1.439e-03
[959,] 0.03392 0.2665444 6.981e-01
[960,] 0.36015 0.0776787 5.585e-03
[961,] 0.17945 0.4386560 3.574e-01
[962,] 0.38669 0.3625256 1.133e-01
[963,] 0.39290 0.1042387 9.218e-03
[964,] 0.39290 0.1042387 9.218e-03
[965,] 0.29109 0.4308138 2.125e-01
[966,] 0.37500 0.3750000 1.250e-01
[967,] 0.41709 0.1331149 1.416e-02
[968,] 0.42415 0.3063341 7.375e-02
[969,] 0.31823 0.0540390 3.059e-03
[970,] 0.32118 0.4163380 1.799e-01
[971,] 0.44309 0.2436978 4.468e-02
[972,] 0.36253 0.3866940 1.375e-01
[973,] 0.40744 0.3355376 9.211e-02
[974,] 0.37500 0.3750000 1.250e-01
[975,] 0.23685 0.0253768 9.063e-04
[976,] 0.27552 0.4362391 2.302e-01
[977,] 0.44309 0.2436978 4.468e-02
[978,] 0.24370 0.4430868 2.685e-01
[979,] 0.29365 0.0435031 2.148e-03
[980,] 0.20449 0.0179375 5.245e-04
[981,] 0.36015 0.0776787 5.585e-03
[982,] 0.37763 0.0906314 7.251e-03
[983,] 0.33554 0.4074385 1.649e-01
[984,] 0.34935 0.3975320 1.508e-01
[985,] 0.43866 0.1794502 2.447e-02
[986,] 0.39290 0.1042387 9.218e-03
[987,] 0.37763 0.0906314 7.251e-03
[988,] 0.33554 0.4074385 1.649e-01
[989,] 0.20449 0.0179375 5.245e-04
[990,] 0.25970 0.4403553 2.489e-01
[991,] 0.26654 0.0339238 1.439e-03
[992,] 0.39290 0.1042387 9.218e-03
[993,] 0.20449 0.0179375 5.245e-04
[994,] 0.36015 0.0776787 5.585e-03
[995,] 0.44036 0.2596967 5.105e-02
[996,] 0.44036 0.2596967 5.105e-02
[997,] 0.09063 0.3776308 5.245e-01
[998,] 0.40744 0.3355376 9.211e-02
[999,] 0.44222 0.1953988 2.878e-02
[1000,] 0.23685 0.0253768 9.063e-04
[1001,] 0.40744 0.3355376 9.211e-02
[1002,] 0.43624 0.2755195 5.800e-02
[1003,] 0.44222 0.1953988 2.878e-02
[1004,] 0.44409 0.2114733 3.357e-02
[1005,] 0.29109 0.4308138 2.125e-01
[1006,] 0.29109 0.4308138 2.125e-01
[1007,] 0.26654 0.0339238 1.439e-03
[1008,] 0.30633 0.4241549 1.958e-01
[1009,] 0.40603 0.1184250 1.151e-02
[1010,] 0.14823 0.4261690 4.084e-01
[1011,] 0.41709 0.1331149 1.416e-02
[1012,] 0.24370 0.4430868 2.685e-01
[1013,] 0.44036 0.2596967 5.105e-02
[1014,] 0.44309 0.2436978 4.468e-02
[1015,] 0.44222 0.1953988 2.878e-02
[1016,] 0.44436 0.2275981 3.886e-02
[1017,] 0.39753 0.3493463 1.023e-01
[1018,] 0.44309 0.2436978 4.468e-02
[1019,] 0.42415 0.3063341 7.375e-02
[1020,] 0.44309 0.2436978 4.468e-02
[1021,] 0.29365 0.0435031 2.148e-03
[1022,] 0.34935 0.3975320 1.508e-01
[1023,] 0.43624 0.2755195 5.800e-02
[1024,] 0.36015 0.0776787 5.585e-03
[1025,] 0.43081 0.2910904 6.556e-02
[1026,] 0.22760 0.4443582 2.892e-01
[1027,] 0.44409 0.2114733 3.357e-02
[1028,] 0.33554 0.4074385 1.649e-01
[1029,] 0.43081 0.2910904 6.556e-02
[1030,] 0.40603 0.1184250 1.151e-02
[1031,] 0.44436 0.2275981 3.886e-02
[1032,] 0.34037 0.0654560 4.196e-03
[1033,] 0.29365 0.0435031 2.148e-03
[1034,] 0.10424 0.3928997 4.936e-01
[1035,] 0.36015 0.0776787 5.585e-03
[1036,] 0.31823 0.0540390 3.059e-03
[1037,] 0.44409 0.2114733 3.357e-02
[1038,] 0.05404 0.3182295 6.247e-01
[1039,] 0.43866 0.1794502 2.447e-02
[1040,] 0.22760 0.4443582 2.892e-01
[1041,] 0.44036 0.2596967 5.105e-02
[1042,] 0.30633 0.4241549 1.958e-01
[1043,] 0.24370 0.4430868 2.685e-01
[1044,] 0.27552 0.4362391 2.302e-01
[1045,] 0.37763 0.0906314 7.251e-03
[1046,] 0.39753 0.3493463 1.023e-01
[1047,] 0.39753 0.3493463 1.023e-01
[1048,] 0.13311 0.4170932 4.356e-01
[1049,] 0.24370 0.4430868 2.685e-01
[1050,] 0.40603 0.1184250 1.151e-02
[1051,] 0.43624 0.2755195 5.800e-02
[1052,] 0.39290 0.1042387 9.218e-03
[1053,] 0.42415 0.3063341 7.375e-02
[1054,] 0.34935 0.3975320 1.508e-01
[1055,] 0.36253 0.3866940 1.375e-01
[1056,] 0.37763 0.0906314 7.251e-03
[1057,] 0.43624 0.2755195 5.800e-02
[1058,] 0.16938 0.0116814 2.685e-04
[1059,] 0.32118 0.4163380 1.799e-01
[1060,] 0.44436 0.2275981 3.886e-02
[1061,] 0.39290 0.1042387 9.218e-03
[1062,] 0.31823 0.0540390 3.059e-03
[1063,] 0.29109 0.4308138 2.125e-01
[1064,] 0.30633 0.4241549 1.958e-01
[1065,] 0.37763 0.0906314 7.251e-03
[1066,] 0.44036 0.2596967 5.105e-02
[1067,] 0.33554 0.4074385 1.649e-01
[1068,] 0.41634 0.3211750 8.259e-02
[1069,] 0.40603 0.1184250 1.151e-02
[1070,] 0.31823 0.0540390 3.059e-03
[1071,] 0.41709 0.1331149 1.416e-02
[1072,] 0.42617 0.1482327 1.719e-02
[1073,] 0.38669 0.3625256 1.133e-01
[1074,] 0.37500 0.3750000 1.250e-01
[1075,] 0.16370 0.4333314 3.824e-01
[1076,] 0.39753 0.3493463 1.023e-01
[1077,] 0.19540 0.4422183 3.336e-01
[1078,] 0.06546 0.3403713 5.900e-01
[1079,] 0.17945 0.4386560 3.574e-01
[1080,] 0.44222 0.1953988 2.878e-02
[1081,] 0.30633 0.4241549 1.958e-01
[1082,] 0.44409 0.2114733 3.357e-02
[1083,] 0.36015 0.0776787 5.585e-03
[1084,] 0.21147 0.4440939 3.109e-01
[1085,] 0.19540 0.4422183 3.336e-01
[1086,] 0.40603 0.1184250 1.151e-02
[1087,] 0.44222 0.1953988 2.878e-02
[1088,] 0.43333 0.1637030 2.061e-02
[1089,] 0.38669 0.3625256 1.133e-01
[1090,] 0.34935 0.3975320 1.508e-01
[1091,] 0.31823 0.0540390 3.059e-03
[1092,] 0.42415 0.3063341 7.375e-02
[1093,] 0.37500 0.3750000 1.250e-01
[1094,] 0.44222 0.1953988 2.878e-02
[1095,] 0.43866 0.1794502 2.447e-02
[1096,] 0.44309 0.2436978 4.468e-02
[1097,] 0.29365 0.0435031 2.148e-03
[1098,] 0.43333 0.1637030 2.061e-02
[1099,] 0.44309 0.2436978 4.468e-02
[1100,] 0.24370 0.4430868 2.685e-01
[1101,] 0.38669 0.3625256 1.133e-01
[1102,] 0.41634 0.3211750 8.259e-02
[1103,] 0.44036 0.2596967 5.105e-02
[1104,] 0.42415 0.3063341 7.375e-02
[1105,] 0.40603 0.1184250 1.151e-02
[1106,] 0.40744 0.3355376 9.211e-02
[1107,] 0.32118 0.4163380 1.799e-01
[1108,] 0.42617 0.1482327 1.719e-02
[1109,] 0.29109 0.4308138 2.125e-01
[1110,] 0.27552 0.4362391 2.302e-01
[1111,] 0.44036 0.2596967 5.105e-02
[1112,] 0.41634 0.3211750 8.259e-02
[1113,] 0.44036 0.2596967 5.105e-02
[1114,] 0.23685 0.0253768 9.063e-04
[1115,] 0.44036 0.2596967 5.105e-02
[1116,] 0.43624 0.2755195 5.800e-02
[1117,] 0.44036 0.2596967 5.105e-02
[1118,] 0.30633 0.4241549 1.958e-01
[1119,] 0.42617 0.1482327 1.719e-02
[1120,] 0.44222 0.1953988 2.878e-02
[1121,] 0.36253 0.3866940 1.375e-01
[1122,] 0.25970 0.4403553 2.489e-01
[1123,] 0.39290 0.1042387 9.218e-03
[1124,] 0.38669 0.3625256 1.133e-01
[1125,] 0.33554 0.4074385 1.649e-01
[1126,] 0.44409 0.2114733 3.357e-02
[1127,] 0.33554 0.4074385 1.649e-01
[1128,] 0.31823 0.0540390 3.059e-03
[1129,] 0.38669 0.3625256 1.133e-01
[1130,] 0.44309 0.2436978 4.468e-02
[1131,] 0.26654 0.0339238 1.439e-03
[1132,] 0.37500 0.3750000 1.250e-01
[1133,] 0.42415 0.3063341 7.375e-02
[1134,] 0.24370 0.4430868 2.685e-01
[1135,] 0.41709 0.1331149 1.416e-02
[1136,] 0.36253 0.3866940 1.375e-01
[1137,] 0.34935 0.3975320 1.508e-01
[1138,] 0.43624 0.2755195 5.800e-02
[1139,] 0.42415 0.3063341 7.375e-02
[1140,] 0.34935 0.3975320 1.508e-01
[1141,] 0.44036 0.2596967 5.105e-02
[1142,] 0.36253 0.3866940 1.375e-01
[1143,] 0.41634 0.3211750 8.259e-02
[1144,] 0.22760 0.4443582 2.892e-01
[1145,] 0.37763 0.0906314 7.251e-03
[1146,] 0.30633 0.4241549 1.958e-01
[1147,] 0.44436 0.2275981 3.886e-02
[1148,] 0.42415 0.3063341 7.375e-02
[1149,] 0.27552 0.4362391 2.302e-01
[1150,] 0.36253 0.3866940 1.375e-01
[1151,] 0.39753 0.3493463 1.023e-01
[1152,] 0.43624 0.2755195 5.800e-02
[1153,] 0.44436 0.2275981 3.886e-02
[1154,] 0.44222 0.1953988 2.878e-02
[1155,] 0.41709 0.1331149 1.416e-02
[1156,] 0.44222 0.1953988 2.878e-02
[1157,] 0.25970 0.4403553 2.489e-01
[1158,] 0.24370 0.4430868 2.685e-01
[1159,] 0.39753 0.3493463 1.023e-01
[1160,] 0.44036 0.2596967 5.105e-02
[1161,] 0.43624 0.2755195 5.800e-02
[1162,] 0.39753 0.3493463 1.023e-01
[1163,] 0.38669 0.3625256 1.133e-01
[1164,] 0.39290 0.1042387 9.218e-03
[1165,] 0.29365 0.0435031 2.148e-03
[1166,] 0.32118 0.4163380 1.799e-01
[1167,] 0.44222 0.1953988 2.878e-02
[1168,] 0.44036 0.2596967 5.105e-02
[1169,] 0.43624 0.2755195 5.800e-02
[1170,] 0.32118 0.4163380 1.799e-01
[1171,] 0.44036 0.2596967 5.105e-02
[1172,] 0.42415 0.3063341 7.375e-02
[1173,] 0.44309 0.2436978 4.468e-02
[1174,] 0.26654 0.0339238 1.439e-03
[1175,] 0.31823 0.0540390 3.059e-03
[1176,] 0.21147 0.4440939 3.109e-01
[1177,] 0.41634 0.3211750 8.259e-02
[1178,] 0.41634 0.3211750 8.259e-02
[1179,] 0.44409 0.2114733 3.357e-02
[1180,] 0.36253 0.3866940 1.375e-01
[1181,] 0.36015 0.0776787 5.585e-03
[1182,] 0.17945 0.4386560 3.574e-01
[1183,] 0.41634 0.3211750 8.259e-02
[1184,] 0.39753 0.3493463 1.023e-01
[1185,] 0.27552 0.4362391 2.302e-01
[1186,] 0.41709 0.1331149 1.416e-02
[1187,] 0.29109 0.4308138 2.125e-01
[1188,] 0.34037 0.0654560 4.196e-03
[1189,] 0.27552 0.4362391 2.302e-01
[1190,] 0.37763 0.0906314 7.251e-03
[1191,] 0.42415 0.3063341 7.375e-02
[1192,] 0.41634 0.3211750 8.259e-02
[1193,] 0.41709 0.1331149 1.416e-02
[1194,] 0.43624 0.2755195 5.800e-02
[1195,] 0.09063 0.3776308 5.245e-01
[1196,] 0.44222 0.1953988 2.878e-02
[1197,] 0.41634 0.3211750 8.259e-02
[1198,] 0.43866 0.1794502 2.447e-02
[1199,] 0.44436 0.2275981 3.886e-02
[1200,] 0.44222 0.1953988 2.878e-02
[1201,] 0.38669 0.3625256 1.133e-01
[1202,] 0.21147 0.4440939 3.109e-01
[1203,] 0.34037 0.0654560 4.196e-03
[1204,] 0.43866 0.1794502 2.447e-02
[1205,] 0.44036 0.2596967 5.105e-02
[1206,] 0.27552 0.4362391 2.302e-01
[1207,] 0.44436 0.2275981 3.886e-02
[1208,] 0.39753 0.3493463 1.023e-01
[1209,] 0.43624 0.2755195 5.800e-02
[1210,] 0.44436 0.2275981 3.886e-02
[1211,] 0.26654 0.0339238 1.439e-03
[1212,] 0.44309 0.2436978 4.468e-02
[1213,] 0.37500 0.3750000 1.250e-01
[1214,] 0.29109 0.4308138 2.125e-01
[1215,] 0.40603 0.1184250 1.151e-02
[1216,] 0.31823 0.0540390 3.059e-03
[1217,] 0.16370 0.4333314 3.824e-01
[1218,] 0.40744 0.3355376 9.211e-02
[1219,] 0.30633 0.4241549 1.958e-01
[1220,] 0.36015 0.0776787 5.585e-03
[1221,] 0.40744 0.3355376 9.211e-02
[1222,] 0.43333 0.1637030 2.061e-02
[1223,] 0.42617 0.1482327 1.719e-02
[1224,] 0.43333 0.1637030 2.061e-02
[1225,] 0.43081 0.2910904 6.556e-02
[1226,] 0.40603 0.1184250 1.151e-02
[1227,] 0.41634 0.3211750 8.259e-02
[1228,] 0.38669 0.3625256 1.133e-01
[1229,] 0.44036 0.2596967 5.105e-02
[1230,] 0.41634 0.3211750 8.259e-02
[1231,] 0.40744 0.3355376 9.211e-02
[1232,] 0.16370 0.4333314 3.824e-01
[1233,] 0.39290 0.1042387 9.218e-03
[1234,] 0.36015 0.0776787 5.585e-03
[1235,] 0.43866 0.1794502 2.447e-02
[1236,] 0.40744 0.3355376 9.211e-02
[1237,] 0.34935 0.3975320 1.508e-01
[1238,] 0.43866 0.1794502 2.447e-02
[1239,] 0.40603 0.1184250 1.151e-02
[1240,] 0.16370 0.4333314 3.824e-01
[1241,] 0.44409 0.2114733 3.357e-02
[1242,] 0.44436 0.2275981 3.886e-02
[1243,] 0.44036 0.2596967 5.105e-02
[1244,] 0.19540 0.4422183 3.336e-01
[1245,] 0.32118 0.4163380 1.799e-01
[1246,] 0.43866 0.1794502 2.447e-02
[1247,] 0.43624 0.2755195 5.800e-02
[1248,] 0.37500 0.3750000 1.250e-01
[1249,] 0.16370 0.4333314 3.824e-01
[1250,] 0.44309 0.2436978 4.468e-02
[1251,] 0.41709 0.1331149 1.416e-02
[1252,] 0.39290 0.1042387 9.218e-03
[1253,] 0.44409 0.2114733 3.357e-02
[1254,] 0.36253 0.3866940 1.375e-01
[1255,] 0.39753 0.3493463 1.023e-01
[1256,] 0.34037 0.0654560 4.196e-03
[1257,] 0.38669 0.3625256 1.133e-01
[1258,] 0.44436 0.2275981 3.886e-02
[1259,] 0.36253 0.3866940 1.375e-01
[1260,] 0.39753 0.3493463 1.023e-01
[1261,] 0.21147 0.4440939 3.109e-01
[1262,] 0.40744 0.3355376 9.211e-02
[1263,] 0.37500 0.3750000 1.250e-01
[1264,] 0.34037 0.0654560 4.196e-03
[1265,] 0.39290 0.1042387 9.218e-03
[1266,] 0.21147 0.4440939 3.109e-01
[1267,] 0.44436 0.2275981 3.886e-02
[1268,] 0.44309 0.2436978 4.468e-02
[1269,] 0.24370 0.4430868 2.685e-01
[1270,] 0.31823 0.0540390 3.059e-03
[1271,] 0.44309 0.2436978 4.468e-02
[1272,] 0.30633 0.4241549 1.958e-01
[1273,] 0.37763 0.0906314 7.251e-03
[1274,] 0.38669 0.3625256 1.133e-01
[1275,] 0.37763 0.0906314 7.251e-03
[1276,] 0.44409 0.2114733 3.357e-02
[1277,] 0.44309 0.2436978 4.468e-02
[1278,] 0.34037 0.0654560 4.196e-03
[1279,] 0.34935 0.3975320 1.508e-01
[1280,] 0.26654 0.0339238 1.439e-03
[1281,] 0.21147 0.4440939 3.109e-01
[1282,] 0.32118 0.4163380 1.799e-01
[1283,] 0.40603 0.1184250 1.151e-02
[1284,] 0.32118 0.4163380 1.799e-01
[1285,] 0.43333 0.1637030 2.061e-02
[1286,] 0.44222 0.1953988 2.878e-02
[1287,] 0.42415 0.3063341 7.375e-02
[1288,] 0.41634 0.3211750 8.259e-02
[1289,] 0.31823 0.0540390 3.059e-03
[1290,] 0.14823 0.4261690 4.084e-01
[1291,] 0.44036 0.2596967 5.105e-02
[1292,] 0.39753 0.3493463 1.023e-01
[1293,] 0.38669 0.3625256 1.133e-01
[1294,] 0.39753 0.3493463 1.023e-01
[1295,] 0.44436 0.2275981 3.886e-02
[1296,] 0.34935 0.3975320 1.508e-01
[1297,] 0.38669 0.3625256 1.133e-01
[1298,] 0.39753 0.3493463 1.023e-01
[1299,] 0.37500 0.3750000 1.250e-01
[1300,] 0.25970 0.4403553 2.489e-01
[1301,] 0.42415 0.3063341 7.375e-02
[1302,] 0.40744 0.3355376 9.211e-02
[1303,] 0.44436 0.2275981 3.886e-02
[1304,] 0.44309 0.2436978 4.468e-02
[1305,] 0.36253 0.3866940 1.375e-01
[1306,] 0.43333 0.1637030 2.061e-02
[1307,] 0.37500 0.3750000 1.250e-01
[1308,] 0.43866 0.1794502 2.447e-02
[1309,] 0.14823 0.4261690 4.084e-01
[1310,] 0.43624 0.2755195 5.800e-02
[1311,] 0.40603 0.1184250 1.151e-02
[1312,] 0.43333 0.1637030 2.061e-02
[1313,] 0.37500 0.3750000 1.250e-01
[1314,] 0.44309 0.2436978 4.468e-02
[1315,] 0.36015 0.0776787 5.585e-03
[1316,] 0.43333 0.1637030 2.061e-02
[1317,] 0.34037 0.0654560 4.196e-03
[1318,] 0.43081 0.2910904 6.556e-02
[1319,] 0.29365 0.0435031 2.148e-03
[1320,] 0.42415 0.3063341 7.375e-02
[1321,] 0.44036 0.2596967 5.105e-02
[1322,] 0.19540 0.4422183 3.336e-01
[1323,] 0.36015 0.0776787 5.585e-03
[1324,] 0.29365 0.0435031 2.148e-03
[1325,] 0.44409 0.2114733 3.357e-02
[1326,] 0.41634 0.3211750 8.259e-02
[1327,] 0.44309 0.2436978 4.468e-02
[1328,] 0.37763 0.0906314 7.251e-03
[1329,] 0.44309 0.2436978 4.468e-02
[1330,] 0.30633 0.4241549 1.958e-01
[1331,] 0.13145 0.0066841 1.133e-04
[1332,] 0.19540 0.4422183 3.336e-01
[1333,] 0.40744 0.3355376 9.211e-02
[1334,] 0.34935 0.3975320 1.508e-01
[1335,] 0.37500 0.3750000 1.250e-01
[1336,] 0.14823 0.4261690 4.084e-01
[1337,] 0.37500 0.3750000 1.250e-01
[1338,] 0.23685 0.0253768 9.063e-04
[1339,] 0.37500 0.3750000 1.250e-01
[1340,] 0.43333 0.1637030 2.061e-02
[1341,] 0.39753 0.3493463 1.023e-01
[1342,] 0.27552 0.4362391 2.302e-01
[1343,] 0.24370 0.4430868 2.685e-01
[1344,] 0.42415 0.3063341 7.375e-02
[1345,] 0.29109 0.4308138 2.125e-01
[1346,] 0.44436 0.2275981 3.886e-02
[1347,] 0.32118 0.4163380 1.799e-01
[1348,] 0.23685 0.0253768 9.063e-04
[1349,] 0.25970 0.4403553 2.489e-01
[1350,] 0.29109 0.4308138 2.125e-01
[1351,] 0.42617 0.1482327 1.719e-02
[1352,] 0.19540 0.4422183 3.336e-01
[1353,] 0.43081 0.2910904 6.556e-02
[1354,] 0.13311 0.4170932 4.356e-01
[1355,] 0.44222 0.1953988 2.878e-02
[1356,] 0.40603 0.1184250 1.151e-02
[1357,] 0.41634 0.3211750 8.259e-02
[1358,] 0.34935 0.3975320 1.508e-01
[1359,] 0.34935 0.3975320 1.508e-01
[1360,] 0.40603 0.1184250 1.151e-02
[1361,] 0.36253 0.3866940 1.375e-01
[1362,] 0.41709 0.1331149 1.416e-02
[1363,] 0.25970 0.4403553 2.489e-01
[1364,] 0.44222 0.1953988 2.878e-02
[1365,] 0.43081 0.2910904 6.556e-02
[1366,] 0.30633 0.4241549 1.958e-01
[1367,] 0.30633 0.4241549 1.958e-01
[1368,] 0.29109 0.4308138 2.125e-01
[1369,] 0.38669 0.3625256 1.133e-01
[1370,] 0.43081 0.2910904 6.556e-02
[1371,] 0.30633 0.4241549 1.958e-01
[1372,] 0.43333 0.1637030 2.061e-02
[1373,] 0.11843 0.4060287 4.640e-01
[1374,] 0.36253 0.3866940 1.375e-01
[1375,] 0.38669 0.3625256 1.133e-01
[1376,] 0.43333 0.1637030 2.061e-02
[1377,] 0.34935 0.3975320 1.508e-01
[1378,] 0.43866 0.1794502 2.447e-02
[1379,] 0.43866 0.1794502 2.447e-02
[1380,] 0.16938 0.0116814 2.685e-04
[1381,] 0.25970 0.4403553 2.489e-01
[1382,] 0.29109 0.4308138 2.125e-01
[1383,] 0.40603 0.1184250 1.151e-02
[1384,] 0.34037 0.0654560 4.196e-03
[1385,] 0.43624 0.2755195 5.800e-02
[1386,] 0.41709 0.1331149 1.416e-02
[1387,] 0.39753 0.3493463 1.023e-01
[1388,] 0.39753 0.3493463 1.023e-01
[1389,] 0.39290 0.1042387 9.218e-03
[1390,] 0.30633 0.4241549 1.958e-01
[1391,] 0.19540 0.4422183 3.336e-01
[1392,] 0.36253 0.3866940 1.375e-01
[1393,] 0.44409 0.2114733 3.357e-02
[1394,] 0.44036 0.2596967 5.105e-02
[1395,] 0.39753 0.3493463 1.023e-01
[1396,] 0.37763 0.0906314 7.251e-03
[1397,] 0.42415 0.3063341 7.375e-02
[1398,] 0.40744 0.3355376 9.211e-02
[1399,] 0.43866 0.1794502 2.447e-02
[1400,] 0.19540 0.4422183 3.336e-01
[1401,] 0.32118 0.4163380 1.799e-01
[1402,] 0.43081 0.2910904 6.556e-02
[1403,] 0.40744 0.3355376 9.211e-02
[1404,] 0.40603 0.1184250 1.151e-02
[1405,] 0.29365 0.0435031 2.148e-03
[1406,] 0.44036 0.2596967 5.105e-02
[1407,] 0.43081 0.2910904 6.556e-02
[1408,] 0.41634 0.3211750 8.259e-02
[1409,] 0.37763 0.0906314 7.251e-03
[1410,] 0.34037 0.0654560 4.196e-03
[1411,] 0.39290 0.1042387 9.218e-03
[1412,] 0.29365 0.0435031 2.148e-03
[1413,] 0.40603 0.1184250 1.151e-02
[1414,] 0.43624 0.2755195 5.800e-02
[1415,] 0.34935 0.3975320 1.508e-01
[1416,] 0.43866 0.1794502 2.447e-02
[1417,] 0.41709 0.1331149 1.416e-02
[1418,] 0.44222 0.1953988 2.878e-02
[1419,] 0.38669 0.3625256 1.133e-01
[1420,] 0.41709 0.1331149 1.416e-02
[1421,] 0.41709 0.1331149 1.416e-02
[1422,] 0.32118 0.4163380 1.799e-01
[1423,] 0.44036 0.2596967 5.105e-02
[1424,] 0.43081 0.2910904 6.556e-02
[1425,] 0.38669 0.3625256 1.133e-01
[1426,] 0.36253 0.3866940 1.375e-01
[1427,] 0.43081 0.2910904 6.556e-02
[1428,] 0.19540 0.4422183 3.336e-01
[1429,] 0.44309 0.2436978 4.468e-02
[1430,] 0.30633 0.4241549 1.958e-01
[1431,] 0.44036 0.2596967 5.105e-02
[1432,] 0.19540 0.4422183 3.336e-01
[1433,] 0.32118 0.4163380 1.799e-01
[1434,] 0.30633 0.4241549 1.958e-01
[1435,] 0.44436 0.2275981 3.886e-02
[1436,] 0.25970 0.4403553 2.489e-01
[1437,] 0.24370 0.4430868 2.685e-01
[1438,] 0.33554 0.4074385 1.649e-01
[1439,] 0.43624 0.2755195 5.800e-02
[1440,] 0.37763 0.0906314 7.251e-03
[1441,] 0.25970 0.4403553 2.489e-01
[1442,] 0.42617 0.1482327 1.719e-02
[1443,] 0.43624 0.2755195 5.800e-02
[1444,] 0.43624 0.2755195 5.800e-02
[1445,] 0.43624 0.2755195 5.800e-02
[1446,] 0.22760 0.4443582 2.892e-01
[1447,] 0.41709 0.1331149 1.416e-02
[1448,] 0.43866 0.1794502 2.447e-02
[1449,] 0.39753 0.3493463 1.023e-01
[1450,] 0.22760 0.4443582 2.892e-01
[1451,] 0.44036 0.2596967 5.105e-02
[1452,] 0.41634 0.3211750 8.259e-02
[1453,] 0.16370 0.4333314 3.824e-01
[1454,] 0.44036 0.2596967 5.105e-02
[1455,] 0.44436 0.2275981 3.886e-02
[1456,] 0.16370 0.4333314 3.824e-01
[1457,] 0.43333 0.1637030 2.061e-02
[1458,] 0.38669 0.3625256 1.133e-01
[1459,] 0.29109 0.4308138 2.125e-01
[1460,] 0.14823 0.4261690 4.084e-01
[1461,] 0.37500 0.3750000 1.250e-01
[1462,] 0.39753 0.3493463 1.023e-01
[1463,] 0.42617 0.1482327 1.719e-02
[1464,] 0.44036 0.2596967 5.105e-02
[1465,] 0.39753 0.3493463 1.023e-01
[1466,] 0.43333 0.1637030 2.061e-02
[1467,] 0.34037 0.0654560 4.196e-03
[1468,] 0.34935 0.3975320 1.508e-01
[1469,] 0.40603 0.1184250 1.151e-02
[1470,] 0.33554 0.4074385 1.649e-01
[1471,] 0.38669 0.3625256 1.133e-01
[1472,] 0.07768 0.3601465 5.566e-01
[1473,] 0.43081 0.2910904 6.556e-02
[1474,] 0.22760 0.4443582 2.892e-01
[1475,] 0.43624 0.2755195 5.800e-02
[1476,] 0.44309 0.2436978 4.468e-02
[1477,] 0.30633 0.4241549 1.958e-01
[1478,] 0.44409 0.2114733 3.357e-02
[1479,] 0.43866 0.1794502 2.447e-02
[1480,] 0.41709 0.1331149 1.416e-02
[1481,] 0.33554 0.4074385 1.649e-01
[1482,] 0.41709 0.1331149 1.416e-02
[1483,] 0.27552 0.4362391 2.302e-01
[1484,] 0.40603 0.1184250 1.151e-02
[1485,] 0.44222 0.1953988 2.878e-02
[1486,] 0.32118 0.4163380 1.799e-01
[1487,] 0.42617 0.1482327 1.719e-02
[1488,] 0.44309 0.2436978 4.468e-02
[1489,] 0.40744 0.3355376 9.211e-02
[1490,] 0.11843 0.4060287 4.640e-01
[1491,] 0.29365 0.0435031 2.148e-03
[1492,] 0.41634 0.3211750 8.259e-02
[1493,] 0.39290 0.1042387 9.218e-03
[1494,] 0.16370 0.4333314 3.824e-01
[1495,] 0.42415 0.3063341 7.375e-02
[1496,] 0.44222 0.1953988 2.878e-02
[1497,] 0.44309 0.2436978 4.468e-02
[1498,] 0.13311 0.4170932 4.356e-01
[1499,] 0.36015 0.0776787 5.585e-03
[1500,] 0.44309 0.2436978 4.468e-02
[1501,] 0.40603 0.1184250 1.151e-02
[1502,] 0.44036 0.2596967 5.105e-02
[1503,] 0.43624 0.2755195 5.800e-02
[1504,] 0.44222 0.1953988 2.878e-02
[1505,] 0.23685 0.0253768 9.063e-04
[1506,] 0.42415 0.3063341 7.375e-02
[1507,] 0.43624 0.2755195 5.800e-02
[1508,] 0.37763 0.0906314 7.251e-03
[1509,] 0.36253 0.3866940 1.375e-01
[1510,] 0.36253 0.3866940 1.375e-01
[1511,] 0.05404 0.3182295 6.247e-01
[1512,] 0.31823 0.0540390 3.059e-03
[1513,] 0.43624 0.2755195 5.800e-02
[1514,] 0.40744 0.3355376 9.211e-02
[1515,] 0.43081 0.2910904 6.556e-02
[1516,] 0.33554 0.4074385 1.649e-01
[1517,] 0.37763 0.0906314 7.251e-03
[1518,] 0.37763 0.0906314 7.251e-03
[1519,] 0.39290 0.1042387 9.218e-03
[1520,] 0.44409 0.2114733 3.357e-02
[1521,] 0.44222 0.1953988 2.878e-02
[1522,] 0.42415 0.3063341 7.375e-02
[1523,] 0.21147 0.4440939 3.109e-01
[1524,] 0.38669 0.3625256 1.133e-01
[1525,] 0.43333 0.1637030 2.061e-02
[1526,] 0.44036 0.2596967 5.105e-02
[1527,] 0.40744 0.3355376 9.211e-02
[1528,] 0.44436 0.2275981 3.886e-02
[1529,] 0.37500 0.3750000 1.250e-01
[1530,] 0.40744 0.3355376 9.211e-02
[1531,] 0.43081 0.2910904 6.556e-02
[1532,] 0.43081 0.2910904 6.556e-02
[1533,] 0.32118 0.4163380 1.799e-01
[1534,] 0.43333 0.1637030 2.061e-02
[1535,] 0.36253 0.3866940 1.375e-01
[1536,] 0.34935 0.3975320 1.508e-01
[1537,] 0.30633 0.4241549 1.958e-01
[1538,] 0.29109 0.4308138 2.125e-01
[1539,] 0.37500 0.3750000 1.250e-01
[1540,] 0.21147 0.4440939 3.109e-01
[1541,] 0.39753 0.3493463 1.023e-01
[1542,] 0.27552 0.4362391 2.302e-01
[1543,] 0.37500 0.3750000 1.250e-01
[1544,] 0.41634 0.3211750 8.259e-02
[1545,] 0.33554 0.4074385 1.649e-01
[1546,] 0.38669 0.3625256 1.133e-01
[1547,] 0.42415 0.3063341 7.375e-02
[1548,] 0.17945 0.4386560 3.574e-01
[1549,] 0.34935 0.3975320 1.508e-01
[1550,] 0.38669 0.3625256 1.133e-01
[1551,] 0.27552 0.4362391 2.302e-01
[1552,] 0.44309 0.2436978 4.468e-02
[1553,] 0.36015 0.0776787 5.585e-03
[1554,] 0.36253 0.3866940 1.375e-01
[1555,] 0.34935 0.3975320 1.508e-01
[1556,] 0.29109 0.4308138 2.125e-01
[1557,] 0.41634 0.3211750 8.259e-02
[1558,] 0.20449 0.0179375 5.245e-04
[1559,] 0.33554 0.4074385 1.649e-01
[1560,] 0.29109 0.4308138 2.125e-01
[1561,] 0.43866 0.1794502 2.447e-02
[1562,] 0.44222 0.1953988 2.878e-02
[1563,] 0.33554 0.4074385 1.649e-01
[1564,] 0.03392 0.2665444 6.981e-01
[1565,] 0.39290 0.1042387 9.218e-03
[1566,] 0.44309 0.2436978 4.468e-02
[1567,] 0.27552 0.4362391 2.302e-01
[1568,] 0.42617 0.1482327 1.719e-02
[1569,] 0.29109 0.4308138 2.125e-01
[1570,] 0.32118 0.4163380 1.799e-01
[1571,] 0.44309 0.2436978 4.468e-02
[1572,] 0.17945 0.4386560 3.574e-01
[1573,] 0.34037 0.0654560 4.196e-03
[1574,] 0.43624 0.2755195 5.800e-02
[1575,] 0.39753 0.3493463 1.023e-01
[1576,] 0.42617 0.1482327 1.719e-02
[1577,] 0.40744 0.3355376 9.211e-02
[1578,] 0.34935 0.3975320 1.508e-01
[1579,] 0.43333 0.1637030 2.061e-02
[1580,] 0.43081 0.2910904 6.556e-02
[1581,] 0.42415 0.3063341 7.375e-02
[1582,] 0.30633 0.4241549 1.958e-01
[1583,] 0.36253 0.3866940 1.375e-01
[1584,] 0.27552 0.4362391 2.302e-01
[1585,] 0.44409 0.2114733 3.357e-02
[1586,] 0.44309 0.2436978 4.468e-02
[1587,] 0.37500 0.3750000 1.250e-01
[1588,] 0.33554 0.4074385 1.649e-01
[1589,] 0.43333 0.1637030 2.061e-02
[1590,] 0.25970 0.4403553 2.489e-01
[1591,] 0.25970 0.4403553 2.489e-01
[1592,] 0.43081 0.2910904 6.556e-02
[1593,] 0.22760 0.4443582 2.892e-01
[1594,] 0.34037 0.0654560 4.196e-03
[1595,] 0.43081 0.2910904 6.556e-02
[1596,] 0.32118 0.4163380 1.799e-01
[1597,] 0.39753 0.3493463 1.023e-01
[1598,] 0.41634 0.3211750 8.259e-02
[1599,] 0.43081 0.2910904 6.556e-02
[1600,] 0.41709 0.1331149 1.416e-02
[1601,] 0.34935 0.3975320 1.508e-01
[1602,] 0.44409 0.2114733 3.357e-02
[1603,] 0.22760 0.4443582 2.892e-01
[1604,] 0.37500 0.3750000 1.250e-01
[1605,] 0.33554 0.4074385 1.649e-01
[1606,] 0.43081 0.2910904 6.556e-02
[1607,] 0.40744 0.3355376 9.211e-02
[1608,] 0.43333 0.1637030 2.061e-02
[1609,] 0.21147 0.4440939 3.109e-01
[1610,] 0.44309 0.2436978 4.468e-02
[1611,] 0.21147 0.4440939 3.109e-01
[1612,] 0.44409 0.2114733 3.357e-02
[1613,] 0.29109 0.4308138 2.125e-01
[1614,] 0.24370 0.4430868 2.685e-01
[1615,] 0.44309 0.2436978 4.468e-02
[1616,] 0.44436 0.2275981 3.886e-02
[1617,] 0.39753 0.3493463 1.023e-01
[1618,] 0.44222 0.1953988 2.878e-02
[1619,] 0.24370 0.4430868 2.685e-01
[1620,] 0.29109 0.4308138 2.125e-01
[1621,] 0.43333 0.1637030 2.061e-02
[1622,] 0.36015 0.0776787 5.585e-03
[1623,] 0.16370 0.4333314 3.824e-01
[1624,] 0.37500 0.3750000 1.250e-01
[1625,] 0.44436 0.2275981 3.886e-02
[1626,] 0.36015 0.0776787 5.585e-03
[1627,] 0.43333 0.1637030 2.061e-02
[1628,] 0.43866 0.1794502 2.447e-02
[1629,] 0.38669 0.3625256 1.133e-01
[1630,] 0.37500 0.3750000 1.250e-01
[1631,] 0.44436 0.2275981 3.886e-02
[1632,] 0.44409 0.2114733 3.357e-02
[1633,] 0.34037 0.0654560 4.196e-03
[1634,] 0.19540 0.4422183 3.336e-01
[1635,] 0.31823 0.0540390 3.059e-03
[1636,] 0.30633 0.4241549 1.958e-01
[1637,] 0.44309 0.2436978 4.468e-02
[1638,] 0.43333 0.1637030 2.061e-02
[1639,] 0.41634 0.3211750 8.259e-02
[1640,] 0.43081 0.2910904 6.556e-02
[1641,] 0.37763 0.0906314 7.251e-03
[1642,] 0.25970 0.4403553 2.489e-01
[1643,] 0.43081 0.2910904 6.556e-02
[1644,] 0.43081 0.2910904 6.556e-02
[1645,] 0.39753 0.3493463 1.023e-01
[1646,] 0.30633 0.4241549 1.958e-01
[1647,] 0.34935 0.3975320 1.508e-01
[1648,] 0.39753 0.3493463 1.023e-01
[1649,] 0.36253 0.3866940 1.375e-01
[1650,] 0.37500 0.3750000 1.250e-01
[1651,] 0.41634 0.3211750 8.259e-02
[1652,] 0.34935 0.3975320 1.508e-01
[1653,] 0.41634 0.3211750 8.259e-02
[1654,] 0.36253 0.3866940 1.375e-01
[1655,] 0.19540 0.4422183 3.336e-01
[1656,] 0.41634 0.3211750 8.259e-02
[1657,] 0.39290 0.1042387 9.218e-03
[1658,] 0.41634 0.3211750 8.259e-02
[1659,] 0.37500 0.3750000 1.250e-01
[1660,] 0.40744 0.3355376 9.211e-02
[1661,] 0.44222 0.1953988 2.878e-02
[1662,] 0.24370 0.4430868 2.685e-01
[1663,] 0.44036 0.2596967 5.105e-02
[1664,] 0.44409 0.2114733 3.357e-02
[1665,] 0.36253 0.3866940 1.375e-01
[1666,] 0.44409 0.2114733 3.357e-02
[1667,] 0.27552 0.4362391 2.302e-01
[1668,] 0.36253 0.3866940 1.375e-01
[1669,] 0.32118 0.4163380 1.799e-01
[1670,] 0.34037 0.0654560 4.196e-03
[1671,] 0.19540 0.4422183 3.336e-01
[1672,] 0.41634 0.3211750 8.259e-02
[1673,] 0.14823 0.4261690 4.084e-01
[1674,] 0.43081 0.2910904 6.556e-02
[1675,] 0.39753 0.3493463 1.023e-01
[1676,] 0.34935 0.3975320 1.508e-01
[1677,] 0.44309 0.2436978 4.468e-02
[1678,] 0.40744 0.3355376 9.211e-02
[1679,] 0.42415 0.3063341 7.375e-02
[1680,] 0.44309 0.2436978 4.468e-02
[1681,] 0.33554 0.4074385 1.649e-01
[1682,] 0.44036 0.2596967 5.105e-02
[1683,] 0.22760 0.4443582 2.892e-01
[1684,] 0.44436 0.2275981 3.886e-02
[1685,] 0.34935 0.3975320 1.508e-01
[1686,] 0.44436 0.2275981 3.886e-02
[1687,] 0.43624 0.2755195 5.800e-02
[1688,] 0.44409 0.2114733 3.357e-02
[1689,] 0.24370 0.4430868 2.685e-01
[1690,] 0.30633 0.4241549 1.958e-01
[1691,] 0.33554 0.4074385 1.649e-01
[1692,] 0.25970 0.4403553 2.489e-01
[1693,] 0.34935 0.3975320 1.508e-01
[1694,] 0.29109 0.4308138 2.125e-01
[1695,] 0.41634 0.3211750 8.259e-02
[1696,] 0.29109 0.4308138 2.125e-01
[1697,] 0.31823 0.0540390 3.059e-03
[1698,] 0.38669 0.3625256 1.133e-01
[1699,] 0.33554 0.4074385 1.649e-01
[1700,] 0.36253 0.3866940 1.375e-01
[1701,] 0.44309 0.2436978 4.468e-02
[1702,] 0.42415 0.3063341 7.375e-02
[1703,] 0.34935 0.3975320 1.508e-01
[1704,] 0.44309 0.2436978 4.468e-02
[1705,] 0.34935 0.3975320 1.508e-01
[1706,] 0.39753 0.3493463 1.023e-01
[1707,] 0.33554 0.4074385 1.649e-01
[1708,] 0.39290 0.1042387 9.218e-03
[1709,] 0.44436 0.2275981 3.886e-02
[1710,] 0.44409 0.2114733 3.357e-02
[1711,] 0.42415 0.3063341 7.375e-02
[1712,] 0.43624 0.2755195 5.800e-02
[1713,] 0.26654 0.0339238 1.439e-03
[1714,] 0.38669 0.3625256 1.133e-01
[1715,] 0.39753 0.3493463 1.023e-01
[1716,] 0.27552 0.4362391 2.302e-01
[1717,] 0.27552 0.4362391 2.302e-01
[1718,] 0.41634 0.3211750 8.259e-02
[1719,] 0.24370 0.4430868 2.685e-01
[1720,] 0.38669 0.3625256 1.133e-01
[1721,] 0.37500 0.3750000 1.250e-01
[1722,] 0.39290 0.1042387 9.218e-03
[1723,] 0.33554 0.4074385 1.649e-01
[1724,] 0.42617 0.1482327 1.719e-02
[1725,] 0.44409 0.2114733 3.357e-02
[1726,] 0.42617 0.1482327 1.719e-02
[1727,] 0.32118 0.4163380 1.799e-01
[1728,] 0.44409 0.2114733 3.357e-02
[1729,] 0.39753 0.3493463 1.023e-01
[1730,] 0.32118 0.4163380 1.799e-01
[1731,] 0.38669 0.3625256 1.133e-01
[1732,] 0.41709 0.1331149 1.416e-02
[1733,] 0.17945 0.4386560 3.574e-01
[1734,] 0.39753 0.3493463 1.023e-01
[1735,] 0.41634 0.3211750 8.259e-02
[1736,] 0.42415 0.3063341 7.375e-02
[1737,] 0.44309 0.2436978 4.468e-02
[1738,] 0.27552 0.4362391 2.302e-01
[1739,] 0.39753 0.3493463 1.023e-01
[1740,] 0.41709 0.1331149 1.416e-02
[1741,] 0.38669 0.3625256 1.133e-01
[1742,] 0.43624 0.2755195 5.800e-02
[1743,] 0.42415 0.3063341 7.375e-02
[1744,] 0.43081 0.2910904 6.556e-02
[1745,] 0.40744 0.3355376 9.211e-02
[1746,] 0.44409 0.2114733 3.357e-02
[1747,] 0.41709 0.1331149 1.416e-02
[1748,] 0.30633 0.4241549 1.958e-01
[1749,] 0.25970 0.4403553 2.489e-01
[1750,] 0.40603 0.1184250 1.151e-02
[1751,] 0.38669 0.3625256 1.133e-01
[1752,] 0.44309 0.2436978 4.468e-02
[1753,] 0.42415 0.3063341 7.375e-02
[1754,] 0.25970 0.4403553 2.489e-01
[1755,] 0.39290 0.1042387 9.218e-03
[1756,] 0.29109 0.4308138 2.125e-01
[1757,] 0.42415 0.3063341 7.375e-02
[1758,] 0.43624 0.2755195 5.800e-02
[1759,] 0.33554 0.4074385 1.649e-01
[1760,] 0.32118 0.4163380 1.799e-01
[1761,] 0.25970 0.4403553 2.489e-01
[1762,] 0.34935 0.3975320 1.508e-01
[1763,] 0.22760 0.4443582 2.892e-01
[1764,] 0.21147 0.4440939 3.109e-01
[1765,] 0.34935 0.3975320 1.508e-01
[1766,] 0.40744 0.3355376 9.211e-02
[1767,] 0.39753 0.3493463 1.023e-01
[1768,] 0.39290 0.1042387 9.218e-03
[1769,] 0.36253 0.3866940 1.375e-01
[1770,] 0.42617 0.1482327 1.719e-02
[1771,] 0.19540 0.4422183 3.336e-01
[1772,] 0.43866 0.1794502 2.447e-02
[1773,] 0.43333 0.1637030 2.061e-02
[1774,] 0.42617 0.1482327 1.719e-02
[1775,] 0.40744 0.3355376 9.211e-02
[1776,] 0.38669 0.3625256 1.133e-01
[1777,] 0.29109 0.4308138 2.125e-01
[1778,] 0.44036 0.2596967 5.105e-02
[1779,] 0.43081 0.2910904 6.556e-02
[1780,] 0.36253 0.3866940 1.375e-01
[1781,] 0.34037 0.0654560 4.196e-03
[1782,] 0.41709 0.1331149 1.416e-02
[1783,] 0.42415 0.3063341 7.375e-02
[1784,] 0.41634 0.3211750 8.259e-02
[1785,] 0.43333 0.1637030 2.061e-02
[1786,] 0.40744 0.3355376 9.211e-02
[1787,] 0.44436 0.2275981 3.886e-02
[1788,] 0.41709 0.1331149 1.416e-02
[1789,] 0.42617 0.1482327 1.719e-02
[1790,] 0.34935 0.3975320 1.508e-01
[1791,] 0.29109 0.4308138 2.125e-01
[1792,] 0.44436 0.2275981 3.886e-02
[1793,] 0.42617 0.1482327 1.719e-02
[1794,] 0.21147 0.4440939 3.109e-01
[1795,] 0.40744 0.3355376 9.211e-02
[1796,] 0.34935 0.3975320 1.508e-01
[1797,] 0.34037 0.0654560 4.196e-03
[1798,] 0.19540 0.4422183 3.336e-01
[1799,] 0.43624 0.2755195 5.800e-02
[1800,] 0.40744 0.3355376 9.211e-02
[1801,] 0.43081 0.2910904 6.556e-02
[1802,] 0.41634 0.3211750 8.259e-02
[1803,] 0.39753 0.3493463 1.023e-01
[1804,] 0.44409 0.2114733 3.357e-02
[1805,] 0.43333 0.1637030 2.061e-02
[1806,] 0.30633 0.4241549 1.958e-01
[1807,] 0.44309 0.2436978 4.468e-02
[1808,] 0.43081 0.2910904 6.556e-02
[1809,] 0.32118 0.4163380 1.799e-01
[1810,] 0.29109 0.4308138 2.125e-01
[1811,] 0.38669 0.3625256 1.133e-01
[1812,] 0.44309 0.2436978 4.468e-02
[1813,] 0.43866 0.1794502 2.447e-02
[1814,] 0.42617 0.1482327 1.719e-02
[1815,] 0.44436 0.2275981 3.886e-02
[1816,] 0.44409 0.2114733 3.357e-02
[1817,] 0.43624 0.2755195 5.800e-02
[1818,] 0.36253 0.3866940 1.375e-01
[1819,] 0.17945 0.4386560 3.574e-01
[1820,] 0.44436 0.2275981 3.886e-02
[1821,] 0.39753 0.3493463 1.023e-01
[1822,] 0.43624 0.2755195 5.800e-02
[1823,] 0.44222 0.1953988 2.878e-02
[1824,] 0.43624 0.2755195 5.800e-02
[1825,] 0.33554 0.4074385 1.649e-01
[1826,] 0.40744 0.3355376 9.211e-02
[1827,] 0.44409 0.2114733 3.357e-02
[1828,] 0.32118 0.4163380 1.799e-01
[1829,] 0.33554 0.4074385 1.649e-01
[1830,] 0.39753 0.3493463 1.023e-01
[1831,] 0.25970 0.4403553 2.489e-01
[1832,] 0.41634 0.3211750 8.259e-02
[1833,] 0.44409 0.2114733 3.357e-02
[1834,] 0.44222 0.1953988 2.878e-02
[1835,] 0.41634 0.3211750 8.259e-02
[1836,] 0.41634 0.3211750 8.259e-02
[1837,] 0.29109 0.4308138 2.125e-01
[1838,] 0.43624 0.2755195 5.800e-02
[1839,] 0.41634 0.3211750 8.259e-02
[1840,] 0.40603 0.1184250 1.151e-02
[1841,] 0.43624 0.2755195 5.800e-02
[1842,] 0.17945 0.4386560 3.574e-01
[1843,] 0.44409 0.2114733 3.357e-02
[1844,] 0.40744 0.3355376 9.211e-02
[1845,] 0.24370 0.4430868 2.685e-01
[1846,] 0.24370 0.4430868 2.685e-01
[1847,] 0.16370 0.4333314 3.824e-01
[1848,] 0.10424 0.3928997 4.936e-01
[1849,] 0.41634 0.3211750 8.259e-02
[1850,] 0.41709 0.1331149 1.416e-02
[1851,] 0.39753 0.3493463 1.023e-01
[1852,] 0.42415 0.3063341 7.375e-02
[1853,] 0.41634 0.3211750 8.259e-02
[1854,] 0.40744 0.3355376 9.211e-02
[1855,] 0.33554 0.4074385 1.649e-01
[1856,] 0.04350 0.2936457 6.607e-01
[1857,] 0.33554 0.4074385 1.649e-01
[1858,] 0.43081 0.2910904 6.556e-02
[1859,] 0.42415 0.3063341 7.375e-02
[1860,] 0.30633 0.4241549 1.958e-01
[1861,] 0.42415 0.3063341 7.375e-02
[1862,] 0.40603 0.1184250 1.151e-02
[1863,] 0.23685 0.0253768 9.063e-04
[1864,] 0.25970 0.4403553 2.489e-01
[1865,] 0.44036 0.2596967 5.105e-02
[1866,] 0.33554 0.4074385 1.649e-01
[1867,] 0.44309 0.2436978 4.468e-02
[1868,] 0.41634 0.3211750 8.259e-02
[1869,] 0.34935 0.3975320 1.508e-01
[1870,] 0.34935 0.3975320 1.508e-01
[1871,] 0.41634 0.3211750 8.259e-02
[1872,] 0.41709 0.1331149 1.416e-02
[1873,] 0.44222 0.1953988 2.878e-02
[1874,] 0.19540 0.4422183 3.336e-01
[1875,] 0.25970 0.4403553 2.489e-01
[1876,] 0.39290 0.1042387 9.218e-03
[1877,] 0.44409 0.2114733 3.357e-02
[1878,] 0.21147 0.4440939 3.109e-01
[1879,] 0.44036 0.2596967 5.105e-02
[1880,] 0.32118 0.4163380 1.799e-01
[1881,] 0.43081 0.2910904 6.556e-02
[1882,] 0.44036 0.2596967 5.105e-02
[1883,] 0.36015 0.0776787 5.585e-03
[1884,] 0.43866 0.1794502 2.447e-02
[1885,] 0.43081 0.2910904 6.556e-02
[1886,] 0.44036 0.2596967 5.105e-02
[1887,] 0.43081 0.2910904 6.556e-02
[1888,] 0.39753 0.3493463 1.023e-01
[1889,] 0.44436 0.2275981 3.886e-02
[1890,] 0.44309 0.2436978 4.468e-02
[1891,] 0.30633 0.4241549 1.958e-01
[1892,] 0.36015 0.0776787 5.585e-03
[1893,] 0.27552 0.4362391 2.302e-01
[1894,] 0.21147 0.4440939 3.109e-01
[1895,] 0.44036 0.2596967 5.105e-02
[1896,] 0.34935 0.3975320 1.508e-01
[1897,] 0.43866 0.1794502 2.447e-02
[1898,] 0.43081 0.2910904 6.556e-02
[1899,] 0.44436 0.2275981 3.886e-02
[1900,] 0.42617 0.1482327 1.719e-02
[1901,] 0.27552 0.4362391 2.302e-01
[1902,] 0.21147 0.4440939 3.109e-01
[1903,] 0.37763 0.0906314 7.251e-03
[1904,] 0.44309 0.2436978 4.468e-02
[1905,] 0.43624 0.2755195 5.800e-02
[1906,] 0.24370 0.4430868 2.685e-01
[1907,] 0.39753 0.3493463 1.023e-01
[1908,] 0.33554 0.4074385 1.649e-01
[1909,] 0.32118 0.4163380 1.799e-01
[1910,] 0.25970 0.4403553 2.489e-01
[1911,] 0.32118 0.4163380 1.799e-01
[1912,] 0.44436 0.2275981 3.886e-02
[1913,] 0.39753 0.3493463 1.023e-01
[1914,] 0.44036 0.2596967 5.105e-02
[1915,] 0.42415 0.3063341 7.375e-02
[1916,] 0.44036 0.2596967 5.105e-02
[1917,] 0.43081 0.2910904 6.556e-02
[1918,] 0.43866 0.1794502 2.447e-02
[1919,] 0.33554 0.4074385 1.649e-01
[1920,] 0.17945 0.4386560 3.574e-01
[1921,] 0.43333 0.1637030 2.061e-02
[1922,] 0.36253 0.3866940 1.375e-01
[1923,] 0.42415 0.3063341 7.375e-02
[1924,] 0.43866 0.1794502 2.447e-02
[1925,] 0.22760 0.4443582 2.892e-01
[1926,] 0.41634 0.3211750 8.259e-02
[1927,] 0.43624 0.2755195 5.800e-02
[1928,] 0.44036 0.2596967 5.105e-02
[1929,] 0.42617 0.1482327 1.719e-02
[1930,] 0.33554 0.4074385 1.649e-01
[1931,] 0.38669 0.3625256 1.133e-01
[1932,] 0.39753 0.3493463 1.023e-01
[1933,] 0.42617 0.1482327 1.719e-02
[1934,] 0.31823 0.0540390 3.059e-03
[1935,] 0.24370 0.4430868 2.685e-01
[1936,] 0.34935 0.3975320 1.508e-01
[1937,] 0.42617 0.1482327 1.719e-02
[1938,] 0.22760 0.4443582 2.892e-01
[1939,] 0.29109 0.4308138 2.125e-01
[1940,] 0.11843 0.4060287 4.640e-01
[1941,] 0.21147 0.4440939 3.109e-01
[1942,] 0.41634 0.3211750 8.259e-02
[1943,] 0.39753 0.3493463 1.023e-01
[1944,] 0.29365 0.0435031 2.148e-03
[1945,] 0.16370 0.4333314 3.824e-01
[1946,] 0.44409 0.2114733 3.357e-02
[1947,] 0.43624 0.2755195 5.800e-02
[1948,] 0.43081 0.2910904 6.556e-02
[1949,] 0.30633 0.4241549 1.958e-01
[1950,] 0.44436 0.2275981 3.886e-02
[1951,] 0.36015 0.0776787 5.585e-03
[1952,] 0.41634 0.3211750 8.259e-02
[1953,] 0.27552 0.4362391 2.302e-01
[1954,] 0.37763 0.0906314 7.251e-03
[1955,] 0.39753 0.3493463 1.023e-01
[1956,] 0.43866 0.1794502 2.447e-02
[1957,] 0.33554 0.4074385 1.649e-01
[1958,] 0.22760 0.4443582 2.892e-01
[1959,] 0.37500 0.3750000 1.250e-01
[1960,] 0.24370 0.4430868 2.685e-01
[1961,] 0.44309 0.2436978 4.468e-02
[1962,] 0.41634 0.3211750 8.259e-02
[1963,] 0.11843 0.4060287 4.640e-01
[1964,] 0.44309 0.2436978 4.468e-02
[1965,] 0.44036 0.2596967 5.105e-02
[1966,] 0.40603 0.1184250 1.151e-02
[1967,] 0.24370 0.4430868 2.685e-01
[1968,] 0.43081 0.2910904 6.556e-02
[1969,] 0.40744 0.3355376 9.211e-02
[1970,] 0.41634 0.3211750 8.259e-02
[1971,] 0.42617 0.1482327 1.719e-02
[1972,] 0.37500 0.3750000 1.250e-01
[1973,] 0.29109 0.4308138 2.125e-01
[1974,] 0.41634 0.3211750 8.259e-02
[1975,] 0.39753 0.3493463 1.023e-01
[1976,] 0.39753 0.3493463 1.023e-01
[1977,] 0.24370 0.4430868 2.685e-01
[1978,] 0.42415 0.3063341 7.375e-02
[1979,] 0.42415 0.3063341 7.375e-02
[1980,] 0.30633 0.4241549 1.958e-01
[1981,] 0.43624 0.2755195 5.800e-02
[1982,] 0.40744 0.3355376 9.211e-02
[1983,] 0.44309 0.2436978 4.468e-02
[1984,] 0.39753 0.3493463 1.023e-01
[1985,] 0.43333 0.1637030 2.061e-02
[1986,] 0.43333 0.1637030 2.061e-02
[1987,] 0.41634 0.3211750 8.259e-02
[1988,] 0.42415 0.3063341 7.375e-02
[1989,] 0.40744 0.3355376 9.211e-02
[1990,] 0.27552 0.4362391 2.302e-01
[1991,] 0.44309 0.2436978 4.468e-02
[1992,] 0.37500 0.3750000 1.250e-01
[1993,] 0.38669 0.3625256 1.133e-01
[1994,] 0.27552 0.4362391 2.302e-01
[1995,] 0.44309 0.2436978 4.468e-02
[1996,] 0.42617 0.1482327 1.719e-02
[1997,] 0.32118 0.4163380 1.799e-01
[1998,] 0.44309 0.2436978 4.468e-02
[1999,] 0.39753 0.3493463 1.023e-01
[2000,] 0.37500 0.3750000 1.250e-01
[2001,] 0.30633 0.4241549 1.958e-01
[2002,] 0.17945 0.4386560 3.574e-01
[2003,] 0.16370 0.4333314 3.824e-01
[2004,] 0.41634 0.3211750 8.259e-02
[2005,] 0.38669 0.3625256 1.133e-01
[2006,] 0.44409 0.2114733 3.357e-02
[2007,] 0.39290 0.1042387 9.218e-03
[2008,] 0.43333 0.1637030 2.061e-02
[2009,] 0.27552 0.4362391 2.302e-01
[2010,] 0.41634 0.3211750 8.259e-02
[2011,] 0.34037 0.0654560 4.196e-03
[2012,] 0.22760 0.4443582 2.892e-01
[2013,] 0.38669 0.3625256 1.133e-01
[2014,] 0.42415 0.3063341 7.375e-02
[2015,] 0.40744 0.3355376 9.211e-02
[2016,] 0.19540 0.4422183 3.336e-01
[2017,] 0.43081 0.2910904 6.556e-02
[2018,] 0.34935 0.3975320 1.508e-01
[2019,] 0.43866 0.1794502 2.447e-02
[2020,] 0.43866 0.1794502 2.447e-02
[2021,] 0.43081 0.2910904 6.556e-02
[2022,] 0.44036 0.2596967 5.105e-02
[2023,] 0.37500 0.3750000 1.250e-01
[2024,] 0.44409 0.2114733 3.357e-02
[2025,] 0.29109 0.4308138 2.125e-01
[2026,] 0.37500 0.3750000 1.250e-01
[2027,] 0.38669 0.3625256 1.133e-01
[2028,] 0.40744 0.3355376 9.211e-02
[2029,] 0.32118 0.4163380 1.799e-01
[2030,] 0.37500 0.3750000 1.250e-01
[2031,] 0.43333 0.1637030 2.061e-02
[2032,] 0.42415 0.3063341 7.375e-02
[2033,] 0.44436 0.2275981 3.886e-02
[2034,] 0.44309 0.2436978 4.468e-02
[2035,] 0.42617 0.1482327 1.719e-02
[2036,] 0.44036 0.2596967 5.105e-02
[2037,] 0.43624 0.2755195 5.800e-02
[2038,] 0.41634 0.3211750 8.259e-02
[2039,] 0.37500 0.3750000 1.250e-01
[2040,] 0.39753 0.3493463 1.023e-01
[2041,] 0.44436 0.2275981 3.886e-02
[2042,] 0.43081 0.2910904 6.556e-02
[2043,] 0.17945 0.4386560 3.574e-01
[2044,] 0.44409 0.2114733 3.357e-02
[2045,] 0.40744 0.3355376 9.211e-02
[2046,] 0.44409 0.2114733 3.357e-02
[2047,] 0.40603 0.1184250 1.151e-02
[2048,] 0.27552 0.4362391 2.302e-01
[2049,] 0.24370 0.4430868 2.685e-01
[2050,] 0.42415 0.3063341 7.375e-02
[2051,] 0.10424 0.3928997 4.936e-01
[2052,] 0.29109 0.4308138 2.125e-01
[2053,] 0.44436 0.2275981 3.886e-02
[2054,] 0.30633 0.4241549 1.958e-01
[2055,] 0.29109 0.4308138 2.125e-01
[2056,] 0.37500 0.3750000 1.250e-01
[2057,] 0.36253 0.3866940 1.375e-01
[2058,] 0.43081 0.2910904 6.556e-02
[2059,] 0.42617 0.1482327 1.719e-02
[2060,] 0.43866 0.1794502 2.447e-02
[2061,] 0.21147 0.4440939 3.109e-01
[2062,] 0.37763 0.0906314 7.251e-03
[2063,] 0.43866 0.1794502 2.447e-02
[2064,] 0.44309 0.2436978 4.468e-02
[2065,] 0.44222 0.1953988 2.878e-02
[2066,] 0.29109 0.4308138 2.125e-01
[2067,] 0.41634 0.3211750 8.259e-02
[2068,] 0.36253 0.3866940 1.375e-01
[2069,] 0.30633 0.4241549 1.958e-01
[2070,] 0.44222 0.1953988 2.878e-02
[2071,] 0.11843 0.4060287 4.640e-01
[2072,] 0.43081 0.2910904 6.556e-02
[2073,] 0.41634 0.3211750 8.259e-02
[2074,] 0.44309 0.2436978 4.468e-02
[2075,] 0.34935 0.3975320 1.508e-01
[2076,] 0.36253 0.3866940 1.375e-01
[2077,] 0.34037 0.0654560 4.196e-03
[2078,] 0.44309 0.2436978 4.468e-02
[2079,] 0.43624 0.2755195 5.800e-02
[2080,] 0.39753 0.3493463 1.023e-01
[2081,] 0.37763 0.0906314 7.251e-03
[2082,] 0.44309 0.2436978 4.468e-02
[2083,] 0.40744 0.3355376 9.211e-02
[2084,] 0.37500 0.3750000 1.250e-01
[2085,] 0.43624 0.2755195 5.800e-02
[2086,] 0.42617 0.1482327 1.719e-02
[2087,] 0.44309 0.2436978 4.468e-02
[2088,] 0.33554 0.4074385 1.649e-01
[2089,] 0.43333 0.1637030 2.061e-02
[2090,] 0.44222 0.1953988 2.878e-02
[2091,] 0.44436 0.2275981 3.886e-02
[2092,] 0.34935 0.3975320 1.508e-01
[2093,] 0.42617 0.1482327 1.719e-02
[2094,] 0.44436 0.2275981 3.886e-02
[2095,] 0.32118 0.4163380 1.799e-01
[2096,] 0.22760 0.4443582 2.892e-01
[2097,] 0.36015 0.0776787 5.585e-03
[2098,] 0.19540 0.4422183 3.336e-01
[2099,] 0.41709 0.1331149 1.416e-02
[2100,] 0.40603 0.1184250 1.151e-02
[2101,] 0.39290 0.1042387 9.218e-03
[2102,] 0.42415 0.3063341 7.375e-02
attr(,"degree")
[1] 3
attr(,"knots")
numeric(0)
attr(,"Boundary.knots")
[1] 18 80
attr(,"intercept")
[1] FALSE
attr(,"class")
[1] "bs" "basis" "matrix"Notes and further reading
- Level 1 feature creation (raw data to covariates)
- Science is key. Google “feature extraction for [data type]”
- Err on overcreation of features
- In some applications (images, voices) automated feature creation is possible/necessary
- Level 2 feature creation (covariates to new covariates)
- The function preProcess in caret will handle some preprocessing.
- Create new covariates if you think they will improve fit
- Use exploratory analysis on the training set for creating them
- Be careful about overfitting!
- preprocessing with caret
- If you want to fit spline models, use the gam method in the caret package which allows smoothing of multiple variables.
- More on feature creation/data tidying in the Obtaining Data course from the Data Science course track.