Day 13

day13/BostonHousing.csv

@@ -0,0 +1,507 @@
+"crim","zn","indus","chas","nox","rm","age","dis","rad","tax","ptratio","b","lstat","medv"
+0.00632,18,2.31,"0",0.538,6.575,65.2,4.09,1,296,15.3,396.9,4.98,24
+0.02731,0,7.07,"0",0.469,6.421,78.9,4.9671,2,242,17.8,396.9,9.14,21.6
+0.02729,0,7.07,"0",0.469,7.185,61.1,4.9671,2,242,17.8,392.83,4.03,34.7
+0.03237,0,2.18,"0",0.458,6.998,45.8,6.0622,3,222,18.7,394.63,2.94,33.4
+0.06905,0,2.18,"0",0.458,7.147,54.2,6.0622,3,222,18.7,396.9,5.33,36.2
+0.02985,0,2.18,"0",0.458,6.43,58.7,6.0622,3,222,18.7,394.12,5.21,28.7
+0.08829,12.5,7.87,"0",0.524,6.012,66.6,5.5605,5,311,15.2,395.6,12.43,22.9
+0.14455,12.5,7.87,"0",0.524,6.172,96.1,5.9505,5,311,15.2,396.9,19.15,27.1
+0.21124,12.5,7.87,"0",0.524,5.631,100,6.0821,5,311,15.2,386.63,29.93,16.5
+0.17004,12.5,7.87,"0",0.524,6.004,85.9,6.5921,5,311,15.2,386.71,17.1,18.9
+0.22489,12.5,7.87,"0",0.524,6.377,94.3,6.3467,5,311,15.2,392.52,20.45,15
+0.11747,12.5,7.87,"0",0.524,6.009,82.9,6.2267,5,311,15.2,396.9,13.27,18.9
+0.09378,12.5,7.87,"0",0.524,5.889,39,5.4509,5,311,15.2,390.5,15.71,21.7
+0.62976,0,8.14,"0",0.538,5.949,61.8,4.7075,4,307,21,396.9,8.26,20.4
+0.63796,0,8.14,"0",0.538,6.096,84.5,4.4619,4,307,21,380.02,10.26,18.2
+0.62739,0,8.14,"0",0.538,5.834,56.5,4.4986,4,307,21,395.62,8.47,19.9
+1.05393,0,8.14,"0",0.538,5.935,29.3,4.4986,4,307,21,386.85,6.58,23.1
+0.7842,0,8.14,"0",0.538,5.99,81.7,4.2579,4,307,21,386.75,14.67,17.5
+0.80271,0,8.14,"0",0.538,5.456,36.6,3.7965,4,307,21,288.99,11.69,20.2
+0.7258,0,8.14,"0",0.538,5.727,69.5,3.7965,4,307,21,390.95,11.28,18.2
+1.25179,0,8.14,"0",0.538,5.57,98.1,3.7979,4,307,21,376.57,21.02,13.6
+0.85204,0,8.14,"0",0.538,5.965,89.2,4.0123,4,307,21,392.53,13.83,19.6
+1.23247,0,8.14,"0",0.538,6.142,91.7,3.9769,4,307,21,396.9,18.72,15.2
+0.98843,0,8.14,"0",0.538,5.813,100,4.0952,4,307,21,394.54,19.88,14.5
+0.75026,0,8.14,"0",0.538,5.924,94.1,4.3996,4,307,21,394.33,16.3,15.6
+0.84054,0,8.14,"0",0.538,5.599,85.7,4.4546,4,307,21,303.42,16.51,13.9
+0.67191,0,8.14,"0",0.538,5.813,90.3,4.682,4,307,21,376.88,14.81,16.6
+0.95577,0,8.14,"0",0.538,6.047,88.8,4.4534,4,307,21,306.38,17.28,14.8
+0.77299,0,8.14,"0",0.538,6.495,94.4,4.4547,4,307,21,387.94,12.8,18.4
+1.00245,0,8.14,"0",0.538,6.674,87.3,4.239,4,307,21,380.23,11.98,21
+1.13081,0,8.14,"0",0.538,5.713,94.1,4.233,4,307,21,360.17,22.6,12.7
+1.35472,0,8.14,"0",0.538,6.072,100,4.175,4,307,21,376.73,13.04,14.5
+1.38799,0,8.14,"0",0.538,5.95,82,3.99,4,307,21,232.6,27.71,13.2
+1.15172,0,8.14,"0",0.538,5.701,95,3.7872,4,307,21,358.77,18.35,13.1
+1.61282,0,8.14,"0",0.538,6.096,96.9,3.7598,4,307,21,248.31,20.34,13.5
+0.06417,0,5.96,"0",0.499,5.933,68.2,3.3603,5,279,19.2,396.9,9.68,18.9
+0.09744,0,5.96,"0",0.499,5.841,61.4,3.3779,5,279,19.2,377.56,11.41,20
+0.08014,0,5.96,"0",0.499,5.85,41.5,3.9342,5,279,19.2,396.9,8.77,21
+0.17505,0,5.96,"0",0.499,5.966,30.2,3.8473,5,279,19.2,393.43,10.13,24.7
+0.02763,75,2.95,"0",0.428,6.595,21.8,5.4011,3,252,18.3,395.63,4.32,30.8
+0.03359,75,2.95,"0",0.428,7.024,15.8,5.4011,3,252,18.3,395.62,1.98,34.9
+0.12744,0,6.91,"0",0.448,6.77,2.9,5.7209,3,233,17.9,385.41,4.84,26.6
+0.1415,0,6.91,"0",0.448,6.169,6.6,5.7209,3,233,17.9,383.37,5.81,25.3
+0.15936,0,6.91,"0",0.448,6.211,6.5,5.7209,3,233,17.9,394.46,7.44,24.7
+0.12269,0,6.91,"0",0.448,6.069,40,5.7209,3,233,17.9,389.39,9.55,21.2
+0.17142,0,6.91,"0",0.448,5.682,33.8,5.1004,3,233,17.9,396.9,10.21,19.3
+0.18836,0,6.91,"0",0.448,5.786,33.3,5.1004,3,233,17.9,396.9,14.15,20
+0.22927,0,6.91,"0",0.448,6.03,85.5,5.6894,3,233,17.9,392.74,18.8,16.6
+0.25387,0,6.91,"0",0.448,5.399,95.3,5.87,3,233,17.9,396.9,30.81,14.4
+0.21977,0,6.91,"0",0.448,5.602,62,6.0877,3,233,17.9,396.9,16.2,19.4
+0.08873,21,5.64,"0",0.439,5.963,45.7,6.8147,4,243,16.8,395.56,13.45,19.7
+0.04337,21,5.64,"0",0.439,6.115,63,6.8147,4,243,16.8,393.97,9.43,20.5
+0.0536,21,5.64,"0",0.439,6.511,21.1,6.8147,4,243,16.8,396.9,5.28,25
+0.04981,21,5.64,"0",0.439,5.998,21.4,6.8147,4,243,16.8,396.9,8.43,23.4
+0.0136,75,4,"0",0.41,5.888,47.6,7.3197,3,469,21.1,396.9,14.8,18.9
+0.01311,90,1.22,"0",0.403,7.249,21.9,8.6966,5,226,17.9,395.93,4.81,35.4
+0.02055,85,0.74,"0",0.41,6.383,35.7,9.1876,2,313,17.3,396.9,5.77,24.7
+0.01432,100,1.32,"0",0.411,6.816,40.5,8.3248,5,256,15.1,392.9,3.95,31.6
+0.15445,25,5.13,"0",0.453,6.145,29.2,7.8148,8,284,19.7,390.68,6.86,23.3
+0.10328,25,5.13,"0",0.453,5.927,47.2,6.932,8,284,19.7,396.9,9.22,19.6
+0.14932,25,5.13,"0",0.453,5.741,66.2,7.2254,8,284,19.7,395.11,13.15,18.7
+0.17171,25,5.13,"0",0.453,5.966,93.4,6.8185,8,284,19.7,378.08,14.44,16
+0.11027,25,5.13,"0",0.453,6.456,67.8,7.2255,8,284,19.7,396.9,6.73,22.2
+0.1265,25,5.13,"0",0.453,6.762,43.4,7.9809,8,284,19.7,395.58,9.5,25
+0.01951,17.5,1.38,"0",0.4161,7.104,59.5,9.2229,3,216,18.6,393.24,8.05,33
+0.03584,80,3.37,"0",0.398,6.29,17.8,6.6115,4,337,16.1,396.9,4.67,23.5
+0.04379,80,3.37,"0",0.398,5.787,31.1,6.6115,4,337,16.1,396.9,10.24,19.4
+0.05789,12.5,6.07,"0",0.409,5.878,21.4,6.498,4,345,18.9,396.21,8.1,22
+0.13554,12.5,6.07,"0",0.409,5.594,36.8,6.498,4,345,18.9,396.9,13.09,17.4
+0.12816,12.5,6.07,"0",0.409,5.885,33,6.498,4,345,18.9,396.9,8.79,20.9
+0.08826,0,10.81,"0",0.413,6.417,6.6,5.2873,4,305,19.2,383.73,6.72,24.2
+0.15876,0,10.81,"0",0.413,5.961,17.5,5.2873,4,305,19.2,376.94,9.88,21.7
+0.09164,0,10.81,"0",0.413,6.065,7.8,5.2873,4,305,19.2,390.91,5.52,22.8
+0.19539,0,10.81,"0",0.413,6.245,6.2,5.2873,4,305,19.2,377.17,7.54,23.4
+0.07896,0,12.83,"0",0.437,6.273,6,4.2515,5,398,18.7,394.92,6.78,24.1
+0.09512,0,12.83,"0",0.437,6.286,45,4.5026,5,398,18.7,383.23,8.94,21.4
+0.10153,0,12.83,"0",0.437,6.279,74.5,4.0522,5,398,18.7,373.66,11.97,20
+0.08707,0,12.83,"0",0.437,6.14,45.8,4.0905,5,398,18.7,386.96,10.27,20.8
+0.05646,0,12.83,"0",0.437,6.232,53.7,5.0141,5,398,18.7,386.4,12.34,21.2
+0.08387,0,12.83,"0",0.437,5.874,36.6,4.5026,5,398,18.7,396.06,9.1,20.3
+0.04113,25,4.86,"0",0.426,6.727,33.5,5.4007,4,281,19,396.9,5.29,28
+0.04462,25,4.86,"0",0.426,6.619,70.4,5.4007,4,281,19,395.63,7.22,23.9
+0.03659,25,4.86,"0",0.426,6.302,32.2,5.4007,4,281,19,396.9,6.72,24.8
+0.03551,25,4.86,"0",0.426,6.167,46.7,5.4007,4,281,19,390.64,7.51,22.9
+0.05059,0,4.49,"0",0.449,6.389,48,4.7794,3,247,18.5,396.9,9.62,23.9
+0.05735,0,4.49,"0",0.449,6.63,56.1,4.4377,3,247,18.5,392.3,6.53,26.6
+0.05188,0,4.49,"0",0.449,6.015,45.1,4.4272,3,247,18.5,395.99,12.86,22.5
+0.07151,0,4.49,"0",0.449,6.121,56.8,3.7476,3,247,18.5,395.15,8.44,22.2
+0.0566,0,3.41,"0",0.489,7.007,86.3,3.4217,2,270,17.8,396.9,5.5,23.6
+0.05302,0,3.41,"0",0.489,7.079,63.1,3.4145,2,270,17.8,396.06,5.7,28.7
+0.04684,0,3.41,"0",0.489,6.417,66.1,3.0923,2,270,17.8,392.18,8.81,22.6
+0.03932,0,3.41,"0",0.489,6.405,73.9,3.0921,2,270,17.8,393.55,8.2,22
+0.04203,28,15.04,"0",0.464,6.442,53.6,3.6659,4,270,18.2,395.01,8.16,22.9
+0.02875,28,15.04,"0",0.464,6.211,28.9,3.6659,4,270,18.2,396.33,6.21,25
+0.04294,28,15.04,"0",0.464,6.249,77.3,3.615,4,270,18.2,396.9,10.59,20.6
+0.12204,0,2.89,"0",0.445,6.625,57.8,3.4952,2,276,18,357.98,6.65,28.4
+0.11504,0,2.89,"0",0.445,6.163,69.6,3.4952,2,276,18,391.83,11.34,21.4
+0.12083,0,2.89,"0",0.445,8.069,76,3.4952,2,276,18,396.9,4.21,38.7
+0.08187,0,2.89,"0",0.445,7.82,36.9,3.4952,2,276,18,393.53,3.57,43.8
+0.0686,0,2.89,"0",0.445,7.416,62.5,3.4952,2,276,18,396.9,6.19,33.2
+0.14866,0,8.56,"0",0.52,6.727,79.9,2.7778,5,384,20.9,394.76,9.42,27.5
+0.11432,0,8.56,"0",0.52,6.781,71.3,2.8561,5,384,20.9,395.58,7.67,26.5
+0.22876,0,8.56,"0",0.52,6.405,85.4,2.7147,5,384,20.9,70.8,10.63,18.6
+0.21161,0,8.56,"0",0.52,6.137,87.4,2.7147,5,384,20.9,394.47,13.44,19.3
+0.1396,0,8.56,"0",0.52,6.167,90,2.421,5,384,20.9,392.69,12.33,20.1
+0.13262,0,8.56,"0",0.52,5.851,96.7,2.1069,5,384,20.9,394.05,16.47,19.5
+0.1712,0,8.56,"0",0.52,5.836,91.9,2.211,5,384,20.9,395.67,18.66,19.5
+0.13117,0,8.56,"0",0.52,6.127,85.2,2.1224,5,384,20.9,387.69,14.09,20.4
+0.12802,0,8.56,"0",0.52,6.474,97.1,2.4329,5,384,20.9,395.24,12.27,19.8
+0.26363,0,8.56,"0",0.52,6.229,91.2,2.5451,5,384,20.9,391.23,15.55,19.4
+0.10793,0,8.56,"0",0.52,6.195,54.4,2.7778,5,384,20.9,393.49,13,21.7
+0.10084,0,10.01,"0",0.547,6.715,81.6,2.6775,6,432,17.8,395.59,10.16,22.8
+0.12329,0,10.01,"0",0.547,5.913,92.9,2.3534,6,432,17.8,394.95,16.21,18.8
+0.22212,0,10.01,"0",0.547,6.092,95.4,2.548,6,432,17.8,396.9,17.09,18.7
+0.14231,0,10.01,"0",0.547,6.254,84.2,2.2565,6,432,17.8,388.74,10.45,18.5
+0.17134,0,10.01,"0",0.547,5.928,88.2,2.4631,6,432,17.8,344.91,15.76,18.3
+0.13158,0,10.01,"0",0.547,6.176,72.5,2.7301,6,432,17.8,393.3,12.04,21.2
+0.15098,0,10.01,"0",0.547,6.021,82.6,2.7474,6,432,17.8,394.51,10.3,19.2
+0.13058,0,10.01,"0",0.547,5.872,73.1,2.4775,6,432,17.8,338.63,15.37,20.4
+0.14476,0,10.01,"0",0.547,5.731,65.2,2.7592,6,432,17.8,391.5,13.61,19.3
+0.06899,0,25.65,"0",0.581,5.87,69.7,2.2577,2,188,19.1,389.15,14.37,22
+0.07165,0,25.65,"0",0.581,6.004,84.1,2.1974,2,188,19.1,377.67,14.27,20.3
+0.09299,0,25.65,"0",0.581,5.961,92.9,2.0869,2,188,19.1,378.09,17.93,20.5
+0.15038,0,25.65,"0",0.581,5.856,97,1.9444,2,188,19.1,370.31,25.41,17.3
+0.09849,0,25.65,"0",0.581,5.879,95.8,2.0063,2,188,19.1,379.38,17.58,18.8
+0.16902,0,25.65,"0",0.581,5.986,88.4,1.9929,2,188,19.1,385.02,14.81,21.4
+0.38735,0,25.65,"0",0.581,5.613,95.6,1.7572,2,188,19.1,359.29,27.26,15.7
+0.25915,0,21.89,"0",0.624,5.693,96,1.7883,4,437,21.2,392.11,17.19,16.2
+0.32543,0,21.89,"0",0.624,6.431,98.8,1.8125,4,437,21.2,396.9,15.39,18
+0.88125,0,21.89,"0",0.624,5.637,94.7,1.9799,4,437,21.2,396.9,18.34,14.3
+0.34006,0,21.89,"0",0.624,6.458,98.9,2.1185,4,437,21.2,395.04,12.6,19.2
+1.19294,0,21.89,"0",0.624,6.326,97.7,2.271,4,437,21.2,396.9,12.26,19.6
+0.59005,0,21.89,"0",0.624,6.372,97.9,2.3274,4,437,21.2,385.76,11.12,23
+0.32982,0,21.89,"0",0.624,5.822,95.4,2.4699,4,437,21.2,388.69,15.03,18.4
+0.97617,0,21.89,"0",0.624,5.757,98.4,2.346,4,437,21.2,262.76,17.31,15.6
+0.55778,0,21.89,"0",0.624,6.335,98.2,2.1107,4,437,21.2,394.67,16.96,18.1
+0.32264,0,21.89,"0",0.624,5.942,93.5,1.9669,4,437,21.2,378.25,16.9,17.4
+0.35233,0,21.89,"0",0.624,6.454,98.4,1.8498,4,437,21.2,394.08,14.59,17.1
+0.2498,0,21.89,"0",0.624,5.857,98.2,1.6686,4,437,21.2,392.04,21.32,13.3
+0.54452,0,21.89,"0",0.624,6.151,97.9,1.6687,4,437,21.2,396.9,18.46,17.8
+0.2909,0,21.89,"0",0.624,6.174,93.6,1.6119,4,437,21.2,388.08,24.16,14
+1.62864,0,21.89,"0",0.624,5.019,100,1.4394,4,437,21.2,396.9,34.41,14.4
+3.32105,0,19.58,"1",0.871,5.403,100,1.3216,5,403,14.7,396.9,26.82,13.4
+4.0974,0,19.58,"0",0.871,5.468,100,1.4118,5,403,14.7,396.9,26.42,15.6
+2.77974,0,19.58,"0",0.871,4.903,97.8,1.3459,5,403,14.7,396.9,29.29,11.8
+2.37934,0,19.58,"0",0.871,6.13,100,1.4191,5,403,14.7,172.91,27.8,13.8
+2.15505,0,19.58,"0",0.871,5.628,100,1.5166,5,403,14.7,169.27,16.65,15.6
+2.36862,0,19.58,"0",0.871,4.926,95.7,1.4608,5,403,14.7,391.71,29.53,14.6
+2.33099,0,19.58,"0",0.871,5.186,93.8,1.5296,5,403,14.7,356.99,28.32,17.8
+2.73397,0,19.58,"0",0.871,5.597,94.9,1.5257,5,403,14.7,351.85,21.45,15.4
+1.6566,0,19.58,"0",0.871,6.122,97.3,1.618,5,403,14.7,372.8,14.1,21.5
+1.49632,0,19.58,"0",0.871,5.404,100,1.5916,5,403,14.7,341.6,13.28,19.6
+1.12658,0,19.58,"1",0.871,5.012,88,1.6102,5,403,14.7,343.28,12.12,15.3
+2.14918,0,19.58,"0",0.871,5.709,98.5,1.6232,5,403,14.7,261.95,15.79,19.4
+1.41385,0,19.58,"1",0.871,6.129,96,1.7494,5,403,14.7,321.02,15.12,17
+3.53501,0,19.58,"1",0.871,6.152,82.6,1.7455,5,403,14.7,88.01,15.02,15.6
+2.44668,0,19.58,"0",0.871,5.272,94,1.7364,5,403,14.7,88.63,16.14,13.1
+1.22358,0,19.58,"0",0.605,6.943,97.4,1.8773,5,403,14.7,363.43,4.59,41.3
+1.34284,0,19.58,"0",0.605,6.066,100,1.7573,5,403,14.7,353.89,6.43,24.3
+1.42502,0,19.58,"0",0.871,6.51,100,1.7659,5,403,14.7,364.31,7.39,23.3
+1.27346,0,19.58,"1",0.605,6.25,92.6,1.7984,5,403,14.7,338.92,5.5,27
+1.46336,0,19.58,"0",0.605,7.489,90.8,1.9709,5,403,14.7,374.43,1.73,50
+1.83377,0,19.58,"1",0.605,7.802,98.2,2.0407,5,403,14.7,389.61,1.92,50
+1.51902,0,19.58,"1",0.605,8.375,93.9,2.162,5,403,14.7,388.45,3.32,50
+2.24236,0,19.58,"0",0.605,5.854,91.8,2.422,5,403,14.7,395.11,11.64,22.7
+2.924,0,19.58,"0",0.605,6.101,93,2.2834,5,403,14.7,240.16,9.81,25
+2.01019,0,19.58,"0",0.605,7.929,96.2,2.0459,5,403,14.7,369.3,3.7,50
+1.80028,0,19.58,"0",0.605,5.877,79.2,2.4259,5,403,14.7,227.61,12.14,23.8
+2.3004,0,19.58,"0",0.605,6.319,96.1,2.1,5,403,14.7,297.09,11.1,23.8
+2.44953,0,19.58,"0",0.605,6.402,95.2,2.2625,5,403,14.7,330.04,11.32,22.3
+1.20742,0,19.58,"0",0.605,5.875,94.6,2.4259,5,403,14.7,292.29,14.43,17.4
+2.3139,0,19.58,"0",0.605,5.88,97.3,2.3887,5,403,14.7,348.13,12.03,19.1
+0.13914,0,4.05,"0",0.51,5.572,88.5,2.5961,5,296,16.6,396.9,14.69,23.1
+0.09178,0,4.05,"0",0.51,6.416,84.1,2.6463,5,296,16.6,395.5,9.04,23.6
+0.08447,0,4.05,"0",0.51,5.859,68.7,2.7019,5,296,16.6,393.23,9.64,22.6
+0.06664,0,4.05,"0",0.51,6.546,33.1,3.1323,5,296,16.6,390.96,5.33,29.4
+0.07022,0,4.05,"0",0.51,6.02,47.2,3.5549,5,296,16.6,393.23,10.11,23.2
+0.05425,0,4.05,"0",0.51,6.315,73.4,3.3175,5,296,16.6,395.6,6.29,24.6
+0.06642,0,4.05,"0",0.51,6.86,74.4,2.9153,5,296,16.6,391.27,6.92,29.9
+0.0578,0,2.46,"0",0.488,6.98,58.4,2.829,3,193,17.8,396.9,5.04,37.2
+0.06588,0,2.46,"0",0.488,7.765,83.3,2.741,3,193,17.8,395.56,7.56,39.8
+0.06888,0,2.46,"0",0.488,6.144,62.2,2.5979,3,193,17.8,396.9,9.45,36.2
+0.09103,0,2.46,"0",0.488,7.155,92.2,2.7006,3,193,17.8,394.12,4.82,37.9
+0.10008,0,2.46,"0",0.488,6.563,95.6,2.847,3,193,17.8,396.9,5.68,32.5
+0.08308,0,2.46,"0",0.488,5.604,89.8,2.9879,3,193,17.8,391,13.98,26.4
+0.06047,0,2.46,"0",0.488,6.153,68.8,3.2797,3,193,17.8,387.11,13.15,29.6
+0.05602,0,2.46,"0",0.488,7.831,53.6,3.1992,3,193,17.8,392.63,4.45,50
+0.07875,45,3.44,"0",0.437,6.782,41.1,3.7886,5,398,15.2,393.87,6.68,32
+0.12579,45,3.44,"0",0.437,6.556,29.1,4.5667,5,398,15.2,382.84,4.56,29.8
+0.0837,45,3.44,"0",0.437,7.185,38.9,4.5667,5,398,15.2,396.9,5.39,34.9
+0.09068,45,3.44,"0",0.437,6.951,21.5,6.4798,5,398,15.2,377.68,5.1,37
+0.06911,45,3.44,"0",0.437,6.739,30.8,6.4798,5,398,15.2,389.71,4.69,30.5
+0.08664,45,3.44,"0",0.437,7.178,26.3,6.4798,5,398,15.2,390.49,2.87,36.4
+0.02187,60,2.93,"0",0.401,6.8,9.9,6.2196,1,265,15.6,393.37,5.03,31.1
+0.01439,60,2.93,"0",0.401,6.604,18.8,6.2196,1,265,15.6,376.7,4.38,29.1
+0.01381,80,0.46,"0",0.422,7.875,32,5.6484,4,255,14.4,394.23,2.97,50
+0.04011,80,1.52,"0",0.404,7.287,34.1,7.309,2,329,12.6,396.9,4.08,33.3
+0.04666,80,1.52,"0",0.404,7.107,36.6,7.309,2,329,12.6,354.31,8.61,30.3
+0.03768,80,1.52,"0",0.404,7.274,38.3,7.309,2,329,12.6,392.2,6.62,34.6
+0.0315,95,1.47,"0",0.403,6.975,15.3,7.6534,3,402,17,396.9,4.56,34.9
+0.01778,95,1.47,"0",0.403,7.135,13.9,7.6534,3,402,17,384.3,4.45,32.9
+0.03445,82.5,2.03,"0",0.415,6.162,38.4,6.27,2,348,14.7,393.77,7.43,24.1
+0.02177,82.5,2.03,"0",0.415,7.61,15.7,6.27,2,348,14.7,395.38,3.11,42.3
+0.0351,95,2.68,"0",0.4161,7.853,33.2,5.118,4,224,14.7,392.78,3.81,48.5
+0.02009,95,2.68,"0",0.4161,8.034,31.9,5.118,4,224,14.7,390.55,2.88,50
+0.13642,0,10.59,"0",0.489,5.891,22.3,3.9454,4,277,18.6,396.9,10.87,22.6
+0.22969,0,10.59,"0",0.489,6.326,52.5,4.3549,4,277,18.6,394.87,10.97,24.4
+0.25199,0,10.59,"0",0.489,5.783,72.7,4.3549,4,277,18.6,389.43,18.06,22.5
+0.13587,0,10.59,"1",0.489,6.064,59.1,4.2392,4,277,18.6,381.32,14.66,24.4
+0.43571,0,10.59,"1",0.489,5.344,100,3.875,4,277,18.6,396.9,23.09,20
+0.17446,0,10.59,"1",0.489,5.96,92.1,3.8771,4,277,18.6,393.25,17.27,21.7
+0.37578,0,10.59,"1",0.489,5.404,88.6,3.665,4,277,18.6,395.24,23.98,19.3
+0.21719,0,10.59,"1",0.489,5.807,53.8,3.6526,4,277,18.6,390.94,16.03,22.4
+0.14052,0,10.59,"0",0.489,6.375,32.3,3.9454,4,277,18.6,385.81,9.38,28.1
+0.28955,0,10.59,"0",0.489,5.412,9.8,3.5875,4,277,18.6,348.93,29.55,23.7
+0.19802,0,10.59,"0",0.489,6.182,42.4,3.9454,4,277,18.6,393.63,9.47,25
+0.0456,0,13.89,"1",0.55,5.888,56,3.1121,5,276,16.4,392.8,13.51,23.3
+0.07013,0,13.89,"0",0.55,6.642,85.1,3.4211,5,276,16.4,392.78,9.69,28.7
+0.11069,0,13.89,"1",0.55,5.951,93.8,2.8893,5,276,16.4,396.9,17.92,21.5
+0.11425,0,13.89,"1",0.55,6.373,92.4,3.3633,5,276,16.4,393.74,10.5,23
+0.35809,0,6.2,"1",0.507,6.951,88.5,2.8617,8,307,17.4,391.7,9.71,26.7
+0.40771,0,6.2,"1",0.507,6.164,91.3,3.048,8,307,17.4,395.24,21.46,21.7
+0.62356,0,6.2,"1",0.507,6.879,77.7,3.2721,8,307,17.4,390.39,9.93,27.5
+0.6147,0,6.2,"0",0.507,6.618,80.8,3.2721,8,307,17.4,396.9,7.6,30.1
+0.31533,0,6.2,"0",0.504,8.266,78.3,2.8944,8,307,17.4,385.05,4.14,44.8
+0.52693,0,6.2,"0",0.504,8.725,83,2.8944,8,307,17.4,382,4.63,50
+0.38214,0,6.2,"0",0.504,8.04,86.5,3.2157,8,307,17.4,387.38,3.13,37.6
+0.41238,0,6.2,"0",0.504,7.163,79.9,3.2157,8,307,17.4,372.08,6.36,31.6
+0.29819,0,6.2,"0",0.504,7.686,17,3.3751,8,307,17.4,377.51,3.92,46.7
+0.44178,0,6.2,"0",0.504,6.552,21.4,3.3751,8,307,17.4,380.34,3.76,31.5
+0.537,0,6.2,"0",0.504,5.981,68.1,3.6715,8,307,17.4,378.35,11.65,24.3
+0.46296,0,6.2,"0",0.504,7.412,76.9,3.6715,8,307,17.4,376.14,5.25,31.7
+0.57529,0,6.2,"0",0.507,8.337,73.3,3.8384,8,307,17.4,385.91,2.47,41.7
+0.33147,0,6.2,"0",0.507,8.247,70.4,3.6519,8,307,17.4,378.95,3.95,48.3
+0.44791,0,6.2,"1",0.507,6.726,66.5,3.6519,8,307,17.4,360.2,8.05,29
+0.33045,0,6.2,"0",0.507,6.086,61.5,3.6519,8,307,17.4,376.75,10.88,24
+0.52058,0,6.2,"1",0.507,6.631,76.5,4.148,8,307,17.4,388.45,9.54,25.1
+0.51183,0,6.2,"0",0.507,7.358,71.6,4.148,8,307,17.4,390.07,4.73,31.5
+0.08244,30,4.93,"0",0.428,6.481,18.5,6.1899,6,300,16.6,379.41,6.36,23.7
+0.09252,30,4.93,"0",0.428,6.606,42.2,6.1899,6,300,16.6,383.78,7.37,23.3
+0.11329,30,4.93,"0",0.428,6.897,54.3,6.3361,6,300,16.6,391.25,11.38,22
+0.10612,30,4.93,"0",0.428,6.095,65.1,6.3361,6,300,16.6,394.62,12.4,20.1
+0.1029,30,4.93,"0",0.428,6.358,52.9,7.0355,6,300,16.6,372.75,11.22,22.2
+0.12757,30,4.93,"0",0.428,6.393,7.8,7.0355,6,300,16.6,374.71,5.19,23.7
+0.20608,22,5.86,"0",0.431,5.593,76.5,7.9549,7,330,19.1,372.49,12.5,17.6
+0.19133,22,5.86,"0",0.431,5.605,70.2,7.9549,7,330,19.1,389.13,18.46,18.5
+0.33983,22,5.86,"0",0.431,6.108,34.9,8.0555,7,330,19.1,390.18,9.16,24.3
+0.19657,22,5.86,"0",0.431,6.226,79.2,8.0555,7,330,19.1,376.14,10.15,20.5
+0.16439,22,5.86,"0",0.431,6.433,49.1,7.8265,7,330,19.1,374.71,9.52,24.5
+0.19073,22,5.86,"0",0.431,6.718,17.5,7.8265,7,330,19.1,393.74,6.56,26.2
+0.1403,22,5.86,"0",0.431,6.487,13,7.3967,7,330,19.1,396.28,5.9,24.4
+0.21409,22,5.86,"0",0.431,6.438,8.9,7.3967,7,330,19.1,377.07,3.59,24.8
+0.08221,22,5.86,"0",0.431,6.957,6.8,8.9067,7,330,19.1,386.09,3.53,29.6
+0.36894,22,5.86,"0",0.431,8.259,8.4,8.9067,7,330,19.1,396.9,3.54,42.8
+0.04819,80,3.64,"0",0.392,6.108,32,9.2203,1,315,16.4,392.89,6.57,21.9
+0.03548,80,3.64,"0",0.392,5.876,19.1,9.2203,1,315,16.4,395.18,9.25,20.9
+0.01538,90,3.75,"0",0.394,7.454,34.2,6.3361,3,244,15.9,386.34,3.11,44
+0.61154,20,3.97,"0",0.647,8.704,86.9,1.801,5,264,13,389.7,5.12,50
+0.66351,20,3.97,"0",0.647,7.333,100,1.8946,5,264,13,383.29,7.79,36
+0.65665,20,3.97,"0",0.647,6.842,100,2.0107,5,264,13,391.93,6.9,30.1
+0.54011,20,3.97,"0",0.647,7.203,81.8,2.1121,5,264,13,392.8,9.59,33.8
+0.53412,20,3.97,"0",0.647,7.52,89.4,2.1398,5,264,13,388.37,7.26,43.1
+0.52014,20,3.97,"0",0.647,8.398,91.5,2.2885,5,264,13,386.86,5.91,48.8
+0.82526,20,3.97,"0",0.647,7.327,94.5,2.0788,5,264,13,393.42,11.25,31
+0.55007,20,3.97,"0",0.647,7.206,91.6,1.9301,5,264,13,387.89,8.1,36.5
+0.76162,20,3.97,"0",0.647,5.56,62.8,1.9865,5,264,13,392.4,10.45,22.8
+0.7857,20,3.97,"0",0.647,7.014,84.6,2.1329,5,264,13,384.07,14.79,30.7
+0.57834,20,3.97,"0",0.575,8.297,67,2.4216,5,264,13,384.54,7.44,50
+0.5405,20,3.97,"0",0.575,7.47,52.6,2.872,5,264,13,390.3,3.16,43.5
+0.09065,20,6.96,"1",0.464,5.92,61.5,3.9175,3,223,18.6,391.34,13.65,20.7
+0.29916,20,6.96,"0",0.464,5.856,42.1,4.429,3,223,18.6,388.65,13,21.1
+0.16211,20,6.96,"0",0.464,6.24,16.3,4.429,3,223,18.6,396.9,6.59,25.2
+0.1146,20,6.96,"0",0.464,6.538,58.7,3.9175,3,223,18.6,394.96,7.73,24.4
+0.22188,20,6.96,"1",0.464,7.691,51.8,4.3665,3,223,18.6,390.77,6.58,35.2
+0.05644,40,6.41,"1",0.447,6.758,32.9,4.0776,4,254,17.6,396.9,3.53,32.4
+0.09604,40,6.41,"0",0.447,6.854,42.8,4.2673,4,254,17.6,396.9,2.98,32
+0.10469,40,6.41,"1",0.447,7.267,49,4.7872,4,254,17.6,389.25,6.05,33.2
+0.06127,40,6.41,"1",0.447,6.826,27.6,4.8628,4,254,17.6,393.45,4.16,33.1
+0.07978,40,6.41,"0",0.447,6.482,32.1,4.1403,4,254,17.6,396.9,7.19,29.1
+0.21038,20,3.33,"0",0.4429,6.812,32.2,4.1007,5,216,14.9,396.9,4.85,35.1
+0.03578,20,3.33,"0",0.4429,7.82,64.5,4.6947,5,216,14.9,387.31,3.76,45.4
+0.03705,20,3.33,"0",0.4429,6.968,37.2,5.2447,5,216,14.9,392.23,4.59,35.4
+0.06129,20,3.33,"1",0.4429,7.645,49.7,5.2119,5,216,14.9,377.07,3.01,46
+0.01501,90,1.21,"1",0.401,7.923,24.8,5.885,1,198,13.6,395.52,3.16,50
+0.00906,90,2.97,"0",0.4,7.088,20.8,7.3073,1,285,15.3,394.72,7.85,32.2
+0.01096,55,2.25,"0",0.389,6.453,31.9,7.3073,1,300,15.3,394.72,8.23,22
+0.01965,80,1.76,"0",0.385,6.23,31.5,9.0892,1,241,18.2,341.6,12.93,20.1
+0.03871,52.5,5.32,"0",0.405,6.209,31.3,7.3172,6,293,16.6,396.9,7.14,23.2
+0.0459,52.5,5.32,"0",0.405,6.315,45.6,7.3172,6,293,16.6,396.9,7.6,22.3
+0.04297,52.5,5.32,"0",0.405,6.565,22.9,7.3172,6,293,16.6,371.72,9.51,24.8
+0.03502,80,4.95,"0",0.411,6.861,27.9,5.1167,4,245,19.2,396.9,3.33,28.5
+0.07886,80,4.95,"0",0.411,7.148,27.7,5.1167,4,245,19.2,396.9,3.56,37.3
+0.03615,80,4.95,"0",0.411,6.63,23.4,5.1167,4,245,19.2,396.9,4.7,27.9
+0.08265,0,13.92,"0",0.437,6.127,18.4,5.5027,4,289,16,396.9,8.58,23.9
+0.08199,0,13.92,"0",0.437,6.009,42.3,5.5027,4,289,16,396.9,10.4,21.7
+0.12932,0,13.92,"0",0.437,6.678,31.1,5.9604,4,289,16,396.9,6.27,28.6
+0.05372,0,13.92,"0",0.437,6.549,51,5.9604,4,289,16,392.85,7.39,27.1
+0.14103,0,13.92,"0",0.437,5.79,58,6.32,4,289,16,396.9,15.84,20.3
+0.06466,70,2.24,"0",0.4,6.345,20.1,7.8278,5,358,14.8,368.24,4.97,22.5
+0.05561,70,2.24,"0",0.4,7.041,10,7.8278,5,358,14.8,371.58,4.74,29
+0.04417,70,2.24,"0",0.4,6.871,47.4,7.8278,5,358,14.8,390.86,6.07,24.8
+0.03537,34,6.09,"0",0.433,6.59,40.4,5.4917,7,329,16.1,395.75,9.5,22
+0.09266,34,6.09,"0",0.433,6.495,18.4,5.4917,7,329,16.1,383.61,8.67,26.4
+0.1,34,6.09,"0",0.433,6.982,17.7,5.4917,7,329,16.1,390.43,4.86,33.1
+0.05515,33,2.18,"0",0.472,7.236,41.1,4.022,7,222,18.4,393.68,6.93,36.1
+0.05479,33,2.18,"0",0.472,6.616,58.1,3.37,7,222,18.4,393.36,8.93,28.4
+0.07503,33,2.18,"0",0.472,7.42,71.9,3.0992,7,222,18.4,396.9,6.47,33.4
+0.04932,33,2.18,"0",0.472,6.849,70.3,3.1827,7,222,18.4,396.9,7.53,28.2
+0.49298,0,9.9,"0",0.544,6.635,82.5,3.3175,4,304,18.4,396.9,4.54,22.8
+0.3494,0,9.9,"0",0.544,5.972,76.7,3.1025,4,304,18.4,396.24,9.97,20.3
+2.63548,0,9.9,"0",0.544,4.973,37.8,2.5194,4,304,18.4,350.45,12.64,16.1
+0.79041,0,9.9,"0",0.544,6.122,52.8,2.6403,4,304,18.4,396.9,5.98,22.1
+0.26169,0,9.9,"0",0.544,6.023,90.4,2.834,4,304,18.4,396.3,11.72,19.4
+0.26938,0,9.9,"0",0.544,6.266,82.8,3.2628,4,304,18.4,393.39,7.9,21.6
+0.3692,0,9.9,"0",0.544,6.567,87.3,3.6023,4,304,18.4,395.69,9.28,23.8
+0.25356,0,9.9,"0",0.544,5.705,77.7,3.945,4,304,18.4,396.42,11.5,16.2
+0.31827,0,9.9,"0",0.544,5.914,83.2,3.9986,4,304,18.4,390.7,18.33,17.8
+0.24522,0,9.9,"0",0.544,5.782,71.7,4.0317,4,304,18.4,396.9,15.94,19.8
+0.40202,0,9.9,"0",0.544,6.382,67.2,3.5325,4,304,18.4,395.21,10.36,23.1
+0.47547,0,9.9,"0",0.544,6.113,58.8,4.0019,4,304,18.4,396.23,12.73,21
+0.1676,0,7.38,"0",0.493,6.426,52.3,4.5404,5,287,19.6,396.9,7.2,23.8
+0.18159,0,7.38,"0",0.493,6.376,54.3,4.5404,5,287,19.6,396.9,6.87,23.1
+0.35114,0,7.38,"0",0.493,6.041,49.9,4.7211,5,287,19.6,396.9,7.7,20.4
+0.28392,0,7.38,"0",0.493,5.708,74.3,4.7211,5,287,19.6,391.13,11.74,18.5
+0.34109,0,7.38,"0",0.493,6.415,40.1,4.7211,5,287,19.6,396.9,6.12,25
+0.19186,0,7.38,"0",0.493,6.431,14.7,5.4159,5,287,19.6,393.68,5.08,24.6
+0.30347,0,7.38,"0",0.493,6.312,28.9,5.4159,5,287,19.6,396.9,6.15,23
+0.24103,0,7.38,"0",0.493,6.083,43.7,5.4159,5,287,19.6,396.9,12.79,22.2
+0.06617,0,3.24,"0",0.46,5.868,25.8,5.2146,4,430,16.9,382.44,9.97,19.3
+0.06724,0,3.24,"0",0.46,6.333,17.2,5.2146,4,430,16.9,375.21,7.34,22.6
+0.04544,0,3.24,"0",0.46,6.144,32.2,5.8736,4,430,16.9,368.57,9.09,19.8
+0.05023,35,6.06,"0",0.4379,5.706,28.4,6.6407,1,304,16.9,394.02,12.43,17.1
+0.03466,35,6.06,"0",0.4379,6.031,23.3,6.6407,1,304,16.9,362.25,7.83,19.4
+0.05083,0,5.19,"0",0.515,6.316,38.1,6.4584,5,224,20.2,389.71,5.68,22.2
+0.03738,0,5.19,"0",0.515,6.31,38.5,6.4584,5,224,20.2,389.4,6.75,20.7
+0.03961,0,5.19,"0",0.515,6.037,34.5,5.9853,5,224,20.2,396.9,8.01,21.1
+0.03427,0,5.19,"0",0.515,5.869,46.3,5.2311,5,224,20.2,396.9,9.8,19.5
+0.03041,0,5.19,"0",0.515,5.895,59.6,5.615,5,224,20.2,394.81,10.56,18.5
+0.03306,0,5.19,"0",0.515,6.059,37.3,4.8122,5,224,20.2,396.14,8.51,20.6
+0.05497,0,5.19,"0",0.515,5.985,45.4,4.8122,5,224,20.2,396.9,9.74,19
+0.06151,0,5.19,"0",0.515,5.968,58.5,4.8122,5,224,20.2,396.9,9.29,18.7
+0.01301,35,1.52,"0",0.442,7.241,49.3,7.0379,1,284,15.5,394.74,5.49,32.7
+0.02498,0,1.89,"0",0.518,6.54,59.7,6.2669,1,422,15.9,389.96,8.65,16.5
+0.02543,55,3.78,"0",0.484,6.696,56.4,5.7321,5,370,17.6,396.9,7.18,23.9
+0.03049,55,3.78,"0",0.484,6.874,28.1,6.4654,5,370,17.6,387.97,4.61,31.2
+0.03113,0,4.39,"0",0.442,6.014,48.5,8.0136,3,352,18.8,385.64,10.53,17.5
+0.06162,0,4.39,"0",0.442,5.898,52.3,8.0136,3,352,18.8,364.61,12.67,17.2
+0.0187,85,4.15,"0",0.429,6.516,27.7,8.5353,4,351,17.9,392.43,6.36,23.1
+0.01501,80,2.01,"0",0.435,6.635,29.7,8.344,4,280,17,390.94,5.99,24.5
+0.02899,40,1.25,"0",0.429,6.939,34.5,8.7921,1,335,19.7,389.85,5.89,26.6
+0.06211,40,1.25,"0",0.429,6.49,44.4,8.7921,1,335,19.7,396.9,5.98,22.9
+0.0795,60,1.69,"0",0.411,6.579,35.9,10.7103,4,411,18.3,370.78,5.49,24.1
+0.07244,60,1.69,"0",0.411,5.884,18.5,10.7103,4,411,18.3,392.33,7.79,18.6
+0.01709,90,2.02,"0",0.41,6.728,36.1,12.1265,5,187,17,384.46,4.5,30.1
+0.04301,80,1.91,"0",0.413,5.663,21.9,10.5857,4,334,22,382.8,8.05,18.2
+0.10659,80,1.91,"0",0.413,5.936,19.5,10.5857,4,334,22,376.04,5.57,20.6
+8.98296,0,18.1,"1",0.77,6.212,97.4,2.1222,24,666,20.2,377.73,17.6,17.8
+3.8497,0,18.1,"1",0.77,6.395,91,2.5052,24,666,20.2,391.34,13.27,21.7
+5.20177,0,18.1,"1",0.77,6.127,83.4,2.7227,24,666,20.2,395.43,11.48,22.7
+4.26131,0,18.1,"0",0.77,6.112,81.3,2.5091,24,666,20.2,390.74,12.67,22.6
+4.54192,0,18.1,"0",0.77,6.398,88,2.5182,24,666,20.2,374.56,7.79,25
+3.83684,0,18.1,"0",0.77,6.251,91.1,2.2955,24,666,20.2,350.65,14.19,19.9
+3.67822,0,18.1,"0",0.77,5.362,96.2,2.1036,24,666,20.2,380.79,10.19,20.8
+4.22239,0,18.1,"1",0.77,5.803,89,1.9047,24,666,20.2,353.04,14.64,16.8
+3.47428,0,18.1,"1",0.718,8.78,82.9,1.9047,24,666,20.2,354.55,5.29,21.9
+4.55587,0,18.1,"0",0.718,3.561,87.9,1.6132,24,666,20.2,354.7,7.12,27.5
+3.69695,0,18.1,"0",0.718,4.963,91.4,1.7523,24,666,20.2,316.03,14,21.9
+13.5222,0,18.1,"0",0.631,3.863,100,1.5106,24,666,20.2,131.42,13.33,23.1
+4.89822,0,18.1,"0",0.631,4.97,100,1.3325,24,666,20.2,375.52,3.26,50
+5.66998,0,18.1,"1",0.631,6.683,96.8,1.3567,24,666,20.2,375.33,3.73,50
+6.53876,0,18.1,"1",0.631,7.016,97.5,1.2024,24,666,20.2,392.05,2.96,50
+9.2323,0,18.1,"0",0.631,6.216,100,1.1691,24,666,20.2,366.15,9.53,50
+8.26725,0,18.1,"1",0.668,5.875,89.6,1.1296,24,666,20.2,347.88,8.88,50
+11.1081,0,18.1,"0",0.668,4.906,100,1.1742,24,666,20.2,396.9,34.77,13.8
+18.4982,0,18.1,"0",0.668,4.138,100,1.137,24,666,20.2,396.9,37.97,13.8
+19.6091,0,18.1,"0",0.671,7.313,97.9,1.3163,24,666,20.2,396.9,13.44,15
+15.288,0,18.1,"0",0.671,6.649,93.3,1.3449,24,666,20.2,363.02,23.24,13.9
+9.82349,0,18.1,"0",0.671,6.794,98.8,1.358,24,666,20.2,396.9,21.24,13.3
+23.6482,0,18.1,"0",0.671,6.38,96.2,1.3861,24,666,20.2,396.9,23.69,13.1
+17.8667,0,18.1,"0",0.671,6.223,100,1.3861,24,666,20.2,393.74,21.78,10.2
+88.9762,0,18.1,"0",0.671,6.968,91.9,1.4165,24,666,20.2,396.9,17.21,10.4
+15.8744,0,18.1,"0",0.671,6.545,99.1,1.5192,24,666,20.2,396.9,21.08,10.9
+9.18702,0,18.1,"0",0.7,5.536,100,1.5804,24,666,20.2,396.9,23.6,11.3
+7.99248,0,18.1,"0",0.7,5.52,100,1.5331,24,666,20.2,396.9,24.56,12.3
+20.0849,0,18.1,"0",0.7,4.368,91.2,1.4395,24,666,20.2,285.83,30.63,8.8
+16.8118,0,18.1,"0",0.7,5.277,98.1,1.4261,24,666,20.2,396.9,30.81,7.2
+24.3938,0,18.1,"0",0.7,4.652,100,1.4672,24,666,20.2,396.9,28.28,10.5
+22.5971,0,18.1,"0",0.7,5,89.5,1.5184,24,666,20.2,396.9,31.99,7.4
+14.3337,0,18.1,"0",0.7,4.88,100,1.5895,24,666,20.2,372.92,30.62,10.2
+8.15174,0,18.1,"0",0.7,5.39,98.9,1.7281,24,666,20.2,396.9,20.85,11.5
+6.96215,0,18.1,"0",0.7,5.713,97,1.9265,24,666,20.2,394.43,17.11,15.1
+5.29305,0,18.1,"0",0.7,6.051,82.5,2.1678,24,666,20.2,378.38,18.76,23.2
+11.5779,0,18.1,"0",0.7,5.036,97,1.77,24,666,20.2,396.9,25.68,9.7
+8.64476,0,18.1,"0",0.693,6.193,92.6,1.7912,24,666,20.2,396.9,15.17,13.8
+13.3598,0,18.1,"0",0.693,5.887,94.7,1.7821,24,666,20.2,396.9,16.35,12.7
+8.71675,0,18.1,"0",0.693,6.471,98.8,1.7257,24,666,20.2,391.98,17.12,13.1
+5.87205,0,18.1,"0",0.693,6.405,96,1.6768,24,666,20.2,396.9,19.37,12.5
+7.67202,0,18.1,"0",0.693,5.747,98.9,1.6334,24,666,20.2,393.1,19.92,8.5
+38.3518,0,18.1,"0",0.693,5.453,100,1.4896,24,666,20.2,396.9,30.59,5
+9.91655,0,18.1,"0",0.693,5.852,77.8,1.5004,24,666,20.2,338.16,29.97,6.3
+25.0461,0,18.1,"0",0.693,5.987,100,1.5888,24,666,20.2,396.9,26.77,5.6
+14.2362,0,18.1,"0",0.693,6.343,100,1.5741,24,666,20.2,396.9,20.32,7.2
+9.59571,0,18.1,"0",0.693,6.404,100,1.639,24,666,20.2,376.11,20.31,12.1
+24.8017,0,18.1,"0",0.693,5.349,96,1.7028,24,666,20.2,396.9,19.77,8.3
+41.5292,0,18.1,"0",0.693,5.531,85.4,1.6074,24,666,20.2,329.46,27.38,8.5
+67.9208,0,18.1,"0",0.693,5.683,100,1.4254,24,666,20.2,384.97,22.98,5
+20.7162,0,18.1,"0",0.659,4.138,100,1.1781,24,666,20.2,370.22,23.34,11.9
+11.9511,0,18.1,"0",0.659,5.608,100,1.2852,24,666,20.2,332.09,12.13,27.9
+7.40389,0,18.1,"0",0.597,5.617,97.9,1.4547,24,666,20.2,314.64,26.4,17.2
+14.4383,0,18.1,"0",0.597,6.852,100,1.4655,24,666,20.2,179.36,19.78,27.5
+51.1358,0,18.1,"0",0.597,5.757,100,1.413,24,666,20.2,2.6,10.11,15
+14.0507,0,18.1,"0",0.597,6.657,100,1.5275,24,666,20.2,35.05,21.22,17.2
+18.811,0,18.1,"0",0.597,4.628,100,1.5539,24,666,20.2,28.79,34.37,17.9
+28.6558,0,18.1,"0",0.597,5.155,100,1.5894,24,666,20.2,210.97,20.08,16.3
+45.7461,0,18.1,"0",0.693,4.519,100,1.6582,24,666,20.2,88.27,36.98,7
+18.0846,0,18.1,"0",0.679,6.434,100,1.8347,24,666,20.2,27.25,29.05,7.2
+10.8342,0,18.1,"0",0.679,6.782,90.8,1.8195,24,666,20.2,21.57,25.79,7.5
+25.9406,0,18.1,"0",0.679,5.304,89.1,1.6475,24,666,20.2,127.36,26.64,10.4
+73.5341,0,18.1,"0",0.679,5.957,100,1.8026,24,666,20.2,16.45,20.62,8.8
+11.8123,0,18.1,"0",0.718,6.824,76.5,1.794,24,666,20.2,48.45,22.74,8.4
+11.0874,0,18.1,"0",0.718,6.411,100,1.8589,24,666,20.2,318.75,15.02,16.7
+7.02259,0,18.1,"0",0.718,6.006,95.3,1.8746,24,666,20.2,319.98,15.7,14.2
+12.0482,0,18.1,"0",0.614,5.648,87.6,1.9512,24,666,20.2,291.55,14.1,20.8
+7.05042,0,18.1,"0",0.614,6.103,85.1,2.0218,24,666,20.2,2.52,23.29,13.4
+8.79212,0,18.1,"0",0.584,5.565,70.6,2.0635,24,666,20.2,3.65,17.16,11.7
+15.8603,0,18.1,"0",0.679,5.896,95.4,1.9096,24,666,20.2,7.68,24.39,8.3
+12.2472,0,18.1,"0",0.584,5.837,59.7,1.9976,24,666,20.2,24.65,15.69,10.2
+37.6619,0,18.1,"0",0.679,6.202,78.7,1.8629,24,666,20.2,18.82,14.52,10.9
+7.36711,0,18.1,"0",0.679,6.193,78.1,1.9356,24,666,20.2,96.73,21.52,11
+9.33889,0,18.1,"0",0.679,6.38,95.6,1.9682,24,666,20.2,60.72,24.08,9.5
+8.49213,0,18.1,"0",0.584,6.348,86.1,2.0527,24,666,20.2,83.45,17.64,14.5
+10.0623,0,18.1,"0",0.584,6.833,94.3,2.0882,24,666,20.2,81.33,19.69,14.1
+6.44405,0,18.1,"0",0.584,6.425,74.8,2.2004,24,666,20.2,97.95,12.03,16.1
+5.58107,0,18.1,"0",0.713,6.436,87.9,2.3158,24,666,20.2,100.19,16.22,14.3
+13.9134,0,18.1,"0",0.713,6.208,95,2.2222,24,666,20.2,100.63,15.17,11.7
+11.1604,0,18.1,"0",0.74,6.629,94.6,2.1247,24,666,20.2,109.85,23.27,13.4
+14.4208,0,18.1,"0",0.74,6.461,93.3,2.0026,24,666,20.2,27.49,18.05,9.6
+15.1772,0,18.1,"0",0.74,6.152,100,1.9142,24,666,20.2,9.32,26.45,8.7
+13.6781,0,18.1,"0",0.74,5.935,87.9,1.8206,24,666,20.2,68.95,34.02,8.4
+9.39063,0,18.1,"0",0.74,5.627,93.9,1.8172,24,666,20.2,396.9,22.88,12.8
+22.0511,0,18.1,"0",0.74,5.818,92.4,1.8662,24,666,20.2,391.45,22.11,10.5
+9.72418,0,18.1,"0",0.74,6.406,97.2,2.0651,24,666,20.2,385.96,19.52,17.1
+5.66637,0,18.1,"0",0.74,6.219,100,2.0048,24,666,20.2,395.69,16.59,18.4
+9.96654,0,18.1,"0",0.74,6.485,100,1.9784,24,666,20.2,386.73,18.85,15.4
+12.8023,0,18.1,"0",0.74,5.854,96.6,1.8956,24,666,20.2,240.52,23.79,10.8
+10.6718,0,18.1,"0",0.74,6.459,94.8,1.9879,24,666,20.2,43.06,23.98,11.8
+6.28807,0,18.1,"0",0.74,6.341,96.4,2.072,24,666,20.2,318.01,17.79,14.9
+9.92485,0,18.1,"0",0.74,6.251,96.6,2.198,24,666,20.2,388.52,16.44,12.6
+9.32909,0,18.1,"0",0.713,6.185,98.7,2.2616,24,666,20.2,396.9,18.13,14.1
+7.52601,0,18.1,"0",0.713,6.417,98.3,2.185,24,666,20.2,304.21,19.31,13
+6.71772,0,18.1,"0",0.713,6.749,92.6,2.3236,24,666,20.2,0.32,17.44,13.4
+5.44114,0,18.1,"0",0.713,6.655,98.2,2.3552,24,666,20.2,355.29,17.73,15.2
+5.09017,0,18.1,"0",0.713,6.297,91.8,2.3682,24,666,20.2,385.09,17.27,16.1
+8.24809,0,18.1,"0",0.713,7.393,99.3,2.4527,24,666,20.2,375.87,16.74,17.8
+9.51363,0,18.1,"0",0.713,6.728,94.1,2.4961,24,666,20.2,6.68,18.71,14.9
+4.75237,0,18.1,"0",0.713,6.525,86.5,2.4358,24,666,20.2,50.92,18.13,14.1
+4.66883,0,18.1,"0",0.713,5.976,87.9,2.5806,24,666,20.2,10.48,19.01,12.7
+8.20058,0,18.1,"0",0.713,5.936,80.3,2.7792,24,666,20.2,3.5,16.94,13.5
+7.75223,0,18.1,"0",0.713,6.301,83.7,2.7831,24,666,20.2,272.21,16.23,14.9
+6.80117,0,18.1,"0",0.713,6.081,84.4,2.7175,24,666,20.2,396.9,14.7,20
+4.81213,0,18.1,"0",0.713,6.701,90,2.5975,24,666,20.2,255.23,16.42,16.4
+3.69311,0,18.1,"0",0.713,6.376,88.4,2.5671,24,666,20.2,391.43,14.65,17.7
+6.65492,0,18.1,"0",0.713,6.317,83,2.7344,24,666,20.2,396.9,13.99,19.5
+5.82115,0,18.1,"0",0.713,6.513,89.9,2.8016,24,666,20.2,393.82,10.29,20.2
+7.83932,0,18.1,"0",0.655,6.209,65.4,2.9634,24,666,20.2,396.9,13.22,21.4
+3.1636,0,18.1,"0",0.655,5.759,48.2,3.0665,24,666,20.2,334.4,14.13,19.9
+3.77498,0,18.1,"0",0.655,5.952,84.7,2.8715,24,666,20.2,22.01,17.15,19
+4.42228,0,18.1,"0",0.584,6.003,94.5,2.5403,24,666,20.2,331.29,21.32,19.1
+15.5757,0,18.1,"0",0.58,5.926,71,2.9084,24,666,20.2,368.74,18.13,19.1
+13.0751,0,18.1,"0",0.58,5.713,56.7,2.8237,24,666,20.2,396.9,14.76,20.1
+4.34879,0,18.1,"0",0.58,6.167,84,3.0334,24,666,20.2,396.9,16.29,19.9
+4.03841,0,18.1,"0",0.532,6.229,90.7,3.0993,24,666,20.2,395.33,12.87,19.6
+3.56868,0,18.1,"0",0.58,6.437,75,2.8965,24,666,20.2,393.37,14.36,23.2
+4.64689,0,18.1,"0",0.614,6.98,67.6,2.5329,24,666,20.2,374.68,11.66,29.8
+8.05579,0,18.1,"0",0.584,5.427,95.4,2.4298,24,666,20.2,352.58,18.14,13.8
+6.39312,0,18.1,"0",0.584,6.162,97.4,2.206,24,666,20.2,302.76,24.1,13.3
+4.87141,0,18.1,"0",0.614,6.484,93.6,2.3053,24,666,20.2,396.21,18.68,16.7
+15.0234,0,18.1,"0",0.614,5.304,97.3,2.1007,24,666,20.2,349.48,24.91,12
+10.233,0,18.1,"0",0.614,6.185,96.7,2.1705,24,666,20.2,379.7,18.03,14.6
+14.3337,0,18.1,"0",0.614,6.229,88,1.9512,24,666,20.2,383.32,13.11,21.4
+5.82401,0,18.1,"0",0.532,6.242,64.7,3.4242,24,666,20.2,396.9,10.74,23
+5.70818,0,18.1,"0",0.532,6.75,74.9,3.3317,24,666,20.2,393.07,7.74,23.7
+5.73116,0,18.1,"0",0.532,7.061,77,3.4106,24,666,20.2,395.28,7.01,25
+2.81838,0,18.1,"0",0.532,5.762,40.3,4.0983,24,666,20.2,392.92,10.42,21.8
+2.37857,0,18.1,"0",0.583,5.871,41.9,3.724,24,666,20.2,370.73,13.34,20.6
+3.67367,0,18.1,"0",0.583,6.312,51.9,3.9917,24,666,20.2,388.62,10.58,21.2
+5.69175,0,18.1,"0",0.583,6.114,79.8,3.5459,24,666,20.2,392.68,14.98,19.1
+4.83567,0,18.1,"0",0.583,5.905,53.2,3.1523,24,666,20.2,388.22,11.45,20.6
+0.15086,0,27.74,"0",0.609,5.454,92.7,1.8209,4,711,20.1,395.09,18.06,15.2
+0.18337,0,27.74,"0",0.609,5.414,98.3,1.7554,4,711,20.1,344.05,23.97,7
+0.20746,0,27.74,"0",0.609,5.093,98,1.8226,4,711,20.1,318.43,29.68,8.1
+0.10574,0,27.74,"0",0.609,5.983,98.8,1.8681,4,711,20.1,390.11,18.07,13.6
+0.11132,0,27.74,"0",0.609,5.983,83.5,2.1099,4,711,20.1,396.9,13.35,20.1
+0.17331,0,9.69,"0",0.585,5.707,54,2.3817,6,391,19.2,396.9,12.01,21.8
+0.27957,0,9.69,"0",0.585,5.926,42.6,2.3817,6,391,19.2,396.9,13.59,24.5
+0.17899,0,9.69,"0",0.585,5.67,28.8,2.7986,6,391,19.2,393.29,17.6,23.1
+0.2896,0,9.69,"0",0.585,5.39,72.9,2.7986,6,391,19.2,396.9,21.14,19.7
+0.26838,0,9.69,"0",0.585,5.794,70.6,2.8927,6,391,19.2,396.9,14.1,18.3
+0.23912,0,9.69,"0",0.585,6.019,65.3,2.4091,6,391,19.2,396.9,12.92,21.2
+0.17783,0,9.69,"0",0.585,5.569,73.5,2.3999,6,391,19.2,395.77,15.1,17.5
+0.22438,0,9.69,"0",0.585,6.027,79.7,2.4982,6,391,19.2,396.9,14.33,16.8
+0.06263,0,11.93,"0",0.573,6.593,69.1,2.4786,1,273,21,391.99,9.67,22.4
+0.04527,0,11.93,"0",0.573,6.12,76.7,2.2875,1,273,21,396.9,9.08,20.6
+0.06076,0,11.93,"0",0.573,6.976,91,2.1675,1,273,21,396.9,5.64,23.9
+0.10959,0,11.93,"0",0.573,6.794,89.3,2.3889,1,273,21,393.45,6.48,22
+0.04741,0,11.93,"0",0.573,6.03,80.8,2.505,1,273,21,396.9,7.88,11.9

day13/Ecommerce Customers.csv

@@ -0,0 +1,1001 @@
+Email,Address,Avatar,Avg. Session Length,Time on App,Time on Website,Length of Membership,Yearly Amount Spent,Gender
+kyang@diaz.org,"223 Love Trail Suite 831
+Port Jeffrey, IN 46849",OliveDrab,34.37425805,15.12699429,37.15762409,5.377593584,765.5184619,Female
+asilva@yahoo.com,"USNV Johnson
+FPO AP 19026",Wheat,34.60331112,12.20729849,33.91384725,6.922689335,744.2218671,Male
+william82@gmail.com,"11143 Park Squares
+Samanthatown, UT 97073",SandyBrown,?,#,,,,Male
+jeffrey54@mcdonald-williams.com,"297 Francis Valley
+South Lindsey, NY 13669-5367",Gainsboro,34.96760989,13.9194944,37.95201319,5.066696864,712.3963268,Female
+rhonda01@gmail.com,"939 Watson Run
+Staceyberg, VT 58376-0454",Orchid,34.38582029,12.72971951,?,5.705940717,708.9351849,Female
+youngbarbara@yahoo.com,"019 Elliott Tunnel Suite 190
+Nicholsbury, WV 60804-4440",Wheat,34.507551,?,37.63575588,5.705153971,700.9170916,Male
+randyrobinson@hotmail.com,"14548 Hayes Isle Apt. 436
+Garciaville, IN 65366",DarkGray,33.30267221,13.45922229,36.33952101,5.566384892,,Female
+susanibarra@yahoo.com,"426 Scott Radial Apt. 065
+Abigailstad, MS 16590-2222",Thistle,32.53323998,14.12178384,?,5.320093864,689.2356998,Female
+alicia85@lee.com,"14220 Carla Flat Suite 521
+Lake Matthew, DE 06183",DimGray,#,12.38718417,37.4311591,,684.163431,Male
+waltonkaren@gmail.com,"355 Villegas Isle Apt. 070
+West Jenniferview, NM 26775-4339",Green,35.74266981,10.88982828,35.56543624,6.115198946,669.9871405,Female
+cody68@hotmail.com,"374 Dana Junctions
+Langside, WI 36474",SpringGreen,34.48238805,13.28303287,35.90729843,4.968742674,666.1255917,Female
+edwardbrown@yahoo.com,"2971 Angela Island
+Lake Timothychester, NE 48734-6685",HotPink,33.21547157,12.1351014,37.14209369,5.840505876,663.8036933,Male
+john96@chan-anderson.biz,"04290 Barron Square
+Laurenmouth, AS 79917-9544",Snow,?,13.07869244,37.32981863,5.405406467,663.0748176,Female
+lisagutierrez@johnson-herring.net,"89300 Amber Centers Apt. 879
+Victoriaton, VT 98394",Peru,32.4071483,13.80879868,37.42676892,5.039955264,662.9610878,Female
+russellbaldwin@ferrell.info,"295 Michael Keys Apt. 706
+Ericfurt, KS 09476",Orange,33.24726795,14.06938234,38.99332245,4.978475793,,Female
+ebrown@osborne.com,"4291 Nichols Fork Apt. 562
+Thomaschester, SC 08938-8769",DarkSlateGray,31.94539575,12.96576148,36.9663889,6.076653638,657.0199239,Female
+vmartin@yahoo.com,"30242 Rubio Forest
+Port Kyleland, VA 18339-5779",Turquoise,34.40240965,14.22097911,37.52319665,4.077775098,647.6194557,Male
+hailey18@yahoo.com,"08079 Thompson Village
+North Lukeborough, AL 16825",Lime,32.93133644,12.73221159,?,5.485976734,642.1015787,Female
+jeremy00@yahoo.com,"45442 Barber Key Apt. 882
+South Jaclyn, NM 24367-3001",FloralWhite,33.55169914,12.15858523,36.57513378,5.453969475,640.7861664,Female
+hoffmandaniel@yahoo.com,"922 Hampton Path Suite 198
+Port Jasonmouth, FL 46623",Orchid,33.67275789,13.42054574,37.7636904,4.794312263,640.5840619,Female
+george02@hotmail.com,"3286 Lynch Field
+Henrychester, RI 41833-7902",LightCoral,35.03928306,14.42649105,37.3741835,3.930615327,640.18774,Female
+alvareznancy@lucas.biz,"645 Martha Park Apt. 611
+Jeffreychester, MN 67218-7250",FloralWhite,33.87103788,12.02692534,34.47687763,5.493507201,637.1024479,Male
+rchambers@hotmail.com,"53964 Weaver Brook Suite 861
+Stevensonshire, NY 18128",OliveDrab,33.08529799,?,38.31564796,4.750360071,632.1235881,Female
+jimmy11@hardin.com,"496 Bush Turnpike Apt. 674
+Donnabury, OR 32596-0079",DarkGoldenRod,32.97518183,13.90991551,37.79223754,4.297686524,630.4227632,Female
+robin80@yahoo.com,"928 Bailey Road
+East Mary, DE 11678-5634",Turquoise,33.89457039,13.30029936,36.39368386,4.490002066,630.1567282,Female
+beckycarson@jones-brown.biz,"78787 Mitchell Lights
+Matthewville, AZ 30310-0130",Gold,33.54047906,12.88412462,36.22604169,5.007271987,628.0478039,Male
+nathan84@lowery.net,"01242 Stephanie Ways Suite 003
+Churchville, MO 35617",MediumSeaGreen,32.0609144,12.62543264,35.53914243,5.41235784,627.6033187,Female
+bhill@pierce-kane.info,"3324 Branch Squares Suite 221
+Riddleton, OK 34594",RoyalBlue,33.70815341,14.32565494,35.72182733,3.634340224,626.0186727,Female
+ijones@schaefer-carr.net,"657 Judith Crossroad
+Hancockchester, VI 75658-5788",Linen,33.54123131,12.78389178,36.43064962,4.648199316,619.8956399,Female
+gstrong@hotmail.com,"7875 Landry Road Apt. 947
+Brownshire, NC 10074-7735",Pink,?,13.59251266,36.83865679,3.605933918,618.8459704,Male
+vcoleman@yahoo.com,"7761 Hughes Curve Apt. 880
+Rodriguezberg, MN 96206-5317",SkyBlue,33.87978429,12.4955916,38.05260975,4.639320332,,Female
+djohnson@hotmail.com,"5358 Stephen Parkway Suite 894
+Kimview, MN 17436-4528",Coral,32.19249883,13.32541219,36.89729461,5.049927475,616.660286,Female
+schmidtdenise@hotmail.com,"06392 Matthew Viaduct Suite 000
+Lake Ronald, NY 45787-0181",DarkGoldenRod,33.10833615,12.89237451,?,4.594116865,614.7296376,Female
+esmith@gmail.com,"USS Johnson
+FPO AE 35617-5384",OldLace,34.18382052,13.34991294,37.82739423,4.252006106,614.7153338,Female
+ryan36@gmail.com,"5379 Rhonda Prairie Apt. 696
+Brownland, WA 87027",DarkTurquoise,32.22729914,13.72862718,37.99702801,4.802630631,613.5993234,Female
+roblessarah@hotmail.com,"022 Taylor Mews Suite 692
+Hallberg, NJ 53614",MediumSeaGreen,34.71331651,12.03880824,37.63529941,4.632460946,612.3852299,Female
+audreyjohnson@rosales.com,"USCGC Nicholson
+FPO AE 43987-0470",SlateGray,33.61601855,13.5162843,36.77312349,4.125584363,611.0000251,Female
+williammoore@rose.com,"686 Baker Fords Suite 893
+East John, IL 50171-9547",Brown,32.87847437,13.03253498,37.87095205,4.693732058,610.1280331,Female
+jenniferjenkins@jones.com,"USNS Jacobs
+FPO AE 71507-1312",LightSalmon,33.26544447,13.05221039,38.7756653,4.574287716,608.2718166,Female
+samuel46@love-west.net,"544 Alexander Heights Suite 768
+North Johnview, MT 57912",LightSeaGreen,32.61785606,13.98959256,37.1905038,4.06454855,605.0610388,Female
+deandanny@yahoo.com,"9781 Lopez Spurs Apt. 300
+Fitzgeraldborough, MA 89035-4317",Ivory,32.64461691,12.63755716,36.51708576,5.226687713,604.8413188,Female
+floresbradley@hotmail.com,"446 Daniel Rest Suite 644
+Port Matthewhaven, MN 89465",BlanchedAlmond,#,12.11494496,36.28872395,4.389455226,604.3348401,Female
+mstephens@davidson-herman.com,"14023 Rodriguez Passage
+Port Jacobville, PR 37242-1057",MediumAquaMarine,33.33067252,12.79518855,37.5366533,4.446308318,599.406092,Female
+zscott@wright.com,"9909 Hoffman Ranch Suite 195
+Scotthaven, SC 53575",PeachPuff,35.63085386,12.12540197,38.18776368,4.019051427,597.7398789,Female
+codyandrews@hotmail.com,"63010 Reyes Creek Apt. 569
+West Catherinetown, MN 67491-6816",Indigo,33.41906735,13.39112018,37.19419105,4.069916619,596.516698,Female
+ilawson@hotmail.com,"19018 Christopher Neck Apt. 963
+Mcintoshchester, IA 66908-2456",DarkGoldenRod,33.50136982,13.89808199,37.05891282,4.130562809,596.4301726,Female
+marc54@hotmail.com,"Unit 6174 Box 1949
+DPO AP 27478",SandyBrown,34.33589584,12.22893471,36.15719115,4.694322274,595.8228367,Female
+nathan86@hotmail.com,"748 Michael Plaza
+West Billyside, UT 20799",MidnightBlue,36.13966249,12.05026723,36.95964319,3.864860739,595.8038189,Female
+willie26@johnson-howard.com,"97686 Robertson Cape Suite 607
+Port Veronicaside, NE 47293",Wheat,32.03054972,12.64420212,38.00182747,5.038107494,594.2744834,Female
+gonzaleskatie@gmail.com,"70129 Darrell Spring
+Thomasmouth, HI 39319-2739",Moccasin,34.56455771,13.14655143,37.33544589,3.876875177,593.915003,Female
+douglas95@yahoo.com,"395 Summers Courts Apt. 413
+Coopermouth, IA 21205-1079",White,33.76981237,11.30446231,37.83397173,5.137816746,593.1564015,Female
+dtaylor@webb.com,"18219 Jackson Well
+Fosterton, MP 85302",Orange,33.05926409,11.7259101,35.9990993,5.004820577,593.0772413,Female
+dbell@hotmail.com,"3485 Anthony Street Apt. 119
+Mikeberg, FL 32602",DarkViolet,34.46151474,11.9171157,37.76668677,4.350887844,592.6884532,Female
+taylorkimberly@yahoo.com,"0030 Mathis Square Suite 154
+South Jadehaven, AR 33997-4450",Gainsboro,31.28344748,12.72567737,35.96566746,5.000243361,591.7810894,Female
+mfoster@brown-white.com,"36192 Ho Spring
+New Michael, RI 65851-6369",Cyan,33.63662446,11.23650676,37.67502073,5.254708926,591.4377356,Female
+jasonrichardson@elliott.com,"18372 Matthew Fork Suite 705
+North Matthewmouth, KY 99737",Chocolate,33.79203908,12.50752537,37.14286198,4.214495086,591.1971782,Female
+simmonsmartin@hardy.com,"2302 Joshua Park
+Millerbury, WA 30239-8144",MediumVioletRed,34.00721197,12.49432293,36.04545942,4.330714462,590.5627196,Female
+ebutler@rogers-gonzalez.com,"001 Estrada Union
+Lewismouth, TN 47360",Chartreuse,32.9925732,13.00436201,36.98504142,4.620416385,589.0264898,Female
+briancarlson@page-fleming.com,"USCGC Gill
+FPO AA 26496",DarkMagenta,32.17550124,13.38749211,35.69417499,4.343062915,588.7126055,Female
+mstephenson@fernandez.com,"835 Frank Tunnel
+Wrightmouth, MI 82180-9605",Violet,34.49726773,12.65565115,39.57766802,4.082620633,587.951054,Female
+bradleysmith@barber.com,"581 Gilmore Port
+Heatherville, MS 20879",PaleVioletRed,33.62259184,11.1673569,35.62658733,5.462500764,587.5747995,Female
+fsnow@ellis.com,"0272 Jones Way
+Lake Angela, MP 97003-5793",MediumBlue,32.29464155,12.44304789,37.32784804,5.084861309,586.1558702,Female
+sharper@yahoo.com,"239 Bush Fall Apt. 906
+Riveraville, KY 88906-3319",SandyBrown,34.31892744,13.4023319,37.29204471,3.606086889,585.9318443,Female
+edward29@knapp.com,"4029 Gerald Cape
+South Laurenborough, SC 19130-5133",DarkOrange,33.37401693,11.14343308,35.94639915,5.454463278,584.2183135,Female
+angela25@walker.com,"456 Eric Views
+North Amanda, MS 98876-3102",Chocolate,34.50141785,12.44761745,37.53453024,4.008352235,584.105885,Female
+amanda03@yahoo.com,"313 Lisa Loop Apt. 543
+North Jenniferchester, MN 58819",Brown,34.18818406,13.13002166,35.42933439,3.790552137,583.977802,Female
+tinayoung@hotmail.com,"83995 Owens Course Apt. 747
+South Jennifer, NJ 29942",MistyRose,35.4331653,11.91221048,36.08964366,4.000963586,583.0796357,Female
+jennifer24@hotmail.com,"46954 Melissa Corner
+North Amanda, LA 34844",SteelBlue,34.43642584,13.3254691,36.76860309,3.371258113,582.4919237,Female
+riverarebecca@gmail.com,"1414 David Throughway
+Port Jason, OH 22070-1220",SaddleBrown,34.30555663,13.71751367,36.72128268,3.120178783,581.852344,Female
+randall85@williams.com,"5086 Morales Islands Apt. 099
+New Patricia, IL 78823",Black,33.62530726,12.9882206,39.67259096,3.969417759,581.7987977,Female
+nblack@smith-romero.biz,"00615 Tracy Islands
+New Marcfort, MO 87297-7431",LightCyan,34.19550803,12.66419262,37.02715036,4.330407444,581.3089329,Female
+turnerryan@hotmail.com,"770 Lewis Pike Apt. 869
+Phelpsport, PA 93969-4887",LightSkyBlue,34.04663803,12.47445545,35.03785616,4.055775962,578.9862586,Female
+haydenrebecca@gmail.com,"10022 Wilson Orchard Suite 107
+Harrisstad, MH 99272",MintCream,33.87974497,13.58780608,38.26035344,3.258112883,578.2416051,Female
+millerrachel@gallagher-nichols.com,"Unit 4742 Box 9517
+DPO AE 67219-3123",Turquoise,34.21146128,10.77024892,34.64980005,4.985204971,577.7360249,Female
+marshchristopher@zimmerman-villegas.com,"667 Stephanie Lake Apt. 658
+Marthashire, NC 11815-2307",DarkRed,33.08852937,11.85766344,36.08693433,4.806349619,577.273455,Female
+ngarcia@donaldson.info,"662 Wells Stravenue Apt. 578
+South Kristaview, DC 49423-2452",ForestGreen,33.7016052,11.56402237,37.67321037,4.716104987,576.8025474,Female
+aaron22@gmail.com,"38678 Sean Drive Suite 293
+Karentown, IA 78306-2717",DarkGray,33.45229528,12.00591637,36.53409567,4.712233579,576.4776072,Female
+qchristian@martinez-allen.com,"26737 Brooks Roads
+Vincentstad, VA 93089",GreenYellow,34.56938122,12.85499037,35.00748226,3.292797663,576.3111774,Female
+mark81@wagner.com,"410 Gonzalez Corners Apt. 187
+East Stephenport, VT 22771",Navy,32.30274837,12.81539265,37.95780983,4.615426307,576.0252441,Female
+maureenlopez@gmail.com,"82537 Alice Centers
+Gregland, OR 71749",SeaShell,35.53090415,11.37925718,36.63610412,4.029453828,574.7472197,Female
+martha91@garrison.net,"360 Albert Spring
+South Tylerbury, VA 92641-9077",HotPink,34.37939438,12.93092854,36.3602472,3.792711955,574.6548434,Female
+whitetyler@anderson-avery.com,"4547 Stafford Throughway Apt. 178
+North Patrick, MD 60768-4837",MidnightBlue,34.08026009,11.5914397,36.45689841,4.652854446,574.4156896,Female
+lewisjessica@craig-evans.com,"4483 Jones Motorway Suite 872
+Lake Jamiefurt, UT 75292",Tan,33.23765998,13.56615961,36.4179848,3.746572973,573.8474377,Female
+wrightpeter@yahoo.com,"05302 Dunlap Ferry
+New Stephaniehaven, MP 42268",Bisque,33.19033404,12.95922609,36.1446667,3.918541839,573.4158673,Female
+kristina69@gmail.com,"2859 Rodriguez Forks
+Port Josephtown, OH 13591-3011",BlueViolet,32.43977025,12.42413041,38.94882503,4.920318406,573.3062223,Female
+karenosborne@yahoo.com,"81814 Pratt Squares Suite 460
+North Robert, GU 77741-1307",SlateBlue,32.68624509,12.63857212,36.09722093,4.297737482,571.4710341,Female
+jared99@yahoo.com,"PSC 0811, Box 7054
+APO AA 91691",GoldenRod,33.88994101,13.06863858,37.54052036,3.798725319,571.3074949,Female
+sanchezamber@scott-patterson.com,"257 Hunt Manors
+South Charlottefort, CT 15033",Fuchsia,32.25997327,14.13289346,37.02347924,3.762070443,571.2160048,Female
+gregorystewart@hotmail.com,"232 John Haven Suite 456
+Johnsonhaven, VT 90106-0173",PaleGoldenRod,32.36312129,12.46113544,37.74560774,4.664258497,570.6300981,Female
+brenda68@hotmail.com,"0377 Reed Via Apt. 169
+Alexandershire, MO 43498",Moccasin,33.1556997,12.93155027,38.16643556,3.854473856,570.4517259,Female
+vchurch@walter-martinez.com,"860 Lee Key
+West Debra, SD 97450-0495",Salmon,33.9877729,13.38623528,37.53449734,3.273433578,570.200409,Female
+connerjoseph@gmail.com,"981 David Square
+New Jacquelinetown, AK 66018-4092",Turquoise,34.59577669,11.33248778,35.4598628,4.541695257,568.7175759,Female
+jasmin20@salas.com,"634 Nancy Shoals Suite 241
+South Barry, AR 52307",HotPink,33.90271779,11.66886651,37.34126616,4.25698329,567.4750105,Female
+oliviamarshall@sawyer-sellers.com,"Unit 5934 Box 9748
+DPO AA 37361-3043",Brown,33.91884418,12.42873693,37.30536188,4.158214653,565.9943634,Female
+charlesgutierrez@hotmail.com,"363 Kathleen Underpass
+Ashleyside, PR 98964",MistyRose,33.53186013,13.66576979,36.90022076,3.515688256,564.790969,Female
+lsmith@chung.com,"412 Jackson River
+Kleinburgh, KS 52039-7404",BlueViolet,32.7267846,12.98851015,36.46200326,4.113226123,563.6728734,Female
+pvega@hotmail.com,"61629 Johnson Underpass
+New Eric, MI 92352-5044",LightCoral,31.90962683,11.34726361,36.32365247,5.314354141,563.4460357,Female
+lewiskendra@yahoo.com,"988 Matthew Plaza
+Lake Jacobshire, AL 37889",Yellow,33.32424052,11.08458409,36.77601658,4.746989703,562.0820454,Female
+awu@robinson.org,"0281 Dale Wells Suite 656
+East Joshua, ME 73389",Brown,32.05426185,13.14966956,37.6504002,4.195614413,561.8746577,Female
+jefferycampbell@gmail.com,"381 Ashley Locks Suite 366
+North Migueltown, TX 09795-0494",GreenYellow,33.02502014,12.50421981,37.64583879,4.051382465,561.516532,Female
+david81@hotmail.com,"1576 Lane Shoal
+Rogerton, PR 63867-3426",Thistle,33.50609228,11.65983284,37.28139283,4.478712608,560.5601606,Female
+greenelizabeth@edwards.com,"54051 Jenkins View
+East Danielshire, IN 32905-7784",DarkViolet,33.79512493,11.62099651,38.41946853,4.559699083,560.4437922,Female
+laurajimenez@gmail.com,"06103 Erik Fields Suite 781
+Jonesmouth, GA 49931-3078",SlateBlue,33.4794716,12.60888879,37.22939452,4.20590389,559.199048,Female
+thomas22@yahoo.com,"7346 Jennifer Green Suite 148
+Wagnertown, MT 65972",IndianRed,33.55165061,11.93689516,35.90025278,4.543332413,558.9481124,Female
+audreyguerrero@carey.com,"1995 Susan Locks Suite 760
+East Cheryl, AR 37103-5176",BlueViolet,34.33075044,13.72245368,35.77311639,2.90900846,558.4272572,Female
+lschroeder@gmail.com,"93101 Shannon Common
+South Destiny, ND 30379-2855",Ivory,33.7709001,11.15396605,37.24032955,4.729484542,557.634109,Female
+kylemelendez@hotmail.com,"2749 Cunningham Flat Apt. 838
+Derekberg, OH 45288",DeepPink,32.43083858,13.88727541,38.38195597,3.772969025,557.6082621,Female
+michaelferguson@torres-miles.net,"757 Amber Gateway Apt. 787
+New Stephaniechester, OR 61576-6056",Sienna,34.14286337,13.17777453,38.85604171,3.230973843,557.5292736,Female
+john85@rodriguez.info,"57120 Frank Keys
+Jerryborough, DC 81028-0939",Tomato,31.12809005,13.27895623,37.38718053,4.626075292,557.2526867,Female
+kevin45@mathews.net,"02393 Baker Falls
+New Georgeport, ND 36338-5110",DodgerBlue,31.86274111,14.03986726,37.02226899,3.738225173,556.2981412,Female
+hoganrichard@george.com,"4929 Michelle Grove
+Lake Alexis, MT 92147-1660",BlanchedAlmond,33.74922777,11.1371403,38.40137369,4.595522709,556.1863689,Female
+dominguezjacob@hotmail.com,"8594 Erica Manors Apt. 529
+Lake Miguel, MH 10652-9266",CornflowerBlue,32.51021799,10.98483589,37.39649748,5.391275125,555.8925954,Female
+lamryan@curtis-garcia.net,"96393 Joshua Rapids
+Jonesview, VA 58733",LavenderBlush,34.64266976,11.86648121,37.71777057,4.003325039,555.0683941,Female
+jacquelinehughes@bennett-branch.info,"601 Ashley Loop Suite 162
+Port Benjaminview, DE 02456",DeepPink,34.71345123,11.72400223,36.81385766,4.087837273,554.900783,Female
+chasejennifer@hotmail.com,"9507 Robert Prairie Apt. 601
+East Crystalview, SC 56814",DarkOrchid,33.10543794,11.96502,37.27781174,4.74257752,554.7220838,Female
+christophermorrison@mcguire-carter.biz,"90089 Eric Well
+Nicoleside, MT 95918",Blue,34.55528259,11.77777204,37.97982686,3.784273087,554.0030934,Female
+philliproberson@yahoo.com,"Unit 0373 Box 8981
+DPO AA 89902",Beige,34.20053941,12.66780888,37.48704925,3.701622287,553.9946736,Female
+tadams@contreras.info,"049 Matthew Terrace
+Lake Matthew, MS 20210",Aqua,33.07871721,12.69578975,35.35844431,4.001786346,553.6015347,Female
+lewisgabrielle@hotmail.com,"422 Rivers Springs Suite 221
+North Barbara, WI 51990-7596",LightSkyBlue,33.70040046,11.92439492,37.24503247,3.905250309,552.9403455,Female
+dale88@hotmail.com,"0787 Andrews Ranch Apt. 633
+South Chadburgh, TN 56128",Cornsilk,32.64677668,11.49940906,38.33257633,4.958264473,551.6201455,Female
+christopher44@hotmail.com,"549 Anna Avenue
+Port Laura, CA 76209-9339",WhiteSmoke,34.23824191,11.55030011,35.76932963,4.183143662,551.0230017,Female
+michael86@yahoo.com,"87270 Garrett Cliffs Suite 361
+Brooksberg, MO 26555-2502",LightYellow,33.2089197,13.53191346,38.95246252,3.046540621,550.8133677,Female
+twilliams@gibbs.net,"Unit 6678 Box 6628
+DPO AP 44369",CadetBlue,33.15425476,11.79588668,37.65861691,4.520353377,550.0475806,Female
+awatkins@yahoo.com,"Unit 6538 Box 8980
+DPO AP 09026-4941",Aqua,32.73914294,12.35195897,37.37335886,4.434273435,549.9041461,Female
+brianwilson@yahoo.com,"448 Stewart Divide
+New Ashleyfort, FM 84050",BurlyWood,34.55576799,12.17052542,39.13109673,3.663105491,549.8605905,Female
+dwhite@gmail.com,"02136 White Grove Suite 418
+Marytown, DE 70033",OrangeRed,33.25823783,11.51494907,37.1280395,4.662845304,549.1315733,Female
+bakerdrew@gmail.com,"39637 Griffin Plain Suite 691
+New Deborahview, MP 73870-3773",Chartreuse,33.35687434,13.45212896,38.50300885,3.318822279,549.0082269,Female
+karina59@gmail.com,"9580 Clark Trail Suite 687
+Williamsside, FM 57367",PapayaWhip,34.0816462,12.10454243,36.05964598,3.97452248,548.5185293,Female
+zmalone@yahoo.com,"PSC 6717, Box 7673
+APO AE 66950-0088",Moccasin,34.53665918,12.75207661,36.71413784,3.283663455,548.2803202,Female
+contrerastiffany@gmail.com,"439 Todd Summit Apt. 478
+Mooreland, AR 31655",CadetBlue,34.01261946,12.91457009,36.04620352,3.488029991,547.7099886,Female
+john85@martin-morgan.com,"USNV Reese
+FPO AA 73568-0730",Olive,33.75499473,12.06415663,37.27122169,3.970555628,547.3651406,Female
+hoovernicole@dorsey.net,"69403 Hernandez Knolls
+Marciashire, DE 36417-5667",HoneyDew,32.89398062,11.52987821,36.88808605,4.64325855,547.2443434,Female
+steven00@combs.com,"64460 Morris Fords
+Gonzalesmouth, MI 40832",RosyBrown,33.55655567,12.96030713,37.95194632,3.345922321,547.1907494,Female
+rojasmichael@wagner-thomas.com,"7602 Scott Plaza Apt. 158
+Lake Amberland, VI 10516-3276",DarkKhaki,31.95630056,12.8288934,36.95161668,4.571213024,547.1259317,Female
+ocortez@gmail.com,"4800 Ashley Spur Apt. 347
+Dannyfort, GA 23352",MediumBlue,32.29964716,12.16859647,37.07361617,4.403369831,547.1109824,Female
+michaelcampbell@yahoo.com,"96480 White Lane Suite 521
+Pattersonhaven, OR 39409-4561",Gray,35.86023651,11.73066139,36.88214908,3.416209978,546.5566669,Female
+wevans@gmail.com,"222 Jason Park
+Dominguezshire, NC 98241",Tan,31.57020083,13.37806333,36.33780003,4.369366794,545.9454921,Female
+paulkemp@yahoo.com,"PSC 9698, Box 5466
+APO AE 75496-3580",LightSalmon,33.14207933,11.43337993,35.89243163,4.470282584,544.7798637,Female
+youngellen@hotmail.com,"994 Joel Highway Suite 216
+New Jessicafort, UT 14179",DodgerBlue,31.57413802,12.94155573,36.72527683,4.560396067,544.4092722,Female
+middletonrenee@gmail.com,"71757 David Freeway Apt. 851
+West Carriefurt, NC 27106-3364",DarkCyan,32.46121245,13.29114305,38.63362565,3.8710034,543.3401663,Female
+nhenry@hotmail.com,"3874 Harper Plaza
+North Nancy, ME 96802-9462",BlanchedAlmond,34.85131417,12.41554196,37.67232248,3.130538462,543.1326263,Female
+chelsea05@hansen.com,"7182 Stephen Fork Suite 150
+Port Laurachester, CO 99974-1961",LightGray,32.45517629,12.75916898,36.59911235,4.131276648,542.7115581,Female
+drew27@ryan-thompson.com,"4475 Lopez Stravenue Apt. 690
+Smithchester, NV 84347",PeachPuff,33.67402748,12.96889313,37.33310742,3.229450904,542.4124767,Female
+lmalone@gmail.com,"USS Beasley
+FPO AP 50556-7615",AntiqueWhite,32.9751929,13.39445179,37.80697767,3.569046516,541.9722038,Female
+jessica97@hotmail.com,"32202 Curtis Branch Apt. 411
+Port Brettmouth, KY 01192-0594",Cyan,31.57613197,12.57989417,37.09326487,4.531986607,541.226584,Female
+prussell@lopez.com,"9985 Wolf Pass
+Brandimouth, CA 63346",Bisque,34.52301962,11.40577045,36.37827101,4.041244969,541.049831,Female
+jessicabrewer@simmons.net,"5052 Mccoy Passage Apt. 328
+Teresaport, FM 97139",LightBlue,34.00648892,12.95627661,38.65509454,3.275733705,540.9957391,Female
+katie25@gmail.com,"6861 Lopez Fork Apt. 114
+South Jamiechester, DE 63993",SpringGreen,32.77260993,13.27631301,36.60077705,3.462298847,540.2634004,Female
+sarahtran@dixon.com,"770 Katie Walk Apt. 585
+Port David, MN 52850",GoldenRod,35.03744996,11.93593497,35.78392374,3.310150347,538.9419745,Female
+hornesteven@gmail.com,"91425 Roy Trail
+Rivaston, NE 34949-2588",White,31.7207699,11.75234317,38.57360523,5.023934201,538.7749335,Female
+xkaufman@gmail.com,"02342 Melissa Islands
+Smithhaven, KS 68335",DarkViolet,35.37187609,10.5724666,36.86218335,4.198349061,537.9157529,Female
+teresaallen@hill-leach.info,"1958 Robert Bridge Apt. 250
+Malloryland, ID 03393-5336",WhiteSmoke,32.56723048,12.48901322,36.37147981,4.222436225,537.8461953,Female
+rogerstiffany@wilson-horne.com,"30700 Justin Ports
+Port David, PA 52171-5921",DarkOliveGreen,34.14039343,11.56852664,38.91874854,4.082855279,537.8252823,Female
+victoria53@hotmail.com,"16329 Sara Neck Apt. 463
+Bryanside, TX 62329",Pink,32.635878,12.17857308,35.67425603,4.13175504,537.7731625,Female
+kcannon@alvarez-cline.info,"55479 Peters Field Apt. 702
+North Micheleberg, PR 45063",Lavender,32.54345917,13.33283928,37.96439033,3.597459969,537.2150527,Female
+richard16@boyer-pratt.com,"4568 Jeffrey Lane Apt. 512
+South Jason, WV 78116-0966",LightSteelBlue,31.80930032,11.63466822,36.18253928,5.113319475,536.7718994,Female
+samuel94@hotmail.com,"5480 Vazquez Crossing Suite 825
+East Christopherland, PA 42104",DarkViolet,33.30188161,12.54248105,38.3113649,3.768561963,536.4231045,Female
+baldwinbryan@estrada-silva.biz,"1470 Kathleen Pass
+South Christopherberg, SD 22850",MediumSeaGreen,33.30443129,12.37849022,38.76429717,3.843848921,536.1308969,Female
+qeaton@savage.com,"27032 Michelle Forest
+Morrowtown, ND 14749",SaddleBrown,33.30433662,12.69266143,37.33359061,3.827375915,535.4807752,Female
+austinthomas@gmail.com,"5855 Gross Burgs Suite 169
+Ballland, AS 98525",AntiqueWhite,33.81173341,11.18680872,36.29889308,4.301996499,535.3216101,Female
+williamsjohnny@ferguson.info,"51920 Kent Junctions Apt. 352
+Walkerport, NY 11257-6647",LightYellow,32.80869759,12.81711309,37.03153922,3.8515788,534.7771881,Female
+dylanmartin@hotmail.com,"42644 Helen Keys Apt. 103
+Jessicahaven, KS 89406-1960",MidnightBlue,33.11995443,12.95326254,37.03427958,3.47202138,534.7714849,Female
+megan33@gmail.com,"84426 Julia Vista
+North Teresa, KY 50756",PeachPuff,32.91278511,11.36549203,37.60779252,4.599937358,534.7057438,Female
+stevenanderson@yahoo.com,"5401 Holt Corner Apt. 195
+Hannahstad, NC 86693-3595",LightGreen,34.65548568,10.3380727,36.15725594,4.396651901,533.5149353,Female
+tluna@hotmail.com,"01512 Hendricks Rue
+East Pamela, PR 46481",YellowGreen,32.18984473,11.38677555,38.19748325,4.808320373,533.3965538,Female
+stephaniehill@hotmail.com,"8248 Parker Overpass Apt. 024
+Lake Pamela, WY 44322-1735",Wheat,32.27459383,12.95481145,37.10881638,3.689916615,533.0400602,Female
+apark@walsh-obrien.net,"28942 Bradford Crescent
+New Morganfurt, MD 77162-0478",DarkGreen,32.35147815,13.10515852,35.57484167,3.641497162,532.9352188,Female
+rhonda96@little.org,"2977 Perez Row
+Lake Jack, TN 45336-9436",GhostWhite,32.07054622,11.73310622,37.53429101,4.671275461,532.7517876,Female
+ramirezjacob@turner.com,"19704 Kaitlin Flat
+West Andrewtown, VI 38642",Magenta,32.38103459,12.43312853,37.6269068,4.334001444,532.7248055,Female
+clifford76@johnson.com,"8032 Hodge Circle Apt. 255
+Lake Jessicashire, OR 54914",RosyBrown,32.33263707,11.54876144,38.57651555,4.773503047,532.7174857,Female
+kara33@gmail.com,"5527 Hogan Road
+South Jeffreychester, MA 28632",LavenderBlush,34.93560511,10.72841854,36.88119241,4.048510087,532.1274491,Female
+david80@knight.com,"368 Morris Ports Apt. 735
+New Lisaville, GA 34271-8632",MediumAquaMarine,34.35719627,9.477777608,37.90601452,5.047022551,531.9615505,Female
+rwilliams@trujillo.biz,"54560 Thompson Creek Apt. 029
+New Brianville, FL 84430-8588",BlanchedAlmond,31.42522688,13.27147504,37.23984661,4.02210291,530.7667187,Female
+kenneth27@smith.com,"721 Robert Viaduct Apt. 052
+Lake Olivia, MO 93807",DarkGreen,32.60790272,13.67724584,37.7446997,2.871947536,530.3624689,Female
+tinasmith@martinez.info,"40000 Ann Port Suite 474
+Youngberg, MS 03651",LemonChiffon,33.11020506,11.98204499,35.29308775,3.923488746,529.5376653,Female
+dawnlewis@watkins.org,"623 Erica Flat
+Lake Josephland, MT 73514",Crimson,32.68612926,12.21525242,36.59436168,3.89711586,529.2300901,Female
+lisadelgado@gmail.com,"57993 Jennifer Unions Suite 685
+Emilyville, OK 53366-2375",Olive,33.4995061,11.94659088,36.48632507,3.937862643,,Female
+michael00@yahoo.com,"03065 Henry Courts Suite 443
+Derekstad, VT 88473",DarkSlateGray,33.605799,13.6851189,34.89198327,2.685284836,529.0566632,Female
+katrina56@gmail.com,"172 Owen Divide Suite 497
+West Richard, CA 19320",PaleVioletRed,34.70252897,11.69573629,37.19026771,3.576525915,529.0490041,Female
+bushsusan@hotmail.com,"20618 David Square
+Gayland, HI 78719-9628",Moccasin,32.1223648,11.43553387,36.22355746,4.852842407,528.9336186,Female
+nicolegay@jennings.com,"50718 Timothy Light
+Garciaport, SC 60266-6696",BlueViolet,33.59891334,13.25273709,37.30596142,2.935577274,528.4193297,Female
+david28@wallace-hill.org,"43382 Heather Meadows
+New Lisaburgh, WI 19151-0302",LightBlue,33.38411057,12.67740144,35.62253059,3.680847338,528.309225,Female
+campbellross@yahoo.com,"6218 Michael Station Apt. 982
+Salazarburgh, NJ 79955",DarkRed,34.56868085,11.37808709,38.30447119,3.78493211,528.2238094,Female
+martinezleah@carter.com,"8456 Joseph Locks Suite 926
+Christopherport, TN 57784",PaleGreen,33.38599019,12.78217179,35.55077227,3.228717686,527.7837898,Female
+tammy12@gmail.com,"78297 Brown Street Apt. 786
+East Taylorfurt, AK 97246",Chocolate,34.17951757,12.58154773,35.4442647,3.137068975,527.7829958,Female
+pkline@hotmail.com,"PSC 6338, Box 7637
+APO AA 22066",MediumTurquoise,33.13665525,13.89131342,39.22071295,2.907094935,524.7976276,Female
+nielsencarmen@harrell.net,"2491 Yates Crest Suite 316
+Connieville, FL 92080-0819",DeepPink,32.28312306,10.90255623,36.09424195,4.789201624,524.6379646,Female
+hickmanelizabeth@yahoo.com,"12641 Greer Track Apt. 183
+North Mitchell, IA 77991-6276",DeepPink,32.67294353,12.27605698,37.19279353,3.982471513,523.6339351,Female
+smithtracey@mcgee.com,"PSC 4508, Box 7961
+APO AA 55271-2375",DarkOliveGreen,34.39016366,12.64519514,38.46832111,2.87459691,522.4041413,Female
+ryanwerner@freeman.biz,"Unit 2413 Box 0347
+DPO AA 07580-2652",Tomato,33.87936082,11.584783,37.08792607,3.713209203,522.3374046,Female
+duane56@hotmail.com,"24373 Mcgee Drive Apt. 990
+New Mariahaven, NH 14470",Gainsboro,33.61603789,11.9363865,38.768641,3.649286158,521.8835732,Female
+katherine20@yahoo.com,"68388 Reyes Lights Suite 692
+Josephbury, WV 92213-0247",DarkSlateBlue,32.0215955,11.36634831,36.68377615,4.685017247,521.5721748,Female
+aaron04@yahoo.com,"16338 Scott Corner Suite 727
+West Alexandra, AR 54429",SeaGreen,33.7051128,10.16317906,37.76304108,4.778973636,521.2407802,Female
+dbrown@gmail.com,"76666 Kathy Locks
+Port Susan, ME 64335",Indigo,33.55210836,11.12087087,36.80837606,4.027813842,521.1953105,Female
+grichardson@ryan.info,"79139 Boone Common
+Stewartstad, DE 63633-1812",SteelBlue,33.79038721,11.94234087,38.06341359,4.081802695,521.1429518,Female
+gregoryholmes@hotmail.com,"2891 Martin Plain Suite 197
+Melaniestad, NE 65650-8529",DarkSalmon,32.6882293,13.76153285,39.25293095,2.995761183,520.8987945,Female
+madisonalexander@gmail.com,"791 Allen Trafficway Suite 776
+Christopherland, DC 41460",Orange,34.11756669,11.59187167,37.7436197,3.678589399,519.3729768,Female
+denise22@hernandez-townsend.com,"USNS Cardenas
+FPO AA 85439-9449",Silver,32.90325097,11.65757592,36.77260376,3.919302309,519.3409891,Female
+anntaylor@hotmail.com,"PSC 1634, Box 8167
+APO AA 49814",Teal,33.78015676,11.91763618,36.84473382,3.634996006,518.7864831,Female
+briannasantana@gmail.com,"88978 Noble Crest
+North Rosemouth, FM 53484-6689",LightPink,32.49839307,13.41075918,35.99048895,3.184618662,518.064558,Female
+jjones@yahoo.com,"047 Carla Locks
+Coreymouth, AR 98066",GreenYellow,32.23014912,11.08436084,37.95968432,4.72402744,517.1651356,Female
+angelaphillips@gmail.com,"102 Karen Court
+New Jameston, SC 57761-6570",MintCream,32.65726859,11.95792306,36.63465233,4.106055152,516.8315567,Female
+beth76@yahoo.com,"4522 Paul Heights Suite 851
+Adamsland, RI 08981",Crimson,33.47160053,11.66226343,36.05024078,3.997255378,515.8288149,Female
+mooremichelle@logan.com,"07813 Randy Point
+Lake Thomasberg, MO 06013-9920",Pink,33.36938094,12.22248394,36.35523488,3.447017793,515.5024797,Female
+richard81@day.org,"7955 Samantha Walk Suite 230
+North Luis, IL 44629",SlateBlue,33.01479222,11.76117233,37.57016384,3.834169667,514.3365583,Female
+scastillo@hotmail.com,"0922 Gutierrez Loaf
+Wattsbury, OH 96315",Moccasin,33.26833022,11.1133299,37.38794554,4.01872661,514.2395207,Female
+raylopez@hotmail.com,"3600 Amber Plains Suite 002
+North Jamesburgh, VA 07917",DarkGoldenRod,32.1977238,11.83023109,36.6338567,4.193324636,514.0889577,Female
+swilliams@ball-arroyo.com,"450 Samantha Valleys
+Collinsborough, KS 37205-9891",Orchid,32.55052657,13.04124459,36.65520808,3.456233824,514.0098178,Female
+teresapacheco@salinas.biz,"75805 Larry Mills
+East Cristian, MH 53820",DarkMagenta,32.04780098,12.71803917,37.66110668,3.6758488,513.4505712,Female
+aschmidt@johnson.biz,"Unit 1743 Box 8085
+DPO AE 47693-8164",Blue,32.21292383,11.73299146,35.63395395,4.331863027,513.1531119,Female
+casey21@johnson.com,"691 Johnson Field Apt. 510
+Michaelville, VI 78140",SpringGreen,33.59852032,11.58631953,39.09462703,3.60439856,512.8253581,Female
+dominguezmaria@gmail.com,"1768 Rosales Ford Apt. 793
+Lake Markbury, SC 31567",RoyalBlue,34.17375202,12.14474854,37.25803146,3.397363093,512.5525344,Female
+johnsonchelsea@gmail.com,"19270 Velasquez Coves
+Boylechester, AZ 51480",LightCyan,32.08838063,11.9078441,35.18912244,4.349778419,512.1658664,Female
+carrillojacob@perry-larsen.com,"909 Hicks Mountains
+Gabriellaport, MD 33121",Aquamarine,32.27184828,13.48500899,37.55088041,3.086337272,511.97986,Female
+victoriajohnson@gmail.com,"2082 Christopher Place Apt. 081
+Cynthiahaven, HI 99393-8910",DarkViolet,33.45430193,11.01675564,37.63731096,4.137000388,511.0387861,Female
+kellydeborah@chan.biz,"354 Sanchez Wall Suite 884
+Juliabury, VI 39735",DarkTurquoise,33.4310971,13.35063168,37.96597162,2.768851943,510.6617922,Female
+montgomerycheyenne@hotmail.com,"1812 Sandra Shoal Apt. 350
+Amandamouth, SC 87794-1628",FireBrick,32.5367749,11.12136606,36.97937237,4.129254688,510.5394217,Female
+leonardhancock@hotmail.com,"64147 Alexander Station Apt. 474
+East Jasonview, MN 83788",SeaShell,34.34392191,11.6930582,36.81293413,3.447092896,510.5014785,Female
+brian28@sanchez.org,"7446 Mary Ferry
+Lake Sherryfurt, GA 49066-0207",GhostWhite,34.69559119,11.60899707,37.68487728,3.163091931,510.4013885,Female
+melissa08@rowe.net,"13799 Cortez Inlet Suite 733
+East Stevenshire, AL 32757",Tan,33.39826013,11.03785041,38.61733445,4.116340467,510.1598173,Female
+david47@hotmail.com,"37216 Krista Drives
+West Andrew, DE 70036",DarkKhaki,32.38696867,12.7179951,35.12882235,3.481062133,508.7719067,Female
+potterkenneth@strickland.com,"2559 Harris Pines Apt. 514
+Michaelshire, ME 21753-8834",MediumSlateBlue,33.44155304,11.23596895,37.05261631,3.90447938,508.735741,Female
+vickie90@lee-wilson.com,"9135 Rodriguez Dam
+Ramirezberg, MS 77223",DarkSeaGreen,32.82030995,11.63489325,35.36862633,4.124585297,507.4418323,Female
+michael53@munoz.com,"USNS Mitchell
+FPO AP 92946",MediumBlue,32.28866691,12.02011209,39.07440021,3.911708668,507.3900618,Female
+floresarthur@yahoo.com,"12612 Johnson Skyway Suite 764
+Jessicaville, CT 14968-6590",Magenta,33.07653561,9.607314688,36.49399255,5.081210092,507.212569,Female
+briangonzales@gmail.com,"572 Michelle Motorway Apt. 889
+New Craig, ND 17250",Fuchsia,32.40173183,12.08930957,38.3099079,3.873337569,506.5473071,Female
+walkererica@scott.com,"86536 Barnes Track
+South Kyle, MT 21570-5606",MediumAquaMarine,33.644177,13.16002004,36.40774745,3.015175299,506.5363931,Female
+fuenteskathryn@schmidt-johnson.org,"839 Heather Cliff
+South Blake, SC 90412",Cyan,33.61256335,11.470565,37.06168877,3.802511439,506.42386,Female
+bushsharon@barber.com,"0013 Andre Field
+Whitebury, AZ 68447-6306",DarkSeaGreen,33.2473222,11.95642648,36.51734612,3.45175071,506.3758668,Female
+davischristina@hotmail.com,"49352 Avila Terrace Suite 624
+Amandaland, GA 99736",SeaGreen,34.72908017,11.96689808,36.54759628,2.957448757,506.1323424,Female
+linda90@yoder.org,"979 Alison Motorway Apt. 676
+North Frank, HI 55870-2651",WhiteSmoke,33.4771904,12.488067,36.51838359,3.345570976,505.7711403,Female
+ievans@hotmail.com,"2064 Poole Groves
+North Chrisland, SC 78169",NavajoWhite,33.21718784,10.99968366,38.44276669,4.243812817,505.2300683,Female
+ethomas@yahoo.com,"1279 Douglas Mountains
+Port Christopherberg, RI 32811-8325",LightGreen,33.69489765,11.2026699,35.49396408,4.01598664,505.1196375,Female
+lance88@briggs.com,"16001 Wilkins Island Suite 852
+Jonathanfort, AL 88541-7817",FireBrick,32.60558364,12.06881608,36.1050005,3.917451119,505.1133435,Female
+jessica04@christian-riley.com,"338 Graham Loaf Suite 236
+East Toddton, FM 43566-4238",LemonChiffon,34.87849495,13.06789568,36.67822227,1.920715478,504.8704324,Female
+aaron11@luna.com,"672 Jesus Roads Apt. 443
+Thompsonland, WY 69228",LightSkyBlue,32.44952156,13.45772494,37.23880567,2.941410754,503.9783791,Female
+jmartinez@anderson.org,"14889 Page Prairie
+Dennisville, NV 27982-4210",PeachPuff,31.72420252,13.1722875,36.19975347,3.557813698,503.3878873,Female
+phillipscarrie@gmail.com,"625 Andrew Locks
+Madisonside, AZ 74068",FloralWhite,32.42330473,13.05827793,37.26387556,3.373104674,503.2173931,Female
+rcarter@crane-thompson.org,"14064 Frazier Hills Apt. 176
+Amyborough, MP 77858-0018",MediumVioletRed,33.48193057,11.91867031,37.31770495,3.336339382,503.1750852,Female
+arnoldsamuel@wilson.com,"949 Tapia Viaduct
+Martinezfurt, CT 79271-8205",LightSkyBlue,32.77049216,11.37176736,35.26149812,4.03438613,502.7710746,Female
+sanchezkara@hotmail.com,"40494 Robert Park
+Heatherside, IL 70364",SlateBlue,34.33486453,11.10945633,38.58585476,3.89289148,502.4097853,Female
+deborah48@white.com,"1693 Gary Mission Suite 479
+Lake Kelly, MO 68205",DarkGreen,33.29258731,11.90650776,38.42286529,3.3766875,502.1327892,Female
+yvaughn@meyer.com,"9863 Dawn Court Suite 429
+Lake Connie, MI 12238",OldLace,33.10035775,11.83211223,36.84149164,3.612239152,502.0925279,Female
+alexandermichael@hotmail.com,"2086 Lisa View
+Ortegabury, MI 43544",WhiteSmoke,32.69323954,12.6007504,37.37011822,3.467014066,501.9282649,Female
+lisacabrera@yahoo.com,"9801 Thomas Pike Suite 058
+Brandishire, AK 88122-1314",DarkSlateBlue,33.01954799,10.63456132,37.49669015,4.646119977,501.8744303,Female
+mark94@yahoo.com,"586 Timothy Union Suite 592
+East Joseph, MO 81374",Salmon,32.65462161,11.05232365,37.63300942,4.717102513,501.7492333,Female
+gharrison@davis.com,"04140 Cameron Brooks Apt. 724
+South Laurenberg, HI 08562",MediumSpringGreen,33.17720467,11.62277717,35.96889569,3.634093727,501.2091727,Female
+vancealicia@hotmail.com,"06307 Scott Spurs Suite 161
+Jessicaburgh, NH 26093-5908",RoyalBlue,31.81642833,14.28801459,36.77386137,2.964497876,501.1224915,Female
+cunninghamkyle@ellis-parker.org,"449 Williamson Lakes Apt. 118
+Travisville, AK 06848-0177",LightGreen,33.07570303,12.31984506,37.81915511,3.442799202,501.1002452,Female
+hortonrobert@hotmail.com,"31309 Stacey Keys Apt. 979
+South Jason, KS 35357",Salmon,33.20061634,11.96598027,36.83153585,3.549036057,499.1401524,Male
+kday@gmail.com,"4835 Jessica Walk Suite 205
+West Jacob, NH 93681",Magenta,33.48551976,11.8873453,35.86244708,3.206756698,498.6355985,Male
+allison80@carson-hansen.com,"04311 Oconnor Park Apt. 415
+Kelleystad, ND 63064-8935",ForestGreen,33.63080077,12.03964784,38.92408705,2.873007509,497.81193,Male
+hannahwilson@davidson.com,"49791 Rachel Heights Apt. 898
+East Drewborough, OR 55919-9528",DarkMagenta,33.71598092,12.41880832,35.77101619,2.735159567,497.7786422,Male
+jenniferbarnett@gmail.com,"0772 Michael Isle Suite 617
+Meyerstown, WA 45449-6768",SeaGreen,33.24190043,12.30541781,36.16364817,3.062368145,497.5866713,Male
+taylor91@hotmail.com,"3132 Willie Harbor
+Kaylafurt, FL 01107",CadetBlue,33.46869995,13.08550576,35.84582711,2.926940235,497.5136833,Male
+autumn88@mendoza-mills.com,"214 Obrien Lakes Suite 572
+South Jeremy, KS 52867-7617",MediumOrchid,32.04781463,12.48266992,35.53602453,3.393902788,497.3895578,Male
+longphillip@yahoo.com,"13044 Woods Heights
+Andreamouth, ND 52317-6007",LightGreen,31.73663569,10.74853366,35.73870747,4.835528667,496.9334463,Male
+rjohns@gmail.com,"264 Derek Dam Apt. 680
+West Danielle, SD 91517-8611",DeepPink,32.84393022,11.83228622,36.81401056,3.471919137,496.6507081,Male
+melissa08@nelson.com,"15863 Harrington Glens Suite 012
+Marystad, LA 50652-8210",Tomato,31.76561882,12.44261655,38.13171203,3.850279639,496.5540816,Male
+jacqueline46@mcdonald-smith.biz,"3794 Michael Forest Apt. 750
+New Stephenberg, MD 61004-0181",Gray,33.82635201,12.08409173,35.89035796,3.021671822,495.2994425,Male
+joshua56@garcia.com,"38154 Davis Locks
+Lake Stevenfort, KY 86814-9222",Indigo,31.35847719,12.80988347,36.54966799,3.63770128,495.1759504,Male
+bhamilton@shaw.biz,"036 Mary Drive Apt. 581
+Port Brandytown, FL 66143",DarkOrchid,33.91401512,12.26650384,36.57503098,3.023474446,494.6871558,Male
+dhudson@ramos.net,"5661 Grant Centers
+Stevensfurt, CT 53959",Olive,30.97167564,11.73136429,36.07455114,4.426364081,494.6386098,Male
+afry@ford.biz,"399 Jeremy Skyway Suite 377
+North Keithville, IL 55074",PaleTurquoise,32.2917561,12.19047429,36.15246209,3.781823039,494.5518611,Male
+crawforderik@price.org,"5183 Michael Ramp
+East Lukeburgh, FL 93972",DarkKhaki,32.49719846,12.83280284,37.67924462,2.972271382,493.719193,Male
+elizabethnunez@vasquez-nelson.net,"209 Andrew Viaduct
+Port Anna, OR 01627-8037",Cornsilk,32.59209323,10.31471792,36.7290294,4.791108745,493.1812614,Male
+rayvanessa@fischer.com,"2583 Mark Springs
+Lake Robert, AL 40928",White,34.19705969,13.03356618,37.07679516,2.633419989,493.1802162,Male
+tknapp@yahoo.com,"15810 Karl Plain
+Davidville, TX 64072",MediumSpringGreen,32.01230077,12.17833133,37.71598618,3.722561173,492.9450531,Male
+andrew06@peterson.com,"26104 Alexander Groves
+Alexandriaport, WY 28244-9149",Tomato,33.99257277,13.33897545,37.22580613,2.482607771,492.6060127,Male
+antonioharris@hotmail.com,"4307 Nicholas Drive Apt. 259
+Ramirezberg, AS 59832",MediumBlue,33.70088554,13.47157767,37.0716432,2.379076497,492.5568337,Male
+qgarcia@williams.com,"465 Kenneth Common Apt. 192
+North Tracy, WI 36024-8978",Aqua,33.43782956,12.59542035,36.2620318,2.969640227,492.1050524,Male
+bwilliams@hotmail.com,"1549 Walker Passage Apt. 463
+West Calvin, AZ 03144",PaleVioletRed,34.37032705,11.88780042,37.86144726,3.046620189,491.9115051,Male
+joshuaodom@gmail.com,"5277 Patel Brook
+East Audrey, NJ 19075",DarkGoldenRod,32.72836,13.10450724,38.87804051,2.820097234,491.0732237,Male
+sandraharrison@bailey-gordon.net,"7835 Rogers Roads
+East Amberhaven, MI 70835-2286",LightSeaGreen,32.86532717,11.98441752,37.0443614,3.452388583,490.7386321,Male
+hallthomas@lane.com,"22630 Bell Centers Suite 030
+North Danielport, FM 31756",DarkTurquoise,32.45455254,11.8229833,36.94612578,3.656983927,490.6004425,Male
+johnsonpaul@keller-woodard.org,"USCGC Dodson
+FPO AA 87781-3935",LimeGreen,30.87948434,13.28043224,36.93615938,3.585160635,490.2066,Male
+javier02@landry.net,"Unit 7029 Box 3429
+DPO AE 56975",CadetBlue,33.02642035,13.18681287,38.0669296,2.898299578,489.9080531,Male
+sharon82@saunders.info,"873 Clay Flats Apt. 810
+Lake Kyle, GU 48782",DarkGreen,31.51473786,12.59567131,39.60037647,3.751734552,489.812488,Male
+fbryant@gmail.com,"284 Jennifer Curve
+Lake Hollyberg, IN 05228",GreenYellow,32.59718266,10.88956686,38.21257083,4.442054329,488.7860611,Male
+justin26@gmail.com,"32303 Baldwin Causeway
+South Robertside, HI 58126",RosyBrown,32.76566459,12.50654819,35.82346667,3.12650949,488.3875258,Male
+gomezalicia@hotmail.com,"506 Allison Cove Apt. 766
+Weeksstad, AS 71308",MediumSpringGreen,32.27844335,12.52747174,36.68836654,3.531402303,488.270298,Male
+hking@hotmail.com,"85181 Christian Courts Suite 758
+Larryfurt, MS 38722-6766",PeachPuff,33.0697683,11.76432596,36.87502581,3.516051017,487.6462317,Male
+ncummings@yahoo.com,"344 Jessica Stravenue
+New Brian, MA 04730-6761",Beige,31.06132516,12.35763811,36.16604163,4.089330841,487.5554581,Male
+pallen@yahoo.com,"24645 Valerie Unions Suite 582
+Cobbborough, DC 99414-7564",Bisque,33.00091476,11.33027806,37.11059744,4.104543202,487.5475049,Male
+hyoung@jones.info,"73469 Baker Forest Apt. 550
+Allenbury, TX 63791",Cornsilk,33.8777793,12.51766629,37.15192066,2.669941624,487.379306,Male
+katherinegray@yahoo.com,"685 Sexton Ranch Suite 125
+Lake Robertshire, NE 04469-3024",Cyan,31.12397435,12.38651626,35.63211222,4.288486771,486.9470538,Male
+heatherhall@yahoo.com,"8522 Regina Port Suite 782
+Port Kaitlin, TX 50501-7264",MediumSlateBlue,32.33598964,13.00781942,37.85177917,2.996364526,486.8389348,Male
+randywhite@armstrong.biz,"0506 Pitts Forks
+Woodsbury, AL 98082-8186",Teal,32.78494023,12.45120001,36.66579137,3.535802468,486.1637991,Male
+pamelahampton@martin-cobb.com,"91542 Jessica Springs Suite 255
+Thomashaven, MT 39239-3790",DarkSeaGreen,32.34279623,11.40964462,35.77778217,3.872432042,486.0834255,Male
+oolson@collins.com,"07867 Horn Lake
+West Teresatown, VT 64387-1228",Aqua,32.53379686,12.29336584,37.0646212,3.620364988,485.9231305,Male
+richard35@hale-duncan.net,"33940 Craig Throughway Apt. 334
+Martinview, IL 62015-0314",GhostWhite,31.44597248,12.84649907,37.86921694,3.42014953,484.8769649,Male
+keith13@yahoo.com,"81830 Katie Squares
+Port Austinland, FL 73522-0761",LightGoldenRodYellow,33.29698192,12.49105874,38.23894085,2.709526627,484.5198091,Male
+sfarley@jones.com,"0554 Powers Curve
+Nathanchester, FL 06878-6336",AntiqueWhite,32.39742194,12.05534016,37.68546549,3.506967574,483.7965221,Male
+amberchase@fowler.info,"1867 Gregory Isle Suite 022
+Port Tammy, LA 52305-9696",GreenYellow,33.9252966,11.58865542,35.25224202,3.392050489,483.673308,Male
+wesleyvance@moore.com,"210 Johnson Street Suite 717
+New Bethanyborough, MO 84817",Magenta,33.71755461,10.80696607,36.01231723,3.701229217,483.5431939,Male
+chris67@ryan.biz,"716 Bush Greens Apt. 098
+Trevorton, MA 17817-8000",Silver,32.78977262,11.67006592,37.40874848,3.414688423,483.1597208,Male
+vancemichelle@gmail.com,"6586 Reginald Crest Apt. 061
+North Josephfort, NM 55275",DeepPink,32.31985797,12.4181132,36.1553362,3.222080767,482.8309859,Male
+cbrady@gonzalez-miller.com,"193 Ashley Plaza Suite 706
+Hernandezport, WV 71270-7338",Aqua,32.7111193,12.32629139,36.67387836,3.350279288,482.6024673,Male
+welchashlee@hotmail.com,"PSC 8159, Box 3254
+APO AP 71071-4890",GreenYellow,33.35839828,12.70368793,36.10091445,2.724108202,482.3535703,Male
+adamperkins@terrell.com,"2595 James Creek Apt. 571
+Millerberg, HI 82236",PaleVioletRed,32.60273898,11.76444759,37.92270381,3.525806412,482.1449969,Male
+dongarcia@hotmail.com,"546 Benjamin Lights Suite 421
+Romerofurt, NC 43746-4501",MediumBlue,33.11721873,11.86412636,36.58272777,3.202531199,479.7319491,Male
+micheleblanchard@lopez-greene.com,"555 Hunt Track Suite 307
+South Kristi, PA 73709",SlateGray,32.2559012,10.48050683,37.33866962,4.514122441,479.7319376,Male
+veronicapruitt@hotmail.com,"Unit 7502 Box 8345
+DPO AE 53747",Cyan,33.2485062,11.65659203,36.54860515,3.363411394,479.6148117,Male
+egomez@hotmail.com,"768 Riley Pine Apt. 624
+Kellymouth, OK 98992-3108",MistyRose,33.60685082,12.21407375,37.19842782,2.905238361,479.2474168,Male
+josesims@hunter.com,"8830 Debra Loaf Apt. 341
+Drakeville, ME 22340",SlateBlue,33.9257949,12.01102188,36.70105232,2.753424169,479.2310929,Male
+melindahartman@gmail.com,"3761 Jared Mountain
+Nicholasport, WY 51181",Pink,31.6005122,12.22296745,36.82275323,3.41450624,479.1728515,Male
+hunterlucas@gmail.com,"89301 Kylie Crossroad
+Petersonberg, MH 23834",Turquoise,33.58294684,12.76153128,36.90818962,2.479339823,478.9514048,Male
+efreeman@moore.com,"223 Powell Ridges
+East Richardtown, RI 90715-2178",White,32.20079864,12.27698171,38.23260623,3.316464745,478.8853913,Male
+langmatthew@hotmail.com,"606 Perez Drives
+Maryside, CO 94387-5877",DimGray,32.04983939,12.23805735,38.73086174,3.120568915,478.7193569,Male
+jeffery48@mcguire.com,"52326 Townsend Centers
+Lake Williamburgh, NJ 70568-7463",LightCyan,32.3025531,11.97906148,38.26906069,3.53286158,478.6009159,Male
+flevine@gmail.com,"5292 Melanie Crescent Apt. 064
+Fischerborough, NV 85721-5045",AliceBlue,32.20465465,12.48070152,37.68028761,3.27946626,478.584286,Male
+suzanne63@gmail.com,"229 Eric Mountains
+New Caleb, PA 00396",LightSalmon,33.26463207,10.73213134,36.14579171,4.086566338,478.2621264,Male
+mary45@gmail.com,"33213 Tanner Knolls Apt. 519
+Whiteborough, OR 37119-7790",Lime,33.67683087,10.97139243,37.72236711,3.629339915,478.1830597,Male
+cunninghamwilliam@hotmail.com,"4589 Dan Fords
+Beasleyburgh, ME 96590-8272",HoneyDew,32.74936818,9.954975969,37.38831487,4.650491269,478.1703341,Male
+christopherhaas@gmail.com,"56674 Melanie Flats
+Schneiderberg, IN 66532",MediumPurple,32.71251233,11.72447386,37.1531516,3.308443001,476.7667242,Male
+acontreras@hotmail.com,"88995 Edwards Row Suite 456
+North Jo, DE 02062-7953",Sienna,33.54774794,10.73536292,37.45837473,3.863425442,476.1914133,Male
+tina16@santiago.com,"314 Kidd Run
+Johnfort, KS 46546-2732",White,32.997459,12.58924056,37.33224075,2.804013693,476.1392469,Male
+kimberlyfrederick@gmail.com,"71299 Jessica Shoals
+East Mark, IA 48085-1070",DeepSkyBlue,33.16713688,11.92884209,36.91463331,3.164943995,475.7590678,Male
+ashleymoreno@gmail.com,"11430 Meza Green Suite 037
+Martinezborough, FL 40624-8726",DarkViolet,31.6739155,12.32914702,37.07437107,3.982462319,475.7250679,Male
+denisemorrow@johnson-james.net,"24458 Hudson Square
+Hallside, PA 68038",MediumSpringGreen,31.65480968,13.01445915,37.78903635,3.010209778,475.2634237,Male
+kelly24@lewis.info,"983 Ross Glen
+West Jessica, NJ 42860-5757",Bisque,34.14496899,12.90266489,36.61119878,2.223993458,475.0716299,Male
+kiarakim@harris.org,"1502 Gonzalez Throughway
+Kathrynchester, FM 86014-7194",Linen,32.99838766,10.94684194,37.64780806,3.826030618,475.0154071,Male
+brandonsmith@yahoo.com,"62106 Nathan Mountain Suite 505
+North Matthewborough, AZ 32092-6122",Gold,33.59396355,11.52056679,36.1891318,3.561215271,474.5323294,Male
+johnsonhannah@gmail.com,"634 Robert Hill Apt. 800
+Coxtown, OK 32430",Thistle,31.90485713,12.22772828,36.98591348,3.771420132,473.9498574,Male
+erik46@hotmail.com,"20711 Martin Harbors Apt. 582
+New Justinborough, AK 40834-2664",LemonChiffon,34.44787144,10.60772387,36.81909551,3.366463743,473.7289665,Male
+mitchellscott@gmail.com,"3976 Tom Streets Suite 438
+Port Davidtown, AL 55334-2369",DarkOrange,32.76245596,10.95235338,37.64629179,4.019470352,473.3604956,Male
+solischristina@gmail.com,"43102 Russo View Suite 717
+Hollyport, SC 15344",SlateBlue,31.85125313,12.41896198,35.97765171,3.25174177,472.9922467,Male
+ppowell@gmail.com,"74260 Carly Mews Suite 703
+Jonesberg, OR 39594",BlueViolet,32.87273861,12.09396636,36.62077386,3.049195744,471.6028844,Male
+taylormason@gmail.com,"7773 Powell Springs Suite 190
+Samanthaland, ND 44358",DarkBlue,32.38797585,13.14872569,36.61995708,2.494543647,470.4527333,Male
+mosleyjacob@yahoo.com,"PSC 1790, Box 8872
+APO AE 01821-4769",Orange,33.66599032,12.26371768,38.86023443,3.139526935,469.3831462,Male
+craigcastro@burgess.com,"65407 Warner Forges Suite 071
+New Lori, AZ 30132-2395",OrangeRed,32.8052204,11.83547609,36.37506611,3.43959056,469.3108615,Male
+blevinseric@stephens.com,"PSC 3676, Box 1549
+APO AE 26130-7683",Orange,32.83810016,12.3643416,38.03910939,3.309182328,468.9135013,Male
+wagnerbrian@hotmail.com,"50593 Wells Roads Apt. 110
+South Amy, MI 06969-2026",AliceBlue,32.55949313,11.79779551,37.7773658,3.195625776,468.6684656,Male
+donald67@harrison.com,"9759 Tammy Skyway Apt. 171
+Lake Debra, AS 95011",Lime,34.7093233,10.65179378,37.14600653,3.218265385,468.4457372,Male
+stevenjohnson@yahoo.com,"PSC 4427, Box 6116
+APO AP 87584-5187",SandyBrown,33.00084964,11.23074331,36.99529017,3.781703565,467.8009244,Male
+jacksonking@mccormick.com,"120 Micheal Fort Apt. 762
+East Patrickbury, WY 65946",DarkMagenta,30.83643267,13.10010954,35.90772143,3.361612985,467.5019004,Male
+jamesfaulkner@hoffman-wolfe.org,"Unit 0474 Box 0661
+DPO AP 48938-3469",Blue,34.39432665,12.80775183,38.55103029,1.810079876,467.4278485,Male
+arice@reynolds.info,"740 Marshall Squares
+Davidbury, AL 94251-0846",Thistle,33.56647439,12.23565925,37.27757338,2.532044062,466.4211988,Male
+james30@carter.biz,"3604 Richard Junctions Suite 448
+Brownburgh, CO 64856-8238",LimeGreen,32.38473266,10.8616042,36.58443762,3.993656513,465.8893127,Male
+brenda25@gmail.com,"353 Jones Loaf Apt. 767
+South Michaelburgh, PR 16281-4840",OliveDrab,33.4322314,10.85960853,38.83567008,3.669225611,465.1766233,Male
+jacksonboone@rubio.com,"973 Marc Ports
+Brownstad, IN 48786-6700",Sienna,32.60928264,10.53730754,35.7305524,3.914384667,463.923513,Male
+patriciajackson@jenkins.info,"981 Matthew Valley Apt. 621
+Lake Tracyburgh, NM 33288-1364",Thistle,32.00475302,11.39520943,37.33281446,3.803364999,463.7459811,Male
+zachary94@gmail.com,"99902 Scott Road
+Joyton, MT 46760-7400",Purple,31.3123496,11.68490419,38.7170763,3.5942951,463.591418,Male
+david79@lopez-montes.com,"969 William Manor
+West Sherry, MA 66282-2258",Purple,32.11640012,12.38069498,37.23200331,3.089527782,463.4849954,Male
+fishermichael@ramos.com,"565 Duarte Keys Suite 293
+Traceytown, IN 17797",LimeGreen,34.59402115,10.94725858,35.88399439,3.159754444,462.8976362,Male
+kimberlyruiz@smith-gordon.com,"503 Adams Pines Apt. 638
+North Ashleyside, AZ 34687-6128",DarkRed,33.44812501,11.90375668,36.8745436,2.782757828,462.6565189,Male
+melinda39@morton.info,"13693 Cox Falls Apt. 693
+Padillaview, PW 28998-0386",Moccasin,31.94801742,13.08535689,37.6056528,2.64859677,461.9208769,Male
+robertramirez@kaiser.com,"1583 Anderson Coves
+East Rebecca, NH 27212",Purple,33.89464039,10.61053652,37.97738874,3.53712388,461.7909591,Male
+jstark@anderson.com,"49558 Ramirez Road Suite 399
+Phillipstad, OH 35641-3238",Peru,30.73772037,12.63660605,36.21376309,3.357846842,461.7807422,Male
+garnerjustin@king.com,"0833 Brian Canyon Suite 566
+Anthonymouth, VT 01329-7541",DarkCyan,34.00207092,11.85468192,37.49189221,2.761861926,461.6282784,Male
+dana59@hotmail.com,"31927 Jill Mountain
+South Jessica, MN 63418",Blue,33.12869269,10.39845771,36.683393,3.859817999,461.1122484,Male
+francisgeorge@thomas.org,"27563 Vincent Lake
+Allenchester, DC 22159",Teal,33.92462481,11.91141556,38.2747022,2.910037917,460.0612774,Male
+connorlambert@yahoo.com,"931 Andrews Heights
+South Shelley, NV 21850",Khaki,31.8530748,12.14937549,37.32533422,3.361814624,459.2851235,Male
+ulee@wells.com,"309 Singleton Hollow
+Matthewhaven, NJ 68776-7477",LemonChiffon,33.63781168,12.03950237,34.48718475,2.739200467,458.7811317,Male
+lisa94@jackson.com,"40288 Stephens Corner Apt. 221
+West Stephanie, OK 55617-4332",CadetBlue,32.7273192,13.01337563,36.65127792,2.367848224,458.3769107,Male
+wjennings@gmail.com,"6362 Wilson Mountain
+Johnsonfurt, GA 15169",PowderBlue,32.1253869,11.73386169,34.89409275,3.136132716,457.8476959,Male
+cwilson@hotmail.com,"680 Jennifer Lodge Apt. 808
+Brendachester, TX 05000-5873",Teal,33.32250105,12.39142299,36.84008573,2.336484668,456.4695101,Male
+jeffreydawson@gmail.com,"9944 Trevor Expressway
+Robinsonstad, OR 34630-1840",DarkSeaGreen,34.30187022,10.56829469,36.17312563,3.315224754,453.1695024,Male
+krista86@norton.net,"0537 Rice Village
+West Kylieberg, NJ 19433-5090",Azure,34.312167,11.81058676,37.41413357,2.473596121,452.627255,Male
+alejandro75@hotmail.com,"64475 Andre Club Apt. 795
+Port Dannytown, PW 63227",Cyan,32.18781205,14.71538754,38.24411459,1.516575581,452.3156755,Male
+jlawson@mccarthy.com,"0127 Morgan Fields Apt. 080
+Thompsonfurt, ME 01160-7043",LightGray,33.12239998,11.509048,37.25305774,3.182329732,452.1226251,Male
+hannahgilbert@gmail.com,"6961 Mary Stravenue Suite 857
+Hilltown, TX 52813-7703",Aqua,33.79475594,10.98280553,34.81063145,3.201801722,451.7278633,Male
+chansen@holt.com,"2380 Fisher Neck Suite 233
+Brianland, AZ 34453-0625",LightSkyBlue,34.05094676,11.38864458,39.08156475,2.436958876,451.6286105,Male
+davisrobert@hicks-smith.com,"95967 Pitts Burgs
+West Sarah, MH 27817-5147",SkyBlue,32.17909997,11.18753891,40.00518164,3.552649767,451.5756852,Male
+wbrady@yahoo.com,"044 Riggs Expressway
+Lake Stevenchester, AL 22283",SandyBrown,33.76206924,9.984514397,35.9334493,3.855471685,451.4574469,Male
+anthony09@hotmail.com,"5118 Madden Views Apt. 738
+North Barryport, AS 28731-2270",LightSeaGreen,32.4914466,12.53035737,37.8752191,2.476139051,449.0703194,Male
+thomasgeorge@gonzalez-grant.com,"93306 Donald Greens
+New Christopherbury, SC 59447",FloralWhite,31.06621816,11.73509455,36.59937399,3.958892264,448.9332932,Male
+andreperez@hotmail.com,"17463 George Ports
+East Julianborough, WY 68291",DarkOliveGreen,32.95976431,11.54627576,36.94795369,3.275070681,448.340425,Male
+christopher20@gmail.com,"USNV Fuller
+FPO AE 32122-5711",Snow,32.04448613,13.41493474,36.11243501,2.258686387,448.2298292,Male
+jared39@hotmail.com,"739 David Isle Suite 818
+Chandlertown, DC 34587",SteelBlue,33.4610563,10.86916381,35.62244242,3.471413452,447.6879065,Male
+kaylahenderson@hotmail.com,"Unit 1609 Box 3480
+DPO AA 95185",MediumSpringGreen,32.40429505,11.60899794,38.11045691,2.966558885,447.3690272,Male
+rogersheather@hamilton-jensen.org,"510 Michele Port
+East Angela, HI 23618",MintCream,33.78520721,13.03951103,36.31272657,2.018194629,447.1876443,Male
+wellsjuan@schroeder.com,"0338 Francis Junction
+Lake Alexstad, NH 14302",Green,31.81861657,11.22654566,35.66993517,3.755869389,446.4186734,Male
+alicia28@fuller.com,"8055 Robinson Brooks Apt. 657
+Walterview, KY 83019",CadetBlue,31.96732095,11.48158715,39.24096484,3.532517165,445.7498412,Male
+elizabeth61@berg-braun.com,"649 King Extension
+North April, NY 54175",Lavender,32.83789305,13.18518117,35.92159519,1.823595183,445.0621855,Male
+walkerlaura@peterson-yates.com,"89154 Jones Stream Suite 311
+East Katie, NC 72742-1516",LightGreen,33.15417579,11.88749413,36.2650007,2.602287112,444.9665517,Male
+rskinner@johnson-jefferson.com,"24725 Neal Lock
+Cynthiaville, NY 51578",OliveDrab,32.67515451,12.59419407,37.68387537,2.571777835,444.582165,Male
+xevans@hotmail.com,"13164 Miller Camp
+South Deannaberg, ID 85433",DarkMagenta,33.22877227,12.6853939,36.04898625,2.139403004,444.5761441,Male
+rhaas@yahoo.com,"4502 Jennifer Prairie Suite 029
+Lake Jesse, LA 02328-3633",DimGray,31.60983957,12.7107013,36.16646339,2.562818811,444.5455497,Male
+david43@richards.com,"967 Andrew Spurs
+Mathistown, CO 28230",Indigo,33.55520742,11.55182117,36.62883429,2.837943164,444.2859075,Male
+ellenlucas@cox.org,"86268 Davis Corner
+North Danielview, CT 59551-9382",DarkGoldenRod,33.86318871,11.52352268,35.93804523,3.0130325,444.0538266,Male
+michellejohnson@sanders-rodriguez.com,"70562 Gonzalez Stravenue
+Elizabethland, WI 40700-9149",Teal,31.52575242,11.34003593,37.03951365,3.811248171,443.9656268,Male
+anneingram@miller-alexander.com,"4301 Park Lake Apt. 158
+Spencertown, SD 45934",HoneyDew,32.13386241,11.61265077,39.2488039,3.349245383,443.4418601,Male
+jason50@bates.net,"74839 Michael Plains Suite 356
+South Austinshire, ND 40309-1424",Bisque,32.00850452,12.09588949,36.37750903,3.178952405,443.197221,Male
+awerner@manning.com,"407 Blake Ways
+Port Davidland, WA 78438",Gray,33.06644066,11.67322925,37.84065508,2.727209454,442.7228916,Male
+brenda82@maldonado-gonzalez.net,"645 Elizabeth Pass
+Williamview, MS 51544",MediumVioletRed,33.90022441,10.95679097,37.26687826,2.952668958,442.6672517,Male
+johnathan33@yahoo.com,"836 Amy Villages
+Hannahside, RI 09207-2616",LightSteelBlue,32.26200311,11.64496955,37.02687697,3.236732814,442.3631174,Male
+dbenson@simpson.net,"732 Heather Place
+North Michael, VT 92527",DodgerBlue,30.57436368,11.35104901,,4.078308002,442.0644138,Male
+wrightdanielle@gmail.com,"508 May Highway
+Port Jacobview, MN 31932",DarkSalmon,32.40855896,10.98574015,37.36839124,3.504833486,441.8966315,Male
+theresamitchell@martin-chambers.biz,"157 Linda Roads
+New Jimmyshire, MH 51942",Khaki,31.82797906,12.46114744,37.42899737,2.974736815,440.0027475,Male
+alvaradoadam@jones-thompson.com,"35970 Holly Key
+Port Frank, VT 78059-9385",Aquamarine,31.95490386,10.96313178,37.32728269,3.5786339,439.9978799,Male
+gbarnes@gmail.com,"8667 Suzanne Motorway Suite 241
+Spencechester, KY 74385-4618",Green,31.86483255,13.44340599,36.87831537,2.361086947,439.8912805,Male
+larrywest@davis.com,"21918 Gail Glens
+Barbershire, SD 45790-8387",MidnightBlue,33.71065306,13.66474788,37.72438616,1.36267408,439.0747667,Male
+lawrencewalton@hotmail.com,"584 Patterson Falls
+West Alicia, DE 45751",Chocolate,32.21552742,12.21685469,36.9539597,2.910530822,438.417742,Male
+lmunoz@yahoo.com,"2100 Austin Camp Apt. 943
+Anthonymouth, WV 24243-3781",Olive,33.42121218,10.70664152,35.7661535,3.393975043,438.3037078,Male
+rachelrodriguez@lara-waters.com,"35466 Tommy Stream
+Port Daniellemouth, KS 68863-6330",LightSlateGray,33.94311858,11.48419869,36.83936583,2.402453833,436.7205559,Male
+garciakevin@gmail.com,"845 Colleen Ways
+Lake Matthewview, VT 65340-3159",Orange,33.45961932,12.66439052,36.36684325,1.726962043,436.5807403,Male
+vstafford@hotmail.com,"PSC 5723, Box 8159
+APO AA 74738",Olive,31.53160448,13.37856278,38.73400629,2.245147787,436.5156057,Male
+lucastaylor@yahoo.com,"63872 Chavez Lodge
+Danielton, NJ 85847",MediumTurquoise,33.94624062,10.98397673,37.95148946,3.050712973,436.2834981,Male
+efoster@williamson-boyd.org,"4968 Bennett Manors
+Rogerschester, IL 81579-8333",Lavender,34.27824788,11.82272175,36.30854529,2.117382542,434.144202,Male
+patrickorr@yahoo.com,"6009 Heather Park
+Howardhaven, SD 51705-2993",LawnGreen,33.45947685,11.38861262,37.90913872,2.566639844,434.0216998,Male
+ashleychristopher@gmail.com,"9271 Christopher Prairie
+Douglasshire, NM 18581",MediumOrchid,34.55829461,11.281445,36.49440648,2.491671541,433.0487691,Male
+thomaswendy@yahoo.com,"449 Amanda Tunnel
+Joshuahaven, CO 15377",LavenderBlush,31.30919264,11.94717532,36.19083324,3.205529765,432.7207178,Male
+marcusleach@floyd.org,"Unit 3998 Box 4348
+DPO AA 37629",SteelBlue,32.64194637,11.58894858,36.32214092,3.189609942,432.4811686,Male
+matthewgraves@mills-shaffer.com,"66636 Jason Parkway
+Kellyside, NV 67033",DarkSeaGreen,33.90856503,12.91484663,39.06886445,1.482359644,432.4720613,Male
+rlindsey@norris.com,"581 Smith Prairie Suite 995
+Andersontown, AS 58802",Green,32.77171501,11.54083244,37.52642103,2.924020725,431.6177338,Male
+tanya20@gmail.com,"69279 Stewart Mountains
+South Pamela, KS 22541-3414",DarkKhaki,31.36621217,11.16315954,37.08831936,3.620354589,430.5888826,Male
+kstafford@estes-nguyen.com,"PSC 4856, Box 1297
+APO AA 17032-7944",YellowGreen,31.1695068,13.97018107,36.67395274,1.785173945,427.3565308,Male
+bonnie69@lin.biz,"PSC 2734, Box 5255
+APO AA 98456-7482",Brown,31.93654862,11.81412829,37.14516822,3.202806072,427.1993849,Male
+parkerkayla@miles.com,"170 Andrew Mews
+North Susan, NM 85338-2426",DarkSlateBlue,34.33872939,10.71635514,38.30720401,2.652158305,426.775216,Male
+cohensean@yahoo.com,"3751 Green Loaf
+New Julia, VT 20897",DarkCyan,33.40992259,12.02694222,36.13389429,2.313349885,426.1545477,Male
+isaiahcampbell@yahoo.com,"55414 Ramirez Union Apt. 614
+West Crystal, CA 03845-2631",Red,32.48426048,10.93325228,36.54550623,3.261324745,425.745092,Male
+garcialisa@yahoo.com,"46079 Gonzalez Loaf
+Williamside, PA 72265",LemonChiffon,32.38845163,11.01048213,38.41504158,3.54354705,424.7626355,Male
+kennethperry@bowen.org,"272 Frederick Lodge
+East Andrew, FL 07414",SlateGray,32.51819681,11.50925345,36.59928909,3.02267576,424.7287739,Male
+mary84@edwards.com,"19123 Craig Isle Apt. 719
+Millsmouth, SC 94194",LightSkyBlue,31.8209982,10.77107406,37.27863979,3.519032434,424.675281,Male
+davisbriana@gmail.com,"15298 Erickson Shore Apt. 056
+South Patrickfort, MD 16503-3145",MediumVioletRed,33.144234,11.73704064,37.93518905,2.190132185,424.2028271,Male
+pmercado@rodriguez.com,"811 Maria Run
+Sanchezville, MI 04953",LightPink,32.69239222,12.29651768,36.95155521,1.825884669,424.1854943,Male
+webertom@phelps.com,"189 Crawford Hill Apt. 746
+New Madison, WV 14108-4333",DarkOrchid,31.26810421,12.13250911,35.45679815,3.072076141,423.4705332,Male
+tammyjones@griffin.com,"0859 Audrey Isle
+South Zachary, AS 09138",Navy,33.19157088,9.846124909,36.87631323,3.806670949,423.3083341,Male
+william25@mcconnell.com,"9495 Mary Fall Apt. 777
+Glassport, ND 17957-5596",Teal,33.02933195,11.76581265,37.73852495,2.721735992,423.1799917,Male
+josephallen@hotmail.com,"3144 Jamie Rest
+Maxwellville, NC 93749-1190",PeachPuff,32.65318146,11.60253219,37.30968877,2.789461516,422.4267759,Male
+phillipsmark@byrd.net,"6734 Perez Trafficway Suite 395
+Nunezland, NC 83245",DarkSeaGreen,33.36951736,10.62794923,38.04031367,3.002957023,422.3687366,Male
+daniellecuevas@hotmail.com,"9287 Daniel Rest Apt. 608
+Allentown, SD 73050",LavenderBlush,33.42874704,10.63676108,37.57883524,2.926396449,421.9667942,Male
+archeremily@baldwin.com,"USCGC Hernandez
+FPO AE 53064",YellowGreen,31.26064687,13.26676035,36.9711951,2.267251114,421.3266313,Male
+charris@gmail.com,"2781 Matthew Wells Apt. 569
+Potterview, KS 50763-8282",MediumSeaGreen,32.53082944,12.35460708,37.12234521,2.307552421,420.9161595,Male
+acampbell@sanchez-velasquez.info,"5791 Jessica Cove
+Mckinneyborough, OK 64460-7536",Wheat,32.42569728,11.44890154,37.58019043,2.586967985,420.7376732,Male
+agolden@yahoo.com,"PSC 2490, Box 2120
+APO AE 15445-2876",Black,33.50308726,12.8779837,37.44102134,1.55915194,419.9387748,Male
+aaron89@gmail.com,"0128 Sampson Loop Suite 943
+Hoffmanton, MO 02122",SaddleBrown,31.44744649,10.1016322,38.04345265,4.238296188,418.6027421,Male
+gregoryrussell@yahoo.com,"55436 Devon Plain
+West Kendraberg, HI 18826-3623",Teal,32.38625186,10.67465347,38.00658318,3.401522345,418.1500811,Male
+kimberly46@garcia-nelson.biz,"4066 Gonzalez Dam Apt. 277
+West Jessica, TN 36880",GreenYellow,31.66104982,11.39806419,36.5944567,3.198399272,416.3583536,Male
+thardy@perry.com,"39209 Cooper Neck Apt. 541
+Tylermouth, ME 94450",SeaGreen,33.23626572,10.97255431,34.57402759,2.931619535,414.9350607,Male
+whess@hotmail.com,"29282 Alexander Street
+South Andrewmouth, MS 22041",Tomato,33.2356065,11.22336889,37.69230086,2.594189721,413.3717831,Male
+hevans@kelly-nunez.org,"Unit 4065 Box 2267
+DPO AE 69180-7372",Orchid,32.29524763,11.03135834,38.25297827,3.107468683,413.2959992,Male
+freemantina@cannon.org,"870 Dennis Throughway
+Wilsonport, PW 12658",AntiqueWhite,32.90345433,10.54264542,35.5338635,3.09182687,412.0129313,Male
+charlesjackson@brady-fuller.net,"3802 Veronica Causeway
+East Patrickfurt, DC 84522",GhostWhite,32.86530121,12.07483017,35.56917032,2.39907979,411.1869636,Male
+blakekent@smith-pena.com,"3933 Brooke Point
+Johnsonburgh, DE 22659-3488",Crimson,33.58737339,9.953995006,37.34573893,3.215666827,410.6029439,Male
+jenniferking@hess.net,"06939 Jones Neck
+Mariaview, VT 87641",BlueViolet,31.38958548,10.99422392,38.07445242,3.428859904,410.0696111,Male
+jacquelinewest@pace-herrera.com,"592 Villanueva Village
+Woodsstad, AK 20530",Purple,31.5261979,12.04533198,38.50588333,2.847709026,409.0945262,Male
+clester@yahoo.com,"76778 Underwood Knoll
+New Gregory, ID 57323",LightCyan,32.9800292,11.20115977,37.68933698,2.412830961,409.0704721,Male
+bethsullivan@reed.net,"80500 Mary Corners Apt. 225
+Wallsville, ME 80526",Beige,34.33667722,11.24681261,38.68258378,2.094761669,408.9583359,Male
+knelson@gmail.com,"6705 Miller Orchard Suite 186
+Lake Shanestad, MO 75696-5051",RoyalBlue,29.53242897,10.9612984,37.42021558,4.046423164,408.6403511,Male
+ellen24@anthony.com,"PSC 3408, Box 3353
+APO AE 05113-1257",LimeGreen,32.43075793,11.30623234,37.68040323,2.779520719,408.6201878,Male
+waltercharles@sanders.net,"291 Stephen Glens Apt. 532
+Jacquelineton, NJ 53606-5656",IndianRed,32.37798966,11.97175079,37.19936753,2.829699575,408.2169018,Male
+jasonhensley@yahoo.com,"97262 Brian Skyway
+Lake Marissa, GU 96859",Sienna,33.97608258,11.65803681,37.42527868,2.086348147,407.8763782,Male
+jill33@allen.com,"459 Amy Burg
+Lake Travis, OR 53314",DarkCyan,33.54097679,11.85189083,37.42454792,1.767730708,407.8040306,Male
+rebecca45@hale-bauer.biz,"8982 Burton Row
+Wilsonton, PW 88606",OliveDrab,32.33889932,12.01319469,38.38513659,2.420806161,407.7045475,Male
+carolfarley@gmail.com,"51173 Curtis Cliff Apt. 727
+Ramoston, DE 32714-4579",SlateBlue,32.99059904,10.44123506,35.9389625,2.895075163,407.6571788,Male
+judithsmith@jimenez.biz,"186 Anthony Route
+Gordonview, AS 78120-4633",DarkOrange,33.5904858,10.94206962,36.1704942,2.783963128,407.542168,Male
+adam75@gmail.com,"9991 Macdonald Squares
+Vasquezborough, WY 73586-4597",Purple,32.84879283,10.97316208,36.60950715,2.87098691,404.8245289,Male
+davidsonkathleen@gmail.com,"70128 Zimmerman Overpass
+Robertsshire, VA 59860",DarkBlue,33.68093695,11.20156988,37.83544773,2.208813678,403.8195198,Male
+beasleyjoseph@hotmail.com,"1094 Bentley Forges
+Lake Antonio, MA 29181-3664",SaddleBrown,33.34450869,10.96980287,35.97457811,2.627624971,403.7669021,Male
+annstone@hotmail.com,"543 Reynolds Burg
+Melindaberg, KY 46631",LightPink,34.60624245,11.7618838,38.1265198,1.820810618,402.1671222,Male
+lauriewilson@jackson.com,"389 Joshua Stravenue Apt. 983
+Martinezland, MN 29049",Cornsilk,32.07759004,10.34787695,39.0451557,3.434559723,401.0331352,Male
+deborah51@yahoo.com,"4190 Shelton Harbors
+North Christopher, RI 60962",Violet,33.73264839,12.13879388,36.85388246,1.623419609,399.9838716,Male
+william28@gmail.com,"16763 Melissa Creek Suite 367
+North Keithland, PW 29458",Cyan,32.92261076,11.56811634,36.90937821,2.47175067,398.1634685,Male
+scottrose@yahoo.com,"50639 Sarah Isle Apt. 268
+Yangmouth, MO 05540",SaddleBrown,33.50381038,11.23341495,37.21115258,2.32055025,397.4205841,Male
+halljohn@yahoo.com,"311 Savannah Ramp Suite 245
+Carlsonbury, LA 08453-6035",MediumTurquoise,32.72852076,10.13171246,34.84561239,3.287701824,393.857371,Male
+rileyalejandro@gmail.com,"Unit 1475 Box 4215
+DPO AE 39546-5591",LightSteelBlue,32.14906052,10.04731474,37.18144731,3.535088428,392.9922559,Male
+qmorse@yahoo.com,"0360 Pearson Dam Suite 263
+Lake Shawn, UT 65986-4190",MediumTurquoise,31.81248256,10.88692118,34.89782769,3.128638856,392.810345,Male
+tylerhernandez@barton.info,"7613 Miguel Knoll Suite 762
+West Katherine, WV 19406",SlateGray,31.04722214,11.19966096,38.6887091,3.088763958,392.4973992,Male
+salazarkaren@hotmail.com,"51173 Burton Wall Apt. 417
+Prestonville, NY 37002",SteelBlue,31.87455169,10.29035077,36.92976156,3.491093337,392.2852442,Male
+hduke@hotmail.com,"4547 Archer Common
+Diazchester, CA 06566-8576",DarkGreen,31.92627203,11.10946073,37.26895887,2.664034182,392.2049334,Male
+mark52@yahoo.com,"82227 Farmer Throughway Suite 266
+Leeborough, WV 35324",BlanchedAlmond,31.8854063,11.28193107,37.38531755,2.877224878,390.103273,Male
+dvasquez@wiley.com,"967 Chloe Springs Suite 554
+Lake Ashley, GA 03230",HoneyDew,32.76707608,11.07625934,34.7797505,2.57494847,388.9405488,Male
+ecruz@yahoo.com,"08111 Barry Highway
+Bentonberg, GU 13706",Gainsboro,31.91207593,11.79297182,36.25781912,2.39516813,387.5347163,Male
+jgray@khan-allen.com,"1416 Rachel Crescent
+West Laurieside, IL 81119-7229",Gold,32.74515048,10.01258337,38.35495987,3.108911449,387.3570727,Male
+mholt@hotmail.com,"486 Adams Hills
+North Walter, MS 18124",LightSeaGreen,31.82934646,11.26825923,36.95696543,2.668919773,385.152338,Male
+tsmith@yahoo.com,"92028 Thomas Mountains Suite 044
+New Matthew, MI 02429-0994",Bisque,33.97172204,12.28446707,38.29572526,1.13047696,385.0950071,Male
+josephgould@west.info,"861 Annette Stream Suite 771
+North Miguel, CA 33824-1610",DarkBlue,34.18777483,10.32011626,37.4534051,2.094891706,384.6265716,Male
+cruiz@yahoo.com,"497 Julian Brook Suite 872
+Hillberg, FM 87927-5760",LightSalmon,33.98100558,9.316289204,36.91495155,2.868428182,384.3260571,Male
+francesjohnson@lee.com,"577 Peters Turnpike
+Loriport, MA 60572-1669",Aquamarine,32.65539704,11.91885971,35.71626916,2.159676023,382.4161079,Male
+samantha84@cortez.com,"960 Miller Union
+East Virginiastad, MS 74191-2346",Navy,33.53939635,10.5345535,37.03479129,2.214797519,378.4735664,Male
+amandadean@gmail.com,"66880 Mckinney Hills
+Matthewchester, MH 88386",DimGray,32.06377462,10.71914974,37.71250864,3.004742536,378.3309069,Male
+taylorjared@foster.net,"601 Mitchell Estates Suite 922
+Port Daniel, WV 83595",Crimson,32.58249357,11.7397438,36.85481082,2.18201697,376.4968407,Male
+christopher66@hotmail.com,"388 Kelly Pike
+West Jeffery, DE 44039-7785",BurlyWood,31.62536013,13.18791099,37.06708997,1.494310895,376.3369008,Male
+amandastanley@yahoo.com,"38528 Jerry Valleys Suite 027
+Jonesstad, NY 74787-2691",CadetBlue,32.09610899,10.80489056,37.37276215,2.699562055,375.3984554,Male
+wandaphillips@leonard.com,"149 Monica Vista Apt. 908
+Jasonberg, TX 19632-8886",OliveDrab,33.07773079,11.46698422,35.67572763,1.809229592,374.2696745,Male
+david58@yahoo.com,"6058 Thomas Divide
+Matthewland, PA 89442-8198",LightSalmon,33.30857162,11.69168613,37.48091198,1.715777167,373.8857237,Male
+wheelernancy@hernandez.com,"66340 Michael Lane Suite 878
+West Brian, LA 69137-1147",Gold,32.49541877,12.96832561,38.29611037,1.200483857,368.6547849,Male
+drew29@hotmail.com,"20888 Erin Via
+Grahamville, NH 72913-6101",Tomato,32.07894758,12.72590932,36.5446641,1.139093538,357.8637186,Male
+michelleshepherd@price.com,"6820 Erica Vista Apt. 418
+Brightside, IA 50639",Orchid,32.90469244,11.91374515,36.0586476,?,357.8579836,Male
+christianwade@butler.info,"3687 Sarah Ranch Suite 919
+Gainesfort, AK 05665",Crimson,32.01807401,10.07946345,38.07066426,2.61816531,357.7831107,Male
+stevenking@patterson.com,"94730 Martin Mount
+New Matthew, VI 08142-6708",LightGray,33.50370518,,35.01280603,0.968622116,357.5914394,Male
+nwagner@yahoo.com,"Unit 2079 Box 7792
+DPO AP 47668",AntiqueWhite,32.31290975,9.82440177,35.74277913,2.921350141,356.6155679,Male
+longwilliam@gmail.com,"16068 Kelly Parks
+Wrightside, NH 21447",BurlyWood,32.73322416,11.81857176,37.10203133,1.503854421,352.5501082,Male
+kaitlyn78@chang.com,"978 Bean Square
+Deanburgh, OR 95149",LimeGreen,32.11511907,11.9192424,39.29404346,1.443515075,350.0582002,Male
+enash@gmail.com,"997 Campbell Flat Suite 970
+East Amanda, PW 22048",HotPink,31.72165236,11.7550237,36.76572236,1.847370423,347.7769266,Male
+shafferdaniel@murphy-harris.info,"USCGC Thomas
+FPO AP 43708-2468",Turquoise,32.40237102,10.87555955,37.78114256,1.914089924,338.3198626,Male
+jonathanconner@morales.biz,"920 Anderson Extensions
+Greenfurt, GA 19316-3498",SeaShell,31.97648006,10.75713093,36.59586795,1.977007128,330.594446,Male
+tracy79@wheeler.net,"513 Moore Crescent Apt. 416
+Amandaberg, GU 03655-2219",Magenta,32.24635,11.30555143,37.13312676,1.707389729,327.3779526,Male
+douglasdunlap@boone-rose.com,"093 Larson Ports
+West Kathryn, OK 91243",Purple,30.39318454,11.80298578,36.31576315,2.083814192,319.9288698,Male
+sharongraves@yahoo.com,"73098 Ronald Port
+Cliffordborough, MO 37479-9244",Wheat,32.90485367,12.55610762,37.80550943,0.26990109,314.4385183,Male
+martinkristi@sanchez-coleman.com,"PSC 1893, Box 7023
+APO AA 73445",Lime,34.0836633,8.668349517,35.90675637,2.252445963,308.5277466,Male
+jordandavid@gmail.com,"61502 Parker Vista Apt. 363
+Jonesshire, GU 33532",Violet,33.66661568,10.98576379,36.35250277,0.936497597,304.1355916,Male
+dblair@gmail.com,"190 Kelley Burg
+West Juliaport, IA 35826-8163",MediumSlateBlue,34.10227851,8.508152176,35.46240008,1.838210702,302.1895478,Male
+fischermonica@gmail.com,"9847 Michael Plaza Suite 837
+Lake Christophershire, NV 87324-8427",Navy,32.52976873,11.7477317,36.93988205,0.80151572,298.7620079,Male
+morganorozco@hotmail.com,"0001 Mack Mill
+North Jennifer, NE 42021-5936",LightPink,30.4925367,11.56293625,35.97656497,1.481616627,282.4712457,Male
+brian51@cook.info,"0508 Terrance Cliff
+Rebekahtown, NC 48724-8308",SaddleBrown,31.5171218,10.74518855,38.79123469,1.428823877,275.9184207,Male
+brandon77@richardson.com,"109 Jessica Manor
+North Patriciashire, PR 84726",GhostWhite,30.81620065,11.85139874,36.92504304,1.084585303,266.0863409,Male
+alexandra26@summers-davis.com,"Unit 7032 Box 7016
+DPO AE 44749-2992",Navy,32.83694077,10.25654903,36.14390846,0.789519908,25006.67058,Male

day13/Interaction_Terms.ipynb

@@ -0,0 +1,608 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# BostonHousing.csv column name exlanation\n",
+    "\n",
+    "* CRIM - per capita crime rate by town\n",
+    "* ZN - proportion of residential land zoned for lots over 25,000 sq.ft.\n",
+    "* INDUS - proportion of non-retail business acres per town.\n",
+    "* CHAS - Charles River dummy variable (1 if tract bounds river; 0 otherwise)\n",
+    "* NOX - nitric oxides concentration (parts per 10 million)\n",
+    "* RM - average number of rooms per dwelling\n",
+    "* AGE - proportion of owner-occupied units built prior to 1940\n",
+    "* DIS - weighted distances to five Boston employment centres\n",
+    "* RAD - index of accessibility to radial highways\n",
+    "* TAX - full-value property-tax rate per $10,000\n",
+    "* PTRATIO - pupil-teacher ratio by town\n",
+    "* B - 1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town\n",
+    "* LSTAT - % lower status of the population\n",
+    "* MEDV - Median value of owner-occupied homes in $1000's"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "dEH8W9IwdmQZ",
+    "outputId": "ef688dd6-8d1c-4c7d-deab-2811c8211f11"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "      crim    zn  indus  chas    nox     rm   age     dis  rad  tax  ptratio  \\\n",
+      "0  0.00632  18.0   2.31     0  0.538  6.575  65.2  4.0900    1  296     15.3   \n",
+      "1  0.02731   0.0   7.07     0  0.469  6.421  78.9  4.9671    2  242     17.8   \n",
+      "2  0.02729   0.0   7.07     0  0.469  7.185  61.1  4.9671    2  242     17.8   \n",
+      "3  0.03237   0.0   2.18     0  0.458  6.998  45.8  6.0622    3  222     18.7   \n",
+      "4  0.06905   0.0   2.18     0  0.458  7.147  54.2  6.0622    3  222     18.7   \n",
+      "\n",
+      "        b  lstat  medv  \n",
+      "0  396.90   4.98  24.0  \n",
+      "1  396.90   9.14  21.6  \n",
+      "2  392.83   4.03  34.7  \n",
+      "3  394.63   2.94  33.4  \n",
+      "4  396.90   5.33  36.2  \n"
+     ]
+    }
+   ],
+   "source": [
+    "# prompt: read bostonhousing.csv\n",
+    "\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Assuming your CSV file is in your Google Drive's My Drive folder\n",
+    "file_path = 'BostonHousing.csv'\n",
+    "\n",
+    "try:\n",
+    "  df = pd.read_csv(file_path)\n",
+    "  print(df.head())  # Display the first few rows of the DataFrame\n",
+    "except FileNotFoundError:\n",
+    "  print(f\"File not found at: {file_path}\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "id": "w64J8uyRd9nM"
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "import statsmodels.api as sm\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "id": "56EO76-AeLY1"
+   },
+   "outputs": [],
+   "source": [
+    "X = df.drop(['medv'], axis=1)\n",
+    "y = pd.Series(df.medv, name='PRICE')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "id": "m0rOKtaHgqOE"
+   },
+   "outputs": [],
+   "source": [
+    "# Step 1: Dummify (One-Hot Encode) the 'RAD' column\n",
+    "# RAD: index of accessibility to radial highways (categorical)\n",
+    "X['rad'] = X['rad'].astype(int)  # Ensure it's treated as an integer categorical column\n",
+    "X = pd.get_dummies(X, columns=['rad'], drop_first=True)  # Drop first to avoid multicollinearity\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "nsH1CqrzhTFv",
+    "outputId": "1a0c18b3-5055-4f3e-c40d-3ee191c531b4"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Non-numeric columns: Index(['rad_2', 'rad_3', 'rad_4', 'rad_5', 'rad_6', 'rad_7', 'rad_8',\n",
+      "       'rad_24'],\n",
+      "      dtype='object')\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Check for non-numeric columns\n",
+    "non_numeric_cols = X.select_dtypes(exclude=np.number).columns\n",
+    "print(f\"Non-numeric columns: {non_numeric_cols}\") # Print out any non-numeric columns\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 206
+    },
+    "id": "1avLuccfgzjL",
+    "outputId": "2ead3029-2ce9-4c7b-823a-a367268da456"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>crim</th>\n",
+       "      <th>zn</th>\n",
+       "      <th>indus</th>\n",
+       "      <th>chas</th>\n",
+       "      <th>nox</th>\n",
+       "      <th>rm</th>\n",
+       "      <th>age</th>\n",
+       "      <th>dis</th>\n",
+       "      <th>tax</th>\n",
+       "      <th>ptratio</th>\n",
+       "      <th>b</th>\n",
+       "      <th>lstat</th>\n",
+       "      <th>rad_2</th>\n",
+       "      <th>rad_3</th>\n",
+       "      <th>rad_4</th>\n",
+       "      <th>rad_5</th>\n",
+       "      <th>rad_6</th>\n",
+       "      <th>rad_7</th>\n",
+       "      <th>rad_8</th>\n",
+       "      <th>rad_24</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.00632</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>2.31</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.538</td>\n",
+       "      <td>6.575</td>\n",
+       "      <td>65.2</td>\n",
+       "      <td>4.0900</td>\n",
+       "      <td>296</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>4.98</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.02731</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>6.421</td>\n",
+       "      <td>78.9</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>242</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>9.14</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.02729</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>7.185</td>\n",
+       "      <td>61.1</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>242</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>392.83</td>\n",
+       "      <td>4.03</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.03237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>6.998</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>222</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>394.63</td>\n",
+       "      <td>2.94</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.06905</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>7.147</td>\n",
+       "      <td>54.2</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>222</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>5.33</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      crim    zn  indus  chas    nox     rm   age     dis  tax  ptratio  \\\n",
+       "0  0.00632  18.0   2.31     0  0.538  6.575  65.2  4.0900  296     15.3   \n",
+       "1  0.02731   0.0   7.07     0  0.469  6.421  78.9  4.9671  242     17.8   \n",
+       "2  0.02729   0.0   7.07     0  0.469  7.185  61.1  4.9671  242     17.8   \n",
+       "3  0.03237   0.0   2.18     0  0.458  6.998  45.8  6.0622  222     18.7   \n",
+       "4  0.06905   0.0   2.18     0  0.458  7.147  54.2  6.0622  222     18.7   \n",
+       "\n",
+       "        b  lstat  rad_2  rad_3  rad_4  rad_5  rad_6  rad_7  rad_8  rad_24  \n",
+       "0  396.90   4.98  False  False  False  False  False  False  False   False  \n",
+       "1  396.90   9.14   True  False  False  False  False  False  False   False  \n",
+       "2  392.83   4.03   True  False  False  False  False  False  False   False  \n",
+       "3  394.63   2.94  False   True  False  False  False  False  False   False  \n",
+       "4  396.90   5.33  False   True  False  False  False  False  False   False  "
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "id": "LPtH9jgsiI6W"
+   },
+   "outputs": [],
+   "source": [
+    "# prompt: convert non_numeric_cols in the dataframe to interger type by replace True = 1 and False = 0\n",
+    "\n",
+    "# Assuming 'X' is your DataFrame and 'non_numeric_cols' contains the non-numeric columns\n",
+    "for col in non_numeric_cols:\n",
+    "  X[col] = X[col].astype(int)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "7sFyGgUefP6Z",
+    "outputId": "9ba50075-5b00-47c5-a545-68ec26a71edc"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model Full:\n",
+      "\n",
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:                  PRICE   R-squared:                       0.763\n",
+      "Model:                            OLS   Adj. R-squared:                  0.750\n",
+      "Method:                 Least Squares   F-statistic:                     61.59\n",
+      "Date:                Thu, 19 Sep 2024   Prob (F-statistic):          2.26e-106\n",
+      "Time:                        17:06:34   Log-Likelihood:                -1184.4\n",
+      "No. Observations:                 404   AIC:                             2411.\n",
+      "Df Residuals:                     383   BIC:                             2495.\n",
+      "Df Model:                          20                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "==============================================================================\n",
+      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "------------------------------------------------------------------------------\n",
+      "const         28.9224      6.044      4.785      0.000      17.039      40.806\n",
+      "crim          -0.1151      0.034     -3.342      0.001      -0.183      -0.047\n",
+      "zn             0.0391      0.016      2.395      0.017       0.007       0.071\n",
+      "indus          0.0576      0.069      0.832      0.406      -0.079       0.194\n",
+      "chas           2.5867      0.951      2.721      0.007       0.718       4.456\n",
+      "nox          -17.9762      4.368     -4.115      0.000     -26.565      -9.388\n",
+      "rm             4.2873      0.467      9.176      0.000       3.369       5.206\n",
+      "age           -0.0076      0.015     -0.523      0.602      -0.036       0.021\n",
+      "dis           -1.5336      0.228     -6.721      0.000      -1.982      -1.085\n",
+      "tax           -0.0063      0.004     -1.437      0.151      -0.015       0.002\n",
+      "ptratio       -0.9041      0.158     -5.709      0.000      -1.215      -0.593\n",
+      "b              0.0125      0.003      4.289      0.000       0.007       0.018\n",
+      "lstat         -0.5086      0.055     -9.183      0.000      -0.617      -0.400\n",
+      "rad_2          1.0733      1.580      0.679      0.497      -2.033       4.179\n",
+      "rad_3          4.7214      1.446      3.265      0.001       1.879       7.564\n",
+      "rad_4          1.8003      1.307      1.377      0.169      -0.770       4.370\n",
+      "rad_5          2.6805      1.326      2.022      0.044       0.074       5.287\n",
+      "rad_6          0.3873      1.573      0.246      0.806      -2.706       3.481\n",
+      "rad_7          4.3494      1.686      2.580      0.010       1.035       7.664\n",
+      "rad_8          4.1388      1.609      2.572      0.010       0.975       7.302\n",
+      "rad_24         5.8763      2.017      2.913      0.004       1.910       9.843\n",
+      "==============================================================================\n",
+      "Omnibus:                      139.190   Durbin-Watson:                   2.157\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              664.889\n",
+      "Skew:                           1.416   Prob(JB):                    4.18e-145\n",
+      "Kurtosis:                       8.611   Cond. No.                     1.58e+04\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The condition number is large, 1.58e+04. This might indicate that there are\n",
+      "strong multicollinearity or other numerical problems.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Step 2: Add constant for intercept\n",
+    "X_const = sm.add_constant(X)\n",
+    "\n",
+    "# Step 3: Split the data into train and test sets\n",
+    "X_trainf, X_testf, y_trainf, y_testf = train_test_split(X_const, y, test_size=0.2, random_state=42)\n",
+    "\n",
+    "# Step 4: Build the multiple linear regression model without interaction terms\n",
+    "model_full = sm.OLS(y_trainf, X_trainf).fit()\n",
+    "print(\"Model Full:\\n\")\n",
+    "print(model_full.summary())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "C8Czv7nfejsr",
+    "outputId": "679bcdd3-c8b2-4245-880b-75b7c3cff484"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Model with Interaction Terms:\n",
+      "\n",
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:                  PRICE   R-squared:                       0.815\n",
+      "Model:                            OLS   Adj. R-squared:                  0.805\n",
+      "Method:                 Least Squares   F-statistic:                     80.34\n",
+      "Date:                Thu, 19 Sep 2024   Prob (F-statistic):          5.59e-126\n",
+      "Time:                        17:24:59   Log-Likelihood:                -1133.8\n",
+      "No. Observations:                 404   AIC:                             2312.\n",
+      "Df Residuals:                     382   BIC:                             2400.\n",
+      "Df Model:                          21                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "========================================================================================\n",
+      "                           coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "----------------------------------------------------------------------------------------\n",
+      "const                    1.9952      5.931      0.336      0.737      -9.666      13.657\n",
+      "crim                    -0.1415      0.031     -4.632      0.000      -0.202      -0.081\n",
+      "zn                       0.0242      0.014      1.674      0.095      -0.004       0.053\n",
+      "indus                    0.0699      0.061      1.143      0.254      -0.050       0.190\n",
+      "chas                     2.0748      0.841      2.467      0.014       0.421       3.729\n",
+      "nox                    -16.2326      3.862     -4.203      0.000     -23.827      -8.638\n",
+      "rm                       8.2557      0.561     14.705      0.000       7.152       9.360\n",
+      "age                      0.0065      0.013      0.505      0.614      -0.019       0.032\n",
+      "dis                     -1.1859      0.204     -5.804      0.000      -1.588      -0.784\n",
+      "tax                     -0.0088      0.004     -2.270      0.024      -0.016      -0.001\n",
+      "ptratio                 -0.7147      0.141     -5.066      0.000      -0.992      -0.437\n",
+      "b                        0.0056      0.003      2.116      0.035       0.000       0.011\n",
+      "lstat                    1.7736      0.224      7.909      0.000       1.333       2.215\n",
+      "rad_2                    0.9323      1.396      0.668      0.505      -1.812       3.676\n",
+      "rad_3                    4.3100      1.278      3.373      0.001       1.797       6.823\n",
+      "rad_4                    2.2297      1.156      1.930      0.054      -0.042       4.502\n",
+      "rad_5                    2.9151      1.172      2.488      0.013       0.612       5.219\n",
+      "rad_6                    1.7916      1.396      1.283      0.200      -0.954       4.537\n",
+      "rad_7                    3.8107      1.490      2.557      0.011       0.881       6.741\n",
+      "rad_8                    2.9475      1.426      2.067      0.039       0.144       5.751\n",
+      "rad_24                   7.3393      1.788      4.105      0.000       3.824      10.854\n",
+      "LSTAT_RM_Interaction    -0.3985      0.038    -10.428      0.000      -0.474      -0.323\n",
+      "==============================================================================\n",
+      "Omnibus:                      185.942   Durbin-Watson:                   2.068\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             2675.817\n",
+      "Skew:                           1.562   Prob(JB):                         0.00\n",
+      "Kurtosis:                      15.215   Cond. No.                     1.73e+04\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The condition number is large, 1.73e+04. This might indicate that there are\n",
+      "strong multicollinearity or other numerical problems.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Step 5: Add interaction term (LSTAT * RM)\n",
+    "X['LSTAT_RM_Interaction'] = X['lstat'] * X['rm']\n",
+    "\n",
+    "# Add constant term again for the model with interaction\n",
+    "X_with_interaction_const = sm.add_constant(X)\n",
+    "\n",
+    "# Step 6: Split the interaction dataset into train and test sets\n",
+    "X_train_interaction, X_test_interaction, y_train_interaction, y_test_interaction = train_test_split(X_with_interaction_const, y, test_size=0.2, random_state=42)\n",
+    "\n",
+    "# Step 7: Build the multiple linear regression model with interaction terms\n",
+    "model_with_interaction = sm.OLS(y_train_interaction, X_train_interaction).fit()\n",
+    "print(\"\\nModel with Interaction Terms:\\n\")\n",
+    "print(model_with_interaction.summary())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "urdNq9KlxCpF"
+   },
+   "source": [
+    "The presence of an interaction indicates that the effect of one predictor variable on the response variable is different at different values of the other predictor variable."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "B0vzKmXdxKvC"
+   },
+   "source": [
+    "Reference: https://aarongullickson.github.io/stat_book/interaction-terms.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "VIF Scores before removing high VIF features:\n",
+      "                 feature         VIF\n",
+      "0                   crim    2.171398\n",
+      "1                     zn    3.156594\n",
+      "2                  indus   15.951465\n",
+      "3                   chas    1.186896\n",
+      "4                    nox   88.591697\n",
+      "5                     rm  133.750526\n",
+      "6                    age   22.309314\n",
+      "7                    dis   15.454549\n",
+      "8                    tax   67.417818\n",
+      "9                ptratio  107.071630\n",
+      "10                     b   22.268511\n",
+      "11                 lstat  178.024370\n",
+      "12                 rad_2    2.293878\n",
+      "13                 rad_3    2.983141\n",
+      "14                 rad_4    6.890922\n",
+      "15                 rad_5    7.198941\n",
+      "16                 rad_6    2.426500\n",
+      "17                 rad_7    1.905462\n",
+      "18                 rad_8    2.435413\n",
+      "19                rad_24   19.143322\n",
+      "20  LSTAT_RM_Interaction  193.434543\n"
+     ]
+    }
+   ],
+   "source": [
+    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
+    "\n",
+    "# Calculate VIF Scores\n",
+    "vif_data = pd.DataFrame()\n",
+    "vif_data[\"feature\"] = X.columns\n",
+    "#vif_data[\"VIF\"] = [variance_inflation_factor(X.values, i+1) for i in range(X.shape[1])]\n",
+    "vif_data[\"VIF\"] = [variance_inflation_factor(X.values, i) for i in range(X.shape[1])] # The index should start from 0 for the first column\n",
+    "\n",
+    "print(\"VIF Scores before removing high VIF features:\")\n",
+    "print(vif_data)"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

day13/housing.csv

@@ -0,0 +1,506 @@
+ 0.00632  18.00   2.310  0  0.5380  6.5750  65.20  4.0900   1  296.0  15.30 396.90   4.98  24.00
+ 0.02731   0.00   7.070  0  0.4690  6.4210  78.90  4.9671   2  242.0  17.80 396.90   9.14  21.60
+ 0.02729   0.00   7.070  0  0.4690  7.1850  61.10  4.9671   2  242.0  17.80 392.83   4.03  34.70
+ 0.03237   0.00   2.180  0  0.4580  6.9980  45.80  6.0622   3  222.0  18.70 394.63   2.94  33.40
+ 0.06905   0.00   2.180  0  0.4580  7.1470  54.20  6.0622   3  222.0  18.70 396.90   5.33  36.20
+ 0.02985   0.00   2.180  0  0.4580  6.4300  58.70  6.0622   3  222.0  18.70 394.12   5.21  28.70
+ 0.08829  12.50   7.870  0  0.5240  6.0120  66.60  5.5605   5  311.0  15.20 395.60  12.43  22.90
+ 0.14455  12.50   7.870  0  0.5240  6.1720  96.10  5.9505   5  311.0  15.20 396.90  19.15  27.10
+ 0.21124  12.50   7.870  0  0.5240  5.6310 100.00  6.0821   5  311.0  15.20 386.63  29.93  16.50
+ 0.17004  12.50   7.870  0  0.5240  6.0040  85.90  6.5921   5  311.0  15.20 386.71  17.10  18.90
+ 0.22489  12.50   7.870  0  0.5240  6.3770  94.30  6.3467   5  311.0  15.20 392.52  20.45  15.00
+ 0.11747  12.50   7.870  0  0.5240  6.0090  82.90  6.2267   5  311.0  15.20 396.90  13.27  18.90
+ 0.09378  12.50   7.870  0  0.5240  5.8890  39.00  5.4509   5  311.0  15.20 390.50  15.71  21.70
+ 0.62976   0.00   8.140  0  0.5380  5.9490  61.80  4.7075   4  307.0  21.00 396.90   8.26  20.40
+ 0.63796   0.00   8.140  0  0.5380  6.0960  84.50  4.4619   4  307.0  21.00 380.02  10.26  18.20
+ 0.62739   0.00   8.140  0  0.5380  5.8340  56.50  4.4986   4  307.0  21.00 395.62   8.47  19.90
+ 1.05393   0.00   8.140  0  0.5380  5.9350  29.30  4.4986   4  307.0  21.00 386.85   6.58  23.10
+ 0.78420   0.00   8.140  0  0.5380  5.9900  81.70  4.2579   4  307.0  21.00 386.75  14.67  17.50
+ 0.80271   0.00   8.140  0  0.5380  5.4560  36.60  3.7965   4  307.0  21.00 288.99  11.69  20.20
+ 0.72580   0.00   8.140  0  0.5380  5.7270  69.50  3.7965   4  307.0  21.00 390.95  11.28  18.20
+ 1.25179   0.00   8.140  0  0.5380  5.5700  98.10  3.7979   4  307.0  21.00 376.57  21.02  13.60
+ 0.85204   0.00   8.140  0  0.5380  5.9650  89.20  4.0123   4  307.0  21.00 392.53  13.83  19.60
+ 1.23247   0.00   8.140  0  0.5380  6.1420  91.70  3.9769   4  307.0  21.00 396.90  18.72  15.20
+ 0.98843   0.00   8.140  0  0.5380  5.8130 100.00  4.0952   4  307.0  21.00 394.54  19.88  14.50
+ 0.75026   0.00   8.140  0  0.5380  5.9240  94.10  4.3996   4  307.0  21.00 394.33  16.30  15.60
+ 0.84054   0.00   8.140  0  0.5380  5.5990  85.70  4.4546   4  307.0  21.00 303.42  16.51  13.90
+ 0.67191   0.00   8.140  0  0.5380  5.8130  90.30  4.6820   4  307.0  21.00 376.88  14.81  16.60
+ 0.95577   0.00   8.140  0  0.5380  6.0470  88.80  4.4534   4  307.0  21.00 306.38  17.28  14.80
+ 0.77299   0.00   8.140  0  0.5380  6.4950  94.40  4.4547   4  307.0  21.00 387.94  12.80  18.40
+ 1.00245   0.00   8.140  0  0.5380  6.6740  87.30  4.2390   4  307.0  21.00 380.23  11.98  21.00
+ 1.13081   0.00   8.140  0  0.5380  5.7130  94.10  4.2330   4  307.0  21.00 360.17  22.60  12.70
+ 1.35472   0.00   8.140  0  0.5380  6.0720 100.00  4.1750   4  307.0  21.00 376.73  13.04  14.50
+ 1.38799   0.00   8.140  0  0.5380  5.9500  82.00  3.9900   4  307.0  21.00 232.60  27.71  13.20
+ 1.15172   0.00   8.140  0  0.5380  5.7010  95.00  3.7872   4  307.0  21.00 358.77  18.35  13.10
+ 1.61282   0.00   8.140  0  0.5380  6.0960  96.90  3.7598   4  307.0  21.00 248.31  20.34  13.50
+ 0.06417   0.00   5.960  0  0.4990  5.9330  68.20  3.3603   5  279.0  19.20 396.90   9.68  18.90
+ 0.09744   0.00   5.960  0  0.4990  5.8410  61.40  3.3779   5  279.0  19.20 377.56  11.41  20.00
+ 0.08014   0.00   5.960  0  0.4990  5.8500  41.50  3.9342   5  279.0  19.20 396.90   8.77  21.00
+ 0.17505   0.00   5.960  0  0.4990  5.9660  30.20  3.8473   5  279.0  19.20 393.43  10.13  24.70
+ 0.02763  75.00   2.950  0  0.4280  6.5950  21.80  5.4011   3  252.0  18.30 395.63   4.32  30.80
+ 0.03359  75.00   2.950  0  0.4280  7.0240  15.80  5.4011   3  252.0  18.30 395.62   1.98  34.90
+ 0.12744   0.00   6.910  0  0.4480  6.7700   2.90  5.7209   3  233.0  17.90 385.41   4.84  26.60
+ 0.14150   0.00   6.910  0  0.4480  6.1690   6.60  5.7209   3  233.0  17.90 383.37   5.81  25.30
+ 0.15936   0.00   6.910  0  0.4480  6.2110   6.50  5.7209   3  233.0  17.90 394.46   7.44  24.70
+ 0.12269   0.00   6.910  0  0.4480  6.0690  40.00  5.7209   3  233.0  17.90 389.39   9.55  21.20
+ 0.17142   0.00   6.910  0  0.4480  5.6820  33.80  5.1004   3  233.0  17.90 396.90  10.21  19.30
+ 0.18836   0.00   6.910  0  0.4480  5.7860  33.30  5.1004   3  233.0  17.90 396.90  14.15  20.00
+ 0.22927   0.00   6.910  0  0.4480  6.0300  85.50  5.6894   3  233.0  17.90 392.74  18.80  16.60
+ 0.25387   0.00   6.910  0  0.4480  5.3990  95.30  5.8700   3  233.0  17.90 396.90  30.81  14.40
+ 0.21977   0.00   6.910  0  0.4480  5.6020  62.00  6.0877   3  233.0  17.90 396.90  16.20  19.40
+ 0.08873  21.00   5.640  0  0.4390  5.9630  45.70  6.8147   4  243.0  16.80 395.56  13.45  19.70
+ 0.04337  21.00   5.640  0  0.4390  6.1150  63.00  6.8147   4  243.0  16.80 393.97   9.43  20.50
+ 0.05360  21.00   5.640  0  0.4390  6.5110  21.10  6.8147   4  243.0  16.80 396.90   5.28  25.00
+ 0.04981  21.00   5.640  0  0.4390  5.9980  21.40  6.8147   4  243.0  16.80 396.90   8.43  23.40
+ 0.01360  75.00   4.000  0  0.4100  5.8880  47.60  7.3197   3  469.0  21.10 396.90  14.80  18.90
+ 0.01311  90.00   1.220  0  0.4030  7.2490  21.90  8.6966   5  226.0  17.90 395.93   4.81  35.40
+ 0.02055  85.00   0.740  0  0.4100  6.3830  35.70  9.1876   2  313.0  17.30 396.90   5.77  24.70
+ 0.01432 100.00   1.320  0  0.4110  6.8160  40.50  8.3248   5  256.0  15.10 392.90   3.95  31.60
+ 0.15445  25.00   5.130  0  0.4530  6.1450  29.20  7.8148   8  284.0  19.70 390.68   6.86  23.30
+ 0.10328  25.00   5.130  0  0.4530  5.9270  47.20  6.9320   8  284.0  19.70 396.90   9.22  19.60
+ 0.14932  25.00   5.130  0  0.4530  5.7410  66.20  7.2254   8  284.0  19.70 395.11  13.15  18.70
+ 0.17171  25.00   5.130  0  0.4530  5.9660  93.40  6.8185   8  284.0  19.70 378.08  14.44  16.00
+ 0.11027  25.00   5.130  0  0.4530  6.4560  67.80  7.2255   8  284.0  19.70 396.90   6.73  22.20
+ 0.12650  25.00   5.130  0  0.4530  6.7620  43.40  7.9809   8  284.0  19.70 395.58   9.50  25.00
+ 0.01951  17.50   1.380  0  0.4161  7.1040  59.50  9.2229   3  216.0  18.60 393.24   8.05  33.00
+ 0.03584  80.00   3.370  0  0.3980  6.2900  17.80  6.6115   4  337.0  16.10 396.90   4.67  23.50
+ 0.04379  80.00   3.370  0  0.3980  5.7870  31.10  6.6115   4  337.0  16.10 396.90  10.24  19.40
+ 0.05789  12.50   6.070  0  0.4090  5.8780  21.40  6.4980   4  345.0  18.90 396.21   8.10  22.00
+ 0.13554  12.50   6.070  0  0.4090  5.5940  36.80  6.4980   4  345.0  18.90 396.90  13.09  17.40
+ 0.12816  12.50   6.070  0  0.4090  5.8850  33.00  6.4980   4  345.0  18.90 396.90   8.79  20.90
+ 0.08826   0.00  10.810  0  0.4130  6.4170   6.60  5.2873   4  305.0  19.20 383.73   6.72  24.20
+ 0.15876   0.00  10.810  0  0.4130  5.9610  17.50  5.2873   4  305.0  19.20 376.94   9.88  21.70
+ 0.09164   0.00  10.810  0  0.4130  6.0650   7.80  5.2873   4  305.0  19.20 390.91   5.52  22.80
+ 0.19539   0.00  10.810  0  0.4130  6.2450   6.20  5.2873   4  305.0  19.20 377.17   7.54  23.40
+ 0.07896   0.00  12.830  0  0.4370  6.2730   6.00  4.2515   5  398.0  18.70 394.92   6.78  24.10
+ 0.09512   0.00  12.830  0  0.4370  6.2860  45.00  4.5026   5  398.0  18.70 383.23   8.94  21.40
+ 0.10153   0.00  12.830  0  0.4370  6.2790  74.50  4.0522   5  398.0  18.70 373.66  11.97  20.00
+ 0.08707   0.00  12.830  0  0.4370  6.1400  45.80  4.0905   5  398.0  18.70 386.96  10.27  20.80
+ 0.05646   0.00  12.830  0  0.4370  6.2320  53.70  5.0141   5  398.0  18.70 386.40  12.34  21.20
+ 0.08387   0.00  12.830  0  0.4370  5.8740  36.60  4.5026   5  398.0  18.70 396.06   9.10  20.30
+ 0.04113  25.00   4.860  0  0.4260  6.7270  33.50  5.4007   4  281.0  19.00 396.90   5.29  28.00
+ 0.04462  25.00   4.860  0  0.4260  6.6190  70.40  5.4007   4  281.0  19.00 395.63   7.22  23.90
+ 0.03659  25.00   4.860  0  0.4260  6.3020  32.20  5.4007   4  281.0  19.00 396.90   6.72  24.80
+ 0.03551  25.00   4.860  0  0.4260  6.1670  46.70  5.4007   4  281.0  19.00 390.64   7.51  22.90
+ 0.05059   0.00   4.490  0  0.4490  6.3890  48.00  4.7794   3  247.0  18.50 396.90   9.62  23.90
+ 0.05735   0.00   4.490  0  0.4490  6.6300  56.10  4.4377   3  247.0  18.50 392.30   6.53  26.60
+ 0.05188   0.00   4.490  0  0.4490  6.0150  45.10  4.4272   3  247.0  18.50 395.99  12.86  22.50
+ 0.07151   0.00   4.490  0  0.4490  6.1210  56.80  3.7476   3  247.0  18.50 395.15   8.44  22.20
+ 0.05660   0.00   3.410  0  0.4890  7.0070  86.30  3.4217   2  270.0  17.80 396.90   5.50  23.60
+ 0.05302   0.00   3.410  0  0.4890  7.0790  63.10  3.4145   2  270.0  17.80 396.06   5.70  28.70
+ 0.04684   0.00   3.410  0  0.4890  6.4170  66.10  3.0923   2  270.0  17.80 392.18   8.81  22.60
+ 0.03932   0.00   3.410  0  0.4890  6.4050  73.90  3.0921   2  270.0  17.80 393.55   8.20  22.00
+ 0.04203  28.00  15.040  0  0.4640  6.4420  53.60  3.6659   4  270.0  18.20 395.01   8.16  22.90
+ 0.02875  28.00  15.040  0  0.4640  6.2110  28.90  3.6659   4  270.0  18.20 396.33   6.21  25.00
+ 0.04294  28.00  15.040  0  0.4640  6.2490  77.30  3.6150   4  270.0  18.20 396.90  10.59  20.60
+ 0.12204   0.00   2.890  0  0.4450  6.6250  57.80  3.4952   2  276.0  18.00 357.98   6.65  28.40
+ 0.11504   0.00   2.890  0  0.4450  6.1630  69.60  3.4952   2  276.0  18.00 391.83  11.34  21.40
+ 0.12083   0.00   2.890  0  0.4450  8.0690  76.00  3.4952   2  276.0  18.00 396.90   4.21  38.70
+ 0.08187   0.00   2.890  0  0.4450  7.8200  36.90  3.4952   2  276.0  18.00 393.53   3.57  43.80
+ 0.06860   0.00   2.890  0  0.4450  7.4160  62.50  3.4952   2  276.0  18.00 396.90   6.19  33.20
+ 0.14866   0.00   8.560  0  0.5200  6.7270  79.90  2.7778   5  384.0  20.90 394.76   9.42  27.50
+ 0.11432   0.00   8.560  0  0.5200  6.7810  71.30  2.8561   5  384.0  20.90 395.58   7.67  26.50
+ 0.22876   0.00   8.560  0  0.5200  6.4050  85.40  2.7147   5  384.0  20.90  70.80  10.63  18.60
+ 0.21161   0.00   8.560  0  0.5200  6.1370  87.40  2.7147   5  384.0  20.90 394.47  13.44  19.30
+ 0.13960   0.00   8.560  0  0.5200  6.1670  90.00  2.4210   5  384.0  20.90 392.69  12.33  20.10
+ 0.13262   0.00   8.560  0  0.5200  5.8510  96.70  2.1069   5  384.0  20.90 394.05  16.47  19.50
+ 0.17120   0.00   8.560  0  0.5200  5.8360  91.90  2.2110   5  384.0  20.90 395.67  18.66  19.50
+ 0.13117   0.00   8.560  0  0.5200  6.1270  85.20  2.1224   5  384.0  20.90 387.69  14.09  20.40
+ 0.12802   0.00   8.560  0  0.5200  6.4740  97.10  2.4329   5  384.0  20.90 395.24  12.27  19.80
+ 0.26363   0.00   8.560  0  0.5200  6.2290  91.20  2.5451   5  384.0  20.90 391.23  15.55  19.40
+ 0.10793   0.00   8.560  0  0.5200  6.1950  54.40  2.7778   5  384.0  20.90 393.49  13.00  21.70
+ 0.10084   0.00  10.010  0  0.5470  6.7150  81.60  2.6775   6  432.0  17.80 395.59  10.16  22.80
+ 0.12329   0.00  10.010  0  0.5470  5.9130  92.90  2.3534   6  432.0  17.80 394.95  16.21  18.80
+ 0.22212   0.00  10.010  0  0.5470  6.0920  95.40  2.5480   6  432.0  17.80 396.90  17.09  18.70
+ 0.14231   0.00  10.010  0  0.5470  6.2540  84.20  2.2565   6  432.0  17.80 388.74  10.45  18.50
+ 0.17134   0.00  10.010  0  0.5470  5.9280  88.20  2.4631   6  432.0  17.80 344.91  15.76  18.30
+ 0.13158   0.00  10.010  0  0.5470  6.1760  72.50  2.7301   6  432.0  17.80 393.30  12.04  21.20
+ 0.15098   0.00  10.010  0  0.5470  6.0210  82.60  2.7474   6  432.0  17.80 394.51  10.30  19.20
+ 0.13058   0.00  10.010  0  0.5470  5.8720  73.10  2.4775   6  432.0  17.80 338.63  15.37  20.40
+ 0.14476   0.00  10.010  0  0.5470  5.7310  65.20  2.7592   6  432.0  17.80 391.50  13.61  19.30
+ 0.06899   0.00  25.650  0  0.5810  5.8700  69.70  2.2577   2  188.0  19.10 389.15  14.37  22.00
+ 0.07165   0.00  25.650  0  0.5810  6.0040  84.10  2.1974   2  188.0  19.10 377.67  14.27  20.30
+ 0.09299   0.00  25.650  0  0.5810  5.9610  92.90  2.0869   2  188.0  19.10 378.09  17.93  20.50
+ 0.15038   0.00  25.650  0  0.5810  5.8560  97.00  1.9444   2  188.0  19.10 370.31  25.41  17.30
+ 0.09849   0.00  25.650  0  0.5810  5.8790  95.80  2.0063   2  188.0  19.10 379.38  17.58  18.80
+ 0.16902   0.00  25.650  0  0.5810  5.9860  88.40  1.9929   2  188.0  19.10 385.02  14.81  21.40
+ 0.38735   0.00  25.650  0  0.5810  5.6130  95.60  1.7572   2  188.0  19.10 359.29  27.26  15.70
+ 0.25915   0.00  21.890  0  0.6240  5.6930  96.00  1.7883   4  437.0  21.20 392.11  17.19  16.20
+ 0.32543   0.00  21.890  0  0.6240  6.4310  98.80  1.8125   4  437.0  21.20 396.90  15.39  18.00
+ 0.88125   0.00  21.890  0  0.6240  5.6370  94.70  1.9799   4  437.0  21.20 396.90  18.34  14.30
+ 0.34006   0.00  21.890  0  0.6240  6.4580  98.90  2.1185   4  437.0  21.20 395.04  12.60  19.20
+ 1.19294   0.00  21.890  0  0.6240  6.3260  97.70  2.2710   4  437.0  21.20 396.90  12.26  19.60
+ 0.59005   0.00  21.890  0  0.6240  6.3720  97.90  2.3274   4  437.0  21.20 385.76  11.12  23.00
+ 0.32982   0.00  21.890  0  0.6240  5.8220  95.40  2.4699   4  437.0  21.20 388.69  15.03  18.40
+ 0.97617   0.00  21.890  0  0.6240  5.7570  98.40  2.3460   4  437.0  21.20 262.76  17.31  15.60
+ 0.55778   0.00  21.890  0  0.6240  6.3350  98.20  2.1107   4  437.0  21.20 394.67  16.96  18.10
+ 0.32264   0.00  21.890  0  0.6240  5.9420  93.50  1.9669   4  437.0  21.20 378.25  16.90  17.40
+ 0.35233   0.00  21.890  0  0.6240  6.4540  98.40  1.8498   4  437.0  21.20 394.08  14.59  17.10
+ 0.24980   0.00  21.890  0  0.6240  5.8570  98.20  1.6686   4  437.0  21.20 392.04  21.32  13.30
+ 0.54452   0.00  21.890  0  0.6240  6.1510  97.90  1.6687   4  437.0  21.20 396.90  18.46  17.80
+ 0.29090   0.00  21.890  0  0.6240  6.1740  93.60  1.6119   4  437.0  21.20 388.08  24.16  14.00
+ 1.62864   0.00  21.890  0  0.6240  5.0190 100.00  1.4394   4  437.0  21.20 396.90  34.41  14.40
+ 3.32105   0.00  19.580  1  0.8710  5.4030 100.00  1.3216   5  403.0  14.70 396.90  26.82  13.40
+ 4.09740   0.00  19.580  0  0.8710  5.4680 100.00  1.4118   5  403.0  14.70 396.90  26.42  15.60
+ 2.77974   0.00  19.580  0  0.8710  4.9030  97.80  1.3459   5  403.0  14.70 396.90  29.29  11.80
+ 2.37934   0.00  19.580  0  0.8710  6.1300 100.00  1.4191   5  403.0  14.70 172.91  27.80  13.80
+ 2.15505   0.00  19.580  0  0.8710  5.6280 100.00  1.5166   5  403.0  14.70 169.27  16.65  15.60
+ 2.36862   0.00  19.580  0  0.8710  4.9260  95.70  1.4608   5  403.0  14.70 391.71  29.53  14.60
+ 2.33099   0.00  19.580  0  0.8710  5.1860  93.80  1.5296   5  403.0  14.70 356.99  28.32  17.80
+ 2.73397   0.00  19.580  0  0.8710  5.5970  94.90  1.5257   5  403.0  14.70 351.85  21.45  15.40
+ 1.65660   0.00  19.580  0  0.8710  6.1220  97.30  1.6180   5  403.0  14.70 372.80  14.10  21.50
+ 1.49632   0.00  19.580  0  0.8710  5.4040 100.00  1.5916   5  403.0  14.70 341.60  13.28  19.60
+ 1.12658   0.00  19.580  1  0.8710  5.0120  88.00  1.6102   5  403.0  14.70 343.28  12.12  15.30
+ 2.14918   0.00  19.580  0  0.8710  5.7090  98.50  1.6232   5  403.0  14.70 261.95  15.79  19.40
+ 1.41385   0.00  19.580  1  0.8710  6.1290  96.00  1.7494   5  403.0  14.70 321.02  15.12  17.00
+ 3.53501   0.00  19.580  1  0.8710  6.1520  82.60  1.7455   5  403.0  14.70  88.01  15.02  15.60
+ 2.44668   0.00  19.580  0  0.8710  5.2720  94.00  1.7364   5  403.0  14.70  88.63  16.14  13.10
+ 1.22358   0.00  19.580  0  0.6050  6.9430  97.40  1.8773   5  403.0  14.70 363.43   4.59  41.30
+ 1.34284   0.00  19.580  0  0.6050  6.0660 100.00  1.7573   5  403.0  14.70 353.89   6.43  24.30
+ 1.42502   0.00  19.580  0  0.8710  6.5100 100.00  1.7659   5  403.0  14.70 364.31   7.39  23.30
+ 1.27346   0.00  19.580  1  0.6050  6.2500  92.60  1.7984   5  403.0  14.70 338.92   5.50  27.00
+ 1.46336   0.00  19.580  0  0.6050  7.4890  90.80  1.9709   5  403.0  14.70 374.43   1.73  50.00
+ 1.83377   0.00  19.580  1  0.6050  7.8020  98.20  2.0407   5  403.0  14.70 389.61   1.92  50.00
+ 1.51902   0.00  19.580  1  0.6050  8.3750  93.90  2.1620   5  403.0  14.70 388.45   3.32  50.00
+ 2.24236   0.00  19.580  0  0.6050  5.8540  91.80  2.4220   5  403.0  14.70 395.11  11.64  22.70
+ 2.92400   0.00  19.580  0  0.6050  6.1010  93.00  2.2834   5  403.0  14.70 240.16   9.81  25.00
+ 2.01019   0.00  19.580  0  0.6050  7.9290  96.20  2.0459   5  403.0  14.70 369.30   3.70  50.00
+ 1.80028   0.00  19.580  0  0.6050  5.8770  79.20  2.4259   5  403.0  14.70 227.61  12.14  23.80
+ 2.30040   0.00  19.580  0  0.6050  6.3190  96.10  2.1000   5  403.0  14.70 297.09  11.10  23.80
+ 2.44953   0.00  19.580  0  0.6050  6.4020  95.20  2.2625   5  403.0  14.70 330.04  11.32  22.30
+ 1.20742   0.00  19.580  0  0.6050  5.8750  94.60  2.4259   5  403.0  14.70 292.29  14.43  17.40
+ 2.31390   0.00  19.580  0  0.6050  5.8800  97.30  2.3887   5  403.0  14.70 348.13  12.03  19.10
+ 0.13914   0.00   4.050  0  0.5100  5.5720  88.50  2.5961   5  296.0  16.60 396.90  14.69  23.10
+ 0.09178   0.00   4.050  0  0.5100  6.4160  84.10  2.6463   5  296.0  16.60 395.50   9.04  23.60
+ 0.08447   0.00   4.050  0  0.5100  5.8590  68.70  2.7019   5  296.0  16.60 393.23   9.64  22.60
+ 0.06664   0.00   4.050  0  0.5100  6.5460  33.10  3.1323   5  296.0  16.60 390.96   5.33  29.40
+ 0.07022   0.00   4.050  0  0.5100  6.0200  47.20  3.5549   5  296.0  16.60 393.23  10.11  23.20
+ 0.05425   0.00   4.050  0  0.5100  6.3150  73.40  3.3175   5  296.0  16.60 395.60   6.29  24.60
+ 0.06642   0.00   4.050  0  0.5100  6.8600  74.40  2.9153   5  296.0  16.60 391.27   6.92  29.90
+ 0.05780   0.00   2.460  0  0.4880  6.9800  58.40  2.8290   3  193.0  17.80 396.90   5.04  37.20
+ 0.06588   0.00   2.460  0  0.4880  7.7650  83.30  2.7410   3  193.0  17.80 395.56   7.56  39.80
+ 0.06888   0.00   2.460  0  0.4880  6.1440  62.20  2.5979   3  193.0  17.80 396.90   9.45  36.20
+ 0.09103   0.00   2.460  0  0.4880  7.1550  92.20  2.7006   3  193.0  17.80 394.12   4.82  37.90
+ 0.10008   0.00   2.460  0  0.4880  6.5630  95.60  2.8470   3  193.0  17.80 396.90   5.68  32.50
+ 0.08308   0.00   2.460  0  0.4880  5.6040  89.80  2.9879   3  193.0  17.80 391.00  13.98  26.40
+ 0.06047   0.00   2.460  0  0.4880  6.1530  68.80  3.2797   3  193.0  17.80 387.11  13.15  29.60
+ 0.05602   0.00   2.460  0  0.4880  7.8310  53.60  3.1992   3  193.0  17.80 392.63   4.45  50.00
+ 0.07875  45.00   3.440  0  0.4370  6.7820  41.10  3.7886   5  398.0  15.20 393.87   6.68  32.00
+ 0.12579  45.00   3.440  0  0.4370  6.5560  29.10  4.5667   5  398.0  15.20 382.84   4.56  29.80
+ 0.08370  45.00   3.440  0  0.4370  7.1850  38.90  4.5667   5  398.0  15.20 396.90   5.39  34.90
+ 0.09068  45.00   3.440  0  0.4370  6.9510  21.50  6.4798   5  398.0  15.20 377.68   5.10  37.00
+ 0.06911  45.00   3.440  0  0.4370  6.7390  30.80  6.4798   5  398.0  15.20 389.71   4.69  30.50
+ 0.08664  45.00   3.440  0  0.4370  7.1780  26.30  6.4798   5  398.0  15.20 390.49   2.87  36.40
+ 0.02187  60.00   2.930  0  0.4010  6.8000   9.90  6.2196   1  265.0  15.60 393.37   5.03  31.10
+ 0.01439  60.00   2.930  0  0.4010  6.6040  18.80  6.2196   1  265.0  15.60 376.70   4.38  29.10
+ 0.01381  80.00   0.460  0  0.4220  7.8750  32.00  5.6484   4  255.0  14.40 394.23   2.97  50.00
+ 0.04011  80.00   1.520  0  0.4040  7.2870  34.10  7.3090   2  329.0  12.60 396.90   4.08  33.30
+ 0.04666  80.00   1.520  0  0.4040  7.1070  36.60  7.3090   2  329.0  12.60 354.31   8.61  30.30
+ 0.03768  80.00   1.520  0  0.4040  7.2740  38.30  7.3090   2  329.0  12.60 392.20   6.62  34.60
+ 0.03150  95.00   1.470  0  0.4030  6.9750  15.30  7.6534   3  402.0  17.00 396.90   4.56  34.90
+ 0.01778  95.00   1.470  0  0.4030  7.1350  13.90  7.6534   3  402.0  17.00 384.30   4.45  32.90
+ 0.03445  82.50   2.030  0  0.4150  6.1620  38.40  6.2700   2  348.0  14.70 393.77   7.43  24.10
+ 0.02177  82.50   2.030  0  0.4150  7.6100  15.70  6.2700   2  348.0  14.70 395.38   3.11  42.30
+ 0.03510  95.00   2.680  0  0.4161  7.8530  33.20  5.1180   4  224.0  14.70 392.78   3.81  48.50
+ 0.02009  95.00   2.680  0  0.4161  8.0340  31.90  5.1180   4  224.0  14.70 390.55   2.88  50.00
+ 0.13642   0.00  10.590  0  0.4890  5.8910  22.30  3.9454   4  277.0  18.60 396.90  10.87  22.60
+ 0.22969   0.00  10.590  0  0.4890  6.3260  52.50  4.3549   4  277.0  18.60 394.87  10.97  24.40
+ 0.25199   0.00  10.590  0  0.4890  5.7830  72.70  4.3549   4  277.0  18.60 389.43  18.06  22.50
+ 0.13587   0.00  10.590  1  0.4890  6.0640  59.10  4.2392   4  277.0  18.60 381.32  14.66  24.40
+ 0.43571   0.00  10.590  1  0.4890  5.3440 100.00  3.8750   4  277.0  18.60 396.90  23.09  20.00
+ 0.17446   0.00  10.590  1  0.4890  5.9600  92.10  3.8771   4  277.0  18.60 393.25  17.27  21.70
+ 0.37578   0.00  10.590  1  0.4890  5.4040  88.60  3.6650   4  277.0  18.60 395.24  23.98  19.30
+ 0.21719   0.00  10.590  1  0.4890  5.8070  53.80  3.6526   4  277.0  18.60 390.94  16.03  22.40
+ 0.14052   0.00  10.590  0  0.4890  6.3750  32.30  3.9454   4  277.0  18.60 385.81   9.38  28.10
+ 0.28955   0.00  10.590  0  0.4890  5.4120   9.80  3.5875   4  277.0  18.60 348.93  29.55  23.70
+ 0.19802   0.00  10.590  0  0.4890  6.1820  42.40  3.9454   4  277.0  18.60 393.63   9.47  25.00
+ 0.04560   0.00  13.890  1  0.5500  5.8880  56.00  3.1121   5  276.0  16.40 392.80  13.51  23.30
+ 0.07013   0.00  13.890  0  0.5500  6.6420  85.10  3.4211   5  276.0  16.40 392.78   9.69  28.70
+ 0.11069   0.00  13.890  1  0.5500  5.9510  93.80  2.8893   5  276.0  16.40 396.90  17.92  21.50
+ 0.11425   0.00  13.890  1  0.5500  6.3730  92.40  3.3633   5  276.0  16.40 393.74  10.50  23.00
+ 0.35809   0.00   6.200  1  0.5070  6.9510  88.50  2.8617   8  307.0  17.40 391.70   9.71  26.70
+ 0.40771   0.00   6.200  1  0.5070  6.1640  91.30  3.0480   8  307.0  17.40 395.24  21.46  21.70
+ 0.62356   0.00   6.200  1  0.5070  6.8790  77.70  3.2721   8  307.0  17.40 390.39   9.93  27.50
+ 0.61470   0.00   6.200  0  0.5070  6.6180  80.80  3.2721   8  307.0  17.40 396.90   7.60  30.10
+ 0.31533   0.00   6.200  0  0.5040  8.2660  78.30  2.8944   8  307.0  17.40 385.05   4.14  44.80
+ 0.52693   0.00   6.200  0  0.5040  8.7250  83.00  2.8944   8  307.0  17.40 382.00   4.63  50.00
+ 0.38214   0.00   6.200  0  0.5040  8.0400  86.50  3.2157   8  307.0  17.40 387.38   3.13  37.60
+ 0.41238   0.00   6.200  0  0.5040  7.1630  79.90  3.2157   8  307.0  17.40 372.08   6.36  31.60
+ 0.29819   0.00   6.200  0  0.5040  7.6860  17.00  3.3751   8  307.0  17.40 377.51   3.92  46.70
+ 0.44178   0.00   6.200  0  0.5040  6.5520  21.40  3.3751   8  307.0  17.40 380.34   3.76  31.50
+ 0.53700   0.00   6.200  0  0.5040  5.9810  68.10  3.6715   8  307.0  17.40 378.35  11.65  24.30
+ 0.46296   0.00   6.200  0  0.5040  7.4120  76.90  3.6715   8  307.0  17.40 376.14   5.25  31.70
+ 0.57529   0.00   6.200  0  0.5070  8.3370  73.30  3.8384   8  307.0  17.40 385.91   2.47  41.70
+ 0.33147   0.00   6.200  0  0.5070  8.2470  70.40  3.6519   8  307.0  17.40 378.95   3.95  48.30
+ 0.44791   0.00   6.200  1  0.5070  6.7260  66.50  3.6519   8  307.0  17.40 360.20   8.05  29.00
+ 0.33045   0.00   6.200  0  0.5070  6.0860  61.50  3.6519   8  307.0  17.40 376.75  10.88  24.00
+ 0.52058   0.00   6.200  1  0.5070  6.6310  76.50  4.1480   8  307.0  17.40 388.45   9.54  25.10
+ 0.51183   0.00   6.200  0  0.5070  7.3580  71.60  4.1480   8  307.0  17.40 390.07   4.73  31.50
+ 0.08244  30.00   4.930  0  0.4280  6.4810  18.50  6.1899   6  300.0  16.60 379.41   6.36  23.70
+ 0.09252  30.00   4.930  0  0.4280  6.6060  42.20  6.1899   6  300.0  16.60 383.78   7.37  23.30
+ 0.11329  30.00   4.930  0  0.4280  6.8970  54.30  6.3361   6  300.0  16.60 391.25  11.38  22.00
+ 0.10612  30.00   4.930  0  0.4280  6.0950  65.10  6.3361   6  300.0  16.60 394.62  12.40  20.10
+ 0.10290  30.00   4.930  0  0.4280  6.3580  52.90  7.0355   6  300.0  16.60 372.75  11.22  22.20
+ 0.12757  30.00   4.930  0  0.4280  6.3930   7.80  7.0355   6  300.0  16.60 374.71   5.19  23.70
+ 0.20608  22.00   5.860  0  0.4310  5.5930  76.50  7.9549   7  330.0  19.10 372.49  12.50  17.60
+ 0.19133  22.00   5.860  0  0.4310  5.6050  70.20  7.9549   7  330.0  19.10 389.13  18.46  18.50
+ 0.33983  22.00   5.860  0  0.4310  6.1080  34.90  8.0555   7  330.0  19.10 390.18   9.16  24.30
+ 0.19657  22.00   5.860  0  0.4310  6.2260  79.20  8.0555   7  330.0  19.10 376.14  10.15  20.50
+ 0.16439  22.00   5.860  0  0.4310  6.4330  49.10  7.8265   7  330.0  19.10 374.71   9.52  24.50
+ 0.19073  22.00   5.860  0  0.4310  6.7180  17.50  7.8265   7  330.0  19.10 393.74   6.56  26.20
+ 0.14030  22.00   5.860  0  0.4310  6.4870  13.00  7.3967   7  330.0  19.10 396.28   5.90  24.40
+ 0.21409  22.00   5.860  0  0.4310  6.4380   8.90  7.3967   7  330.0  19.10 377.07   3.59  24.80
+ 0.08221  22.00   5.860  0  0.4310  6.9570   6.80  8.9067   7  330.0  19.10 386.09   3.53  29.60
+ 0.36894  22.00   5.860  0  0.4310  8.2590   8.40  8.9067   7  330.0  19.10 396.90   3.54  42.80
+ 0.04819  80.00   3.640  0  0.3920  6.1080  32.00  9.2203   1  315.0  16.40 392.89   6.57  21.90
+ 0.03548  80.00   3.640  0  0.3920  5.8760  19.10  9.2203   1  315.0  16.40 395.18   9.25  20.90
+ 0.01538  90.00   3.750  0  0.3940  7.4540  34.20  6.3361   3  244.0  15.90 386.34   3.11  44.00
+ 0.61154  20.00   3.970  0  0.6470  8.7040  86.90  1.8010   5  264.0  13.00 389.70   5.12  50.00
+ 0.66351  20.00   3.970  0  0.6470  7.3330 100.00  1.8946   5  264.0  13.00 383.29   7.79  36.00
+ 0.65665  20.00   3.970  0  0.6470  6.8420 100.00  2.0107   5  264.0  13.00 391.93   6.90  30.10
+ 0.54011  20.00   3.970  0  0.6470  7.2030  81.80  2.1121   5  264.0  13.00 392.80   9.59  33.80
+ 0.53412  20.00   3.970  0  0.6470  7.5200  89.40  2.1398   5  264.0  13.00 388.37   7.26  43.10
+ 0.52014  20.00   3.970  0  0.6470  8.3980  91.50  2.2885   5  264.0  13.00 386.86   5.91  48.80
+ 0.82526  20.00   3.970  0  0.6470  7.3270  94.50  2.0788   5  264.0  13.00 393.42  11.25  31.00
+ 0.55007  20.00   3.970  0  0.6470  7.2060  91.60  1.9301   5  264.0  13.00 387.89   8.10  36.50
+ 0.76162  20.00   3.970  0  0.6470  5.5600  62.80  1.9865   5  264.0  13.00 392.40  10.45  22.80
+ 0.78570  20.00   3.970  0  0.6470  7.0140  84.60  2.1329   5  264.0  13.00 384.07  14.79  30.70
+ 0.57834  20.00   3.970  0  0.5750  8.2970  67.00  2.4216   5  264.0  13.00 384.54   7.44  50.00
+ 0.54050  20.00   3.970  0  0.5750  7.4700  52.60  2.8720   5  264.0  13.00 390.30   3.16  43.50
+ 0.09065  20.00   6.960  1  0.4640  5.9200  61.50  3.9175   3  223.0  18.60 391.34  13.65  20.70
+ 0.29916  20.00   6.960  0  0.4640  5.8560  42.10  4.4290   3  223.0  18.60 388.65  13.00  21.10
+ 0.16211  20.00   6.960  0  0.4640  6.2400  16.30  4.4290   3  223.0  18.60 396.90   6.59  25.20
+ 0.11460  20.00   6.960  0  0.4640  6.5380  58.70  3.9175   3  223.0  18.60 394.96   7.73  24.40
+ 0.22188  20.00   6.960  1  0.4640  7.6910  51.80  4.3665   3  223.0  18.60 390.77   6.58  35.20
+ 0.05644  40.00   6.410  1  0.4470  6.7580  32.90  4.0776   4  254.0  17.60 396.90   3.53  32.40
+ 0.09604  40.00   6.410  0  0.4470  6.8540  42.80  4.2673   4  254.0  17.60 396.90   2.98  32.00
+ 0.10469  40.00   6.410  1  0.4470  7.2670  49.00  4.7872   4  254.0  17.60 389.25   6.05  33.20
+ 0.06127  40.00   6.410  1  0.4470  6.8260  27.60  4.8628   4  254.0  17.60 393.45   4.16  33.10
+ 0.07978  40.00   6.410  0  0.4470  6.4820  32.10  4.1403   4  254.0  17.60 396.90   7.19  29.10
+ 0.21038  20.00   3.330  0  0.4429  6.8120  32.20  4.1007   5  216.0  14.90 396.90   4.85  35.10
+ 0.03578  20.00   3.330  0  0.4429  7.8200  64.50  4.6947   5  216.0  14.90 387.31   3.76  45.40
+ 0.03705  20.00   3.330  0  0.4429  6.9680  37.20  5.2447   5  216.0  14.90 392.23   4.59  35.40
+ 0.06129  20.00   3.330  1  0.4429  7.6450  49.70  5.2119   5  216.0  14.90 377.07   3.01  46.00
+ 0.01501  90.00   1.210  1  0.4010  7.9230  24.80  5.8850   1  198.0  13.60 395.52   3.16  50.00
+ 0.00906  90.00   2.970  0  0.4000  7.0880  20.80  7.3073   1  285.0  15.30 394.72   7.85  32.20
+ 0.01096  55.00   2.250  0  0.3890  6.4530  31.90  7.3073   1  300.0  15.30 394.72   8.23  22.00
+ 0.01965  80.00   1.760  0  0.3850  6.2300  31.50  9.0892   1  241.0  18.20 341.60  12.93  20.10
+ 0.03871  52.50   5.320  0  0.4050  6.2090  31.30  7.3172   6  293.0  16.60 396.90   7.14  23.20
+ 0.04590  52.50   5.320  0  0.4050  6.3150  45.60  7.3172   6  293.0  16.60 396.90   7.60  22.30
+ 0.04297  52.50   5.320  0  0.4050  6.5650  22.90  7.3172   6  293.0  16.60 371.72   9.51  24.80
+ 0.03502  80.00   4.950  0  0.4110  6.8610  27.90  5.1167   4  245.0  19.20 396.90   3.33  28.50
+ 0.07886  80.00   4.950  0  0.4110  7.1480  27.70  5.1167   4  245.0  19.20 396.90   3.56  37.30
+ 0.03615  80.00   4.950  0  0.4110  6.6300  23.40  5.1167   4  245.0  19.20 396.90   4.70  27.90
+ 0.08265   0.00  13.920  0  0.4370  6.1270  18.40  5.5027   4  289.0  16.00 396.90   8.58  23.90
+ 0.08199   0.00  13.920  0  0.4370  6.0090  42.30  5.5027   4  289.0  16.00 396.90  10.40  21.70
+ 0.12932   0.00  13.920  0  0.4370  6.6780  31.10  5.9604   4  289.0  16.00 396.90   6.27  28.60
+ 0.05372   0.00  13.920  0  0.4370  6.5490  51.00  5.9604   4  289.0  16.00 392.85   7.39  27.10
+ 0.14103   0.00  13.920  0  0.4370  5.7900  58.00  6.3200   4  289.0  16.00 396.90  15.84  20.30
+ 0.06466  70.00   2.240  0  0.4000  6.3450  20.10  7.8278   5  358.0  14.80 368.24   4.97  22.50
+ 0.05561  70.00   2.240  0  0.4000  7.0410  10.00  7.8278   5  358.0  14.80 371.58   4.74  29.00
+ 0.04417  70.00   2.240  0  0.4000  6.8710  47.40  7.8278   5  358.0  14.80 390.86   6.07  24.80
+ 0.03537  34.00   6.090  0  0.4330  6.5900  40.40  5.4917   7  329.0  16.10 395.75   9.50  22.00
+ 0.09266  34.00   6.090  0  0.4330  6.4950  18.40  5.4917   7  329.0  16.10 383.61   8.67  26.40
+ 0.10000  34.00   6.090  0  0.4330  6.9820  17.70  5.4917   7  329.0  16.10 390.43   4.86  33.10
+ 0.05515  33.00   2.180  0  0.4720  7.2360  41.10  4.0220   7  222.0  18.40 393.68   6.93  36.10
+ 0.05479  33.00   2.180  0  0.4720  6.6160  58.10  3.3700   7  222.0  18.40 393.36   8.93  28.40
+ 0.07503  33.00   2.180  0  0.4720  7.4200  71.90  3.0992   7  222.0  18.40 396.90   6.47  33.40
+ 0.04932  33.00   2.180  0  0.4720  6.8490  70.30  3.1827   7  222.0  18.40 396.90   7.53  28.20
+ 0.49298   0.00   9.900  0  0.5440  6.6350  82.50  3.3175   4  304.0  18.40 396.90   4.54  22.80
+ 0.34940   0.00   9.900  0  0.5440  5.9720  76.70  3.1025   4  304.0  18.40 396.24   9.97  20.30
+ 2.63548   0.00   9.900  0  0.5440  4.9730  37.80  2.5194   4  304.0  18.40 350.45  12.64  16.10
+ 0.79041   0.00   9.900  0  0.5440  6.1220  52.80  2.6403   4  304.0  18.40 396.90   5.98  22.10
+ 0.26169   0.00   9.900  0  0.5440  6.0230  90.40  2.8340   4  304.0  18.40 396.30  11.72  19.40
+ 0.26938   0.00   9.900  0  0.5440  6.2660  82.80  3.2628   4  304.0  18.40 393.39   7.90  21.60
+ 0.36920   0.00   9.900  0  0.5440  6.5670  87.30  3.6023   4  304.0  18.40 395.69   9.28  23.80
+ 0.25356   0.00   9.900  0  0.5440  5.7050  77.70  3.9450   4  304.0  18.40 396.42  11.50  16.20
+ 0.31827   0.00   9.900  0  0.5440  5.9140  83.20  3.9986   4  304.0  18.40 390.70  18.33  17.80
+ 0.24522   0.00   9.900  0  0.5440  5.7820  71.70  4.0317   4  304.0  18.40 396.90  15.94  19.80
+ 0.40202   0.00   9.900  0  0.5440  6.3820  67.20  3.5325   4  304.0  18.40 395.21  10.36  23.10
+ 0.47547   0.00   9.900  0  0.5440  6.1130  58.80  4.0019   4  304.0  18.40 396.23  12.73  21.00
+ 0.16760   0.00   7.380  0  0.4930  6.4260  52.30  4.5404   5  287.0  19.60 396.90   7.20  23.80
+ 0.18159   0.00   7.380  0  0.4930  6.3760  54.30  4.5404   5  287.0  19.60 396.90   6.87  23.10
+ 0.35114   0.00   7.380  0  0.4930  6.0410  49.90  4.7211   5  287.0  19.60 396.90   7.70  20.40
+ 0.28392   0.00   7.380  0  0.4930  5.7080  74.30  4.7211   5  287.0  19.60 391.13  11.74  18.50
+ 0.34109   0.00   7.380  0  0.4930  6.4150  40.10  4.7211   5  287.0  19.60 396.90   6.12  25.00
+ 0.19186   0.00   7.380  0  0.4930  6.4310  14.70  5.4159   5  287.0  19.60 393.68   5.08  24.60
+ 0.30347   0.00   7.380  0  0.4930  6.3120  28.90  5.4159   5  287.0  19.60 396.90   6.15  23.00
+ 0.24103   0.00   7.380  0  0.4930  6.0830  43.70  5.4159   5  287.0  19.60 396.90  12.79  22.20
+ 0.06617   0.00   3.240  0  0.4600  5.8680  25.80  5.2146   4  430.0  16.90 382.44   9.97  19.30
+ 0.06724   0.00   3.240  0  0.4600  6.3330  17.20  5.2146   4  430.0  16.90 375.21   7.34  22.60
+ 0.04544   0.00   3.240  0  0.4600  6.1440  32.20  5.8736   4  430.0  16.90 368.57   9.09  19.80
+ 0.05023  35.00   6.060  0  0.4379  5.7060  28.40  6.6407   1  304.0  16.90 394.02  12.43  17.10
+ 0.03466  35.00   6.060  0  0.4379  6.0310  23.30  6.6407   1  304.0  16.90 362.25   7.83  19.40
+ 0.05083   0.00   5.190  0  0.5150  6.3160  38.10  6.4584   5  224.0  20.20 389.71   5.68  22.20
+ 0.03738   0.00   5.190  0  0.5150  6.3100  38.50  6.4584   5  224.0  20.20 389.40   6.75  20.70
+ 0.03961   0.00   5.190  0  0.5150  6.0370  34.50  5.9853   5  224.0  20.20 396.90   8.01  21.10
+ 0.03427   0.00   5.190  0  0.5150  5.8690  46.30  5.2311   5  224.0  20.20 396.90   9.80  19.50
+ 0.03041   0.00   5.190  0  0.5150  5.8950  59.60  5.6150   5  224.0  20.20 394.81  10.56  18.50
+ 0.03306   0.00   5.190  0  0.5150  6.0590  37.30  4.8122   5  224.0  20.20 396.14   8.51  20.60
+ 0.05497   0.00   5.190  0  0.5150  5.9850  45.40  4.8122   5  224.0  20.20 396.90   9.74  19.00
+ 0.06151   0.00   5.190  0  0.5150  5.9680  58.50  4.8122   5  224.0  20.20 396.90   9.29  18.70
+ 0.01301  35.00   1.520  0  0.4420  7.2410  49.30  7.0379   1  284.0  15.50 394.74   5.49  32.70
+ 0.02498   0.00   1.890  0  0.5180  6.5400  59.70  6.2669   1  422.0  15.90 389.96   8.65  16.50
+ 0.02543  55.00   3.780  0  0.4840  6.6960  56.40  5.7321   5  370.0  17.60 396.90   7.18  23.90
+ 0.03049  55.00   3.780  0  0.4840  6.8740  28.10  6.4654   5  370.0  17.60 387.97   4.61  31.20
+ 0.03113   0.00   4.390  0  0.4420  6.0140  48.50  8.0136   3  352.0  18.80 385.64  10.53  17.50
+ 0.06162   0.00   4.390  0  0.4420  5.8980  52.30  8.0136   3  352.0  18.80 364.61  12.67  17.20
+ 0.01870  85.00   4.150  0  0.4290  6.5160  27.70  8.5353   4  351.0  17.90 392.43   6.36  23.10
+ 0.01501  80.00   2.010  0  0.4350  6.6350  29.70  8.3440   4  280.0  17.00 390.94   5.99  24.50
+ 0.02899  40.00   1.250  0  0.4290  6.9390  34.50  8.7921   1  335.0  19.70 389.85   5.89  26.60
+ 0.06211  40.00   1.250  0  0.4290  6.4900  44.40  8.7921   1  335.0  19.70 396.90   5.98  22.90
+ 0.07950  60.00   1.690  0  0.4110  6.5790  35.90 10.7103   4  411.0  18.30 370.78   5.49  24.10
+ 0.07244  60.00   1.690  0  0.4110  5.8840  18.50 10.7103   4  411.0  18.30 392.33   7.79  18.60
+ 0.01709  90.00   2.020  0  0.4100  6.7280  36.10 12.1265   5  187.0  17.00 384.46   4.50  30.10
+ 0.04301  80.00   1.910  0  0.4130  5.6630  21.90 10.5857   4  334.0  22.00 382.80   8.05  18.20
+ 0.10659  80.00   1.910  0  0.4130  5.9360  19.50 10.5857   4  334.0  22.00 376.04   5.57  20.60
+ 8.98296   0.00  18.100  1  0.7700  6.2120  97.40  2.1222  24  666.0  20.20 377.73  17.60  17.80
+ 3.84970   0.00  18.100  1  0.7700  6.3950  91.00  2.5052  24  666.0  20.20 391.34  13.27  21.70
+ 5.20177   0.00  18.100  1  0.7700  6.1270  83.40  2.7227  24  666.0  20.20 395.43  11.48  22.70
+ 4.26131   0.00  18.100  0  0.7700  6.1120  81.30  2.5091  24  666.0  20.20 390.74  12.67  22.60
+ 4.54192   0.00  18.100  0  0.7700  6.3980  88.00  2.5182  24  666.0  20.20 374.56   7.79  25.00
+ 3.83684   0.00  18.100  0  0.7700  6.2510  91.10  2.2955  24  666.0  20.20 350.65  14.19  19.90
+ 3.67822   0.00  18.100  0  0.7700  5.3620  96.20  2.1036  24  666.0  20.20 380.79  10.19  20.80
+ 4.22239   0.00  18.100  1  0.7700  5.8030  89.00  1.9047  24  666.0  20.20 353.04  14.64  16.80
+ 3.47428   0.00  18.100  1  0.7180  8.7800  82.90  1.9047  24  666.0  20.20 354.55   5.29  21.90
+ 4.55587   0.00  18.100  0  0.7180  3.5610  87.90  1.6132  24  666.0  20.20 354.70   7.12  27.50
+ 3.69695   0.00  18.100  0  0.7180  4.9630  91.40  1.7523  24  666.0  20.20 316.03  14.00  21.90
+13.52220   0.00  18.100  0  0.6310  3.8630 100.00  1.5106  24  666.0  20.20 131.42  13.33  23.10
+ 4.89822   0.00  18.100  0  0.6310  4.9700 100.00  1.3325  24  666.0  20.20 375.52   3.26  50.00
+ 5.66998   0.00  18.100  1  0.6310  6.6830  96.80  1.3567  24  666.0  20.20 375.33   3.73  50.00
+ 6.53876   0.00  18.100  1  0.6310  7.0160  97.50  1.2024  24  666.0  20.20 392.05   2.96  50.00
+ 9.23230   0.00  18.100  0  0.6310  6.2160 100.00  1.1691  24  666.0  20.20 366.15   9.53  50.00
+ 8.26725   0.00  18.100  1  0.6680  5.8750  89.60  1.1296  24  666.0  20.20 347.88   8.88  50.00
+11.10810   0.00  18.100  0  0.6680  4.9060 100.00  1.1742  24  666.0  20.20 396.90  34.77  13.80
+18.49820   0.00  18.100  0  0.6680  4.1380 100.00  1.1370  24  666.0  20.20 396.90  37.97  13.80
+19.60910   0.00  18.100  0  0.6710  7.3130  97.90  1.3163  24  666.0  20.20 396.90  13.44  15.00
+15.28800   0.00  18.100  0  0.6710  6.6490  93.30  1.3449  24  666.0  20.20 363.02  23.24  13.90
+ 9.82349   0.00  18.100  0  0.6710  6.7940  98.80  1.3580  24  666.0  20.20 396.90  21.24  13.30
+23.64820   0.00  18.100  0  0.6710  6.3800  96.20  1.3861  24  666.0  20.20 396.90  23.69  13.10
+17.86670   0.00  18.100  0  0.6710  6.2230 100.00  1.3861  24  666.0  20.20 393.74  21.78  10.20
+88.97620   0.00  18.100  0  0.6710  6.9680  91.90  1.4165  24  666.0  20.20 396.90  17.21  10.40
+15.87440   0.00  18.100  0  0.6710  6.5450  99.10  1.5192  24  666.0  20.20 396.90  21.08  10.90
+ 9.18702   0.00  18.100  0  0.7000  5.5360 100.00  1.5804  24  666.0  20.20 396.90  23.60  11.30
+ 7.99248   0.00  18.100  0  0.7000  5.5200 100.00  1.5331  24  666.0  20.20 396.90  24.56  12.30
+20.08490   0.00  18.100  0  0.7000  4.3680  91.20  1.4395  24  666.0  20.20 285.83  30.63   8.80
+16.81180   0.00  18.100  0  0.7000  5.2770  98.10  1.4261  24  666.0  20.20 396.90  30.81   7.20
+24.39380   0.00  18.100  0  0.7000  4.6520 100.00  1.4672  24  666.0  20.20 396.90  28.28  10.50
+22.59710   0.00  18.100  0  0.7000  5.0000  89.50  1.5184  24  666.0  20.20 396.90  31.99   7.40
+14.33370   0.00  18.100  0  0.7000  4.8800 100.00  1.5895  24  666.0  20.20 372.92  30.62  10.20
+ 8.15174   0.00  18.100  0  0.7000  5.3900  98.90  1.7281  24  666.0  20.20 396.90  20.85  11.50
+ 6.96215   0.00  18.100  0  0.7000  5.7130  97.00  1.9265  24  666.0  20.20 394.43  17.11  15.10
+ 5.29305   0.00  18.100  0  0.7000  6.0510  82.50  2.1678  24  666.0  20.20 378.38  18.76  23.20
+11.57790   0.00  18.100  0  0.7000  5.0360  97.00  1.7700  24  666.0  20.20 396.90  25.68   9.70
+ 8.64476   0.00  18.100  0  0.6930  6.1930  92.60  1.7912  24  666.0  20.20 396.90  15.17  13.80
+13.35980   0.00  18.100  0  0.6930  5.8870  94.70  1.7821  24  666.0  20.20 396.90  16.35  12.70
+ 8.71675   0.00  18.100  0  0.6930  6.4710  98.80  1.7257  24  666.0  20.20 391.98  17.12  13.10
+ 5.87205   0.00  18.100  0  0.6930  6.4050  96.00  1.6768  24  666.0  20.20 396.90  19.37  12.50
+ 7.67202   0.00  18.100  0  0.6930  5.7470  98.90  1.6334  24  666.0  20.20 393.10  19.92   8.50
+38.35180   0.00  18.100  0  0.6930  5.4530 100.00  1.4896  24  666.0  20.20 396.90  30.59   5.00
+ 9.91655   0.00  18.100  0  0.6930  5.8520  77.80  1.5004  24  666.0  20.20 338.16  29.97   6.30
+25.04610   0.00  18.100  0  0.6930  5.9870 100.00  1.5888  24  666.0  20.20 396.90  26.77   5.60
+14.23620   0.00  18.100  0  0.6930  6.3430 100.00  1.5741  24  666.0  20.20 396.90  20.32   7.20
+ 9.59571   0.00  18.100  0  0.6930  6.4040 100.00  1.6390  24  666.0  20.20 376.11  20.31  12.10
+24.80170   0.00  18.100  0  0.6930  5.3490  96.00  1.7028  24  666.0  20.20 396.90  19.77   8.30
+41.52920   0.00  18.100  0  0.6930  5.5310  85.40  1.6074  24  666.0  20.20 329.46  27.38   8.50
+67.92080   0.00  18.100  0  0.6930  5.6830 100.00  1.4254  24  666.0  20.20 384.97  22.98   5.00
+20.71620   0.00  18.100  0  0.6590  4.1380 100.00  1.1781  24  666.0  20.20 370.22  23.34  11.90
+11.95110   0.00  18.100  0  0.6590  5.6080 100.00  1.2852  24  666.0  20.20 332.09  12.13  27.90
+ 7.40389   0.00  18.100  0  0.5970  5.6170  97.90  1.4547  24  666.0  20.20 314.64  26.40  17.20
+14.43830   0.00  18.100  0  0.5970  6.8520 100.00  1.4655  24  666.0  20.20 179.36  19.78  27.50
+51.13580   0.00  18.100  0  0.5970  5.7570 100.00  1.4130  24  666.0  20.20   2.60  10.11  15.00
+14.05070   0.00  18.100  0  0.5970  6.6570 100.00  1.5275  24  666.0  20.20  35.05  21.22  17.20
+18.81100   0.00  18.100  0  0.5970  4.6280 100.00  1.5539  24  666.0  20.20  28.79  34.37  17.90
+28.65580   0.00  18.100  0  0.5970  5.1550 100.00  1.5894  24  666.0  20.20 210.97  20.08  16.30
+45.74610   0.00  18.100  0  0.6930  4.5190 100.00  1.6582  24  666.0  20.20  88.27  36.98   7.00
+18.08460   0.00  18.100  0  0.6790  6.4340 100.00  1.8347  24  666.0  20.20  27.25  29.05   7.20
+10.83420   0.00  18.100  0  0.6790  6.7820  90.80  1.8195  24  666.0  20.20  21.57  25.79   7.50
+25.94060   0.00  18.100  0  0.6790  5.3040  89.10  1.6475  24  666.0  20.20 127.36  26.64  10.40
+73.53410   0.00  18.100  0  0.6790  5.9570 100.00  1.8026  24  666.0  20.20  16.45  20.62   8.80
+11.81230   0.00  18.100  0  0.7180  6.8240  76.50  1.7940  24  666.0  20.20  48.45  22.74   8.40
+11.08740   0.00  18.100  0  0.7180  6.4110 100.00  1.8589  24  666.0  20.20 318.75  15.02  16.70
+ 7.02259   0.00  18.100  0  0.7180  6.0060  95.30  1.8746  24  666.0  20.20 319.98  15.70  14.20
+12.04820   0.00  18.100  0  0.6140  5.6480  87.60  1.9512  24  666.0  20.20 291.55  14.10  20.80
+ 7.05042   0.00  18.100  0  0.6140  6.1030  85.10  2.0218  24  666.0  20.20   2.52  23.29  13.40
+ 8.79212   0.00  18.100  0  0.5840  5.5650  70.60  2.0635  24  666.0  20.20   3.65  17.16  11.70
+15.86030   0.00  18.100  0  0.6790  5.8960  95.40  1.9096  24  666.0  20.20   7.68  24.39   8.30
+12.24720   0.00  18.100  0  0.5840  5.8370  59.70  1.9976  24  666.0  20.20  24.65  15.69  10.20
+37.66190   0.00  18.100  0  0.6790  6.2020  78.70  1.8629  24  666.0  20.20  18.82  14.52  10.90
+ 7.36711   0.00  18.100  0  0.6790  6.1930  78.10  1.9356  24  666.0  20.20  96.73  21.52  11.00
+ 9.33889   0.00  18.100  0  0.6790  6.3800  95.60  1.9682  24  666.0  20.20  60.72  24.08   9.50
+ 8.49213   0.00  18.100  0  0.5840  6.3480  86.10  2.0527  24  666.0  20.20  83.45  17.64  14.50
+10.06230   0.00  18.100  0  0.5840  6.8330  94.30  2.0882  24  666.0  20.20  81.33  19.69  14.10
+ 6.44405   0.00  18.100  0  0.5840  6.4250  74.80  2.2004  24  666.0  20.20  97.95  12.03  16.10
+ 5.58107   0.00  18.100  0  0.7130  6.4360  87.90  2.3158  24  666.0  20.20 100.19  16.22  14.30
+13.91340   0.00  18.100  0  0.7130  6.2080  95.00  2.2222  24  666.0  20.20 100.63  15.17  11.70
+11.16040   0.00  18.100  0  0.7400  6.6290  94.60  2.1247  24  666.0  20.20 109.85  23.27  13.40
+14.42080   0.00  18.100  0  0.7400  6.4610  93.30  2.0026  24  666.0  20.20  27.49  18.05   9.60
+15.17720   0.00  18.100  0  0.7400  6.1520 100.00  1.9142  24  666.0  20.20   9.32  26.45   8.70
+13.67810   0.00  18.100  0  0.7400  5.9350  87.90  1.8206  24  666.0  20.20  68.95  34.02   8.40
+ 9.39063   0.00  18.100  0  0.7400  5.6270  93.90  1.8172  24  666.0  20.20 396.90  22.88  12.80
+22.05110   0.00  18.100  0  0.7400  5.8180  92.40  1.8662  24  666.0  20.20 391.45  22.11  10.50
+ 9.72418   0.00  18.100  0  0.7400  6.4060  97.20  2.0651  24  666.0  20.20 385.96  19.52  17.10
+ 5.66637   0.00  18.100  0  0.7400  6.2190 100.00  2.0048  24  666.0  20.20 395.69  16.59  18.40
+ 9.96654   0.00  18.100  0  0.7400  6.4850 100.00  1.9784  24  666.0  20.20 386.73  18.85  15.40
+12.80230   0.00  18.100  0  0.7400  5.8540  96.60  1.8956  24  666.0  20.20 240.52  23.79  10.80
+10.67180   0.00  18.100  0  0.7400  6.4590  94.80  1.9879  24  666.0  20.20  43.06  23.98  11.80
+ 6.28807   0.00  18.100  0  0.7400  6.3410  96.40  2.0720  24  666.0  20.20 318.01  17.79  14.90
+ 9.92485   0.00  18.100  0  0.7400  6.2510  96.60  2.1980  24  666.0  20.20 388.52  16.44  12.60
+ 9.32909   0.00  18.100  0  0.7130  6.1850  98.70  2.2616  24  666.0  20.20 396.90  18.13  14.10
+ 7.52601   0.00  18.100  0  0.7130  6.4170  98.30  2.1850  24  666.0  20.20 304.21  19.31  13.00
+ 6.71772   0.00  18.100  0  0.7130  6.7490  92.60  2.3236  24  666.0  20.20   0.32  17.44  13.40
+ 5.44114   0.00  18.100  0  0.7130  6.6550  98.20  2.3552  24  666.0  20.20 355.29  17.73  15.20
+ 5.09017   0.00  18.100  0  0.7130  6.2970  91.80  2.3682  24  666.0  20.20 385.09  17.27  16.10
+ 8.24809   0.00  18.100  0  0.7130  7.3930  99.30  2.4527  24  666.0  20.20 375.87  16.74  17.80
+ 9.51363   0.00  18.100  0  0.7130  6.7280  94.10  2.4961  24  666.0  20.20   6.68  18.71  14.90
+ 4.75237   0.00  18.100  0  0.7130  6.5250  86.50  2.4358  24  666.0  20.20  50.92  18.13  14.10
+ 4.66883   0.00  18.100  0  0.7130  5.9760  87.90  2.5806  24  666.0  20.20  10.48  19.01  12.70
+ 8.20058   0.00  18.100  0  0.7130  5.9360  80.30  2.7792  24  666.0  20.20   3.50  16.94  13.50
+ 7.75223   0.00  18.100  0  0.7130  6.3010  83.70  2.7831  24  666.0  20.20 272.21  16.23  14.90
+ 6.80117   0.00  18.100  0  0.7130  6.0810  84.40  2.7175  24  666.0  20.20 396.90  14.70  20.00
+ 4.81213   0.00  18.100  0  0.7130  6.7010  90.00  2.5975  24  666.0  20.20 255.23  16.42  16.40
+ 3.69311   0.00  18.100  0  0.7130  6.3760  88.40  2.5671  24  666.0  20.20 391.43  14.65  17.70
+ 6.65492   0.00  18.100  0  0.7130  6.3170  83.00  2.7344  24  666.0  20.20 396.90  13.99  19.50
+ 5.82115   0.00  18.100  0  0.7130  6.5130  89.90  2.8016  24  666.0  20.20 393.82  10.29  20.20
+ 7.83932   0.00  18.100  0  0.6550  6.2090  65.40  2.9634  24  666.0  20.20 396.90  13.22  21.40
+ 3.16360   0.00  18.100  0  0.6550  5.7590  48.20  3.0665  24  666.0  20.20 334.40  14.13  19.90
+ 3.77498   0.00  18.100  0  0.6550  5.9520  84.70  2.8715  24  666.0  20.20  22.01  17.15  19.00
+ 4.42228   0.00  18.100  0  0.5840  6.0030  94.50  2.5403  24  666.0  20.20 331.29  21.32  19.10
+15.57570   0.00  18.100  0  0.5800  5.9260  71.00  2.9084  24  666.0  20.20 368.74  18.13  19.10
+13.07510   0.00  18.100  0  0.5800  5.7130  56.70  2.8237  24  666.0  20.20 396.90  14.76  20.10
+ 4.34879   0.00  18.100  0  0.5800  6.1670  84.00  3.0334  24  666.0  20.20 396.90  16.29  19.90
+ 4.03841   0.00  18.100  0  0.5320  6.2290  90.70  3.0993  24  666.0  20.20 395.33  12.87  19.60
+ 3.56868   0.00  18.100  0  0.5800  6.4370  75.00  2.8965  24  666.0  20.20 393.37  14.36  23.20
+ 4.64689   0.00  18.100  0  0.6140  6.9800  67.60  2.5329  24  666.0  20.20 374.68  11.66  29.80
+ 8.05579   0.00  18.100  0  0.5840  5.4270  95.40  2.4298  24  666.0  20.20 352.58  18.14  13.80
+ 6.39312   0.00  18.100  0  0.5840  6.1620  97.40  2.2060  24  666.0  20.20 302.76  24.10  13.30
+ 4.87141   0.00  18.100  0  0.6140  6.4840  93.60  2.3053  24  666.0  20.20 396.21  18.68  16.70
+15.02340   0.00  18.100  0  0.6140  5.3040  97.30  2.1007  24  666.0  20.20 349.48  24.91  12.00
+10.23300   0.00  18.100  0  0.6140  6.1850  96.70  2.1705  24  666.0  20.20 379.70  18.03  14.60
+14.33370   0.00  18.100  0  0.6140  6.2290  88.00  1.9512  24  666.0  20.20 383.32  13.11  21.40
+ 5.82401   0.00  18.100  0  0.5320  6.2420  64.70  3.4242  24  666.0  20.20 396.90  10.74  23.00
+ 5.70818   0.00  18.100  0  0.5320  6.7500  74.90  3.3317  24  666.0  20.20 393.07   7.74  23.70
+ 5.73116   0.00  18.100  0  0.5320  7.0610  77.00  3.4106  24  666.0  20.20 395.28   7.01  25.00
+ 2.81838   0.00  18.100  0  0.5320  5.7620  40.30  4.0983  24  666.0  20.20 392.92  10.42  21.80
+ 2.37857   0.00  18.100  0  0.5830  5.8710  41.90  3.7240  24  666.0  20.20 370.73  13.34  20.60
+ 3.67367   0.00  18.100  0  0.5830  6.3120  51.90  3.9917  24  666.0  20.20 388.62  10.58  21.20
+ 5.69175   0.00  18.100  0  0.5830  6.1140  79.80  3.5459  24  666.0  20.20 392.68  14.98  19.10
+ 4.83567   0.00  18.100  0  0.5830  5.9050  53.20  3.1523  24  666.0  20.20 388.22  11.45  20.60
+ 0.15086   0.00  27.740  0  0.6090  5.4540  92.70  1.8209   4  711.0  20.10 395.09  18.06  15.20
+ 0.18337   0.00  27.740  0  0.6090  5.4140  98.30  1.7554   4  711.0  20.10 344.05  23.97   7.00
+ 0.20746   0.00  27.740  0  0.6090  5.0930  98.00  1.8226   4  711.0  20.10 318.43  29.68   8.10
+ 0.10574   0.00  27.740  0  0.6090  5.9830  98.80  1.8681   4  711.0  20.10 390.11  18.07  13.60
+ 0.11132   0.00  27.740  0  0.6090  5.9830  83.50  2.1099   4  711.0  20.10 396.90  13.35  20.10
+ 0.17331   0.00   9.690  0  0.5850  5.7070  54.00  2.3817   6  391.0  19.20 396.90  12.01  21.80
+ 0.27957   0.00   9.690  0  0.5850  5.9260  42.60  2.3817   6  391.0  19.20 396.90  13.59  24.50
+ 0.17899   0.00   9.690  0  0.5850  5.6700  28.80  2.7986   6  391.0  19.20 393.29  17.60  23.10
+ 0.28960   0.00   9.690  0  0.5850  5.3900  72.90  2.7986   6  391.0  19.20 396.90  21.14  19.70
+ 0.26838   0.00   9.690  0  0.5850  5.7940  70.60  2.8927   6  391.0  19.20 396.90  14.10  18.30
+ 0.23912   0.00   9.690  0  0.5850  6.0190  65.30  2.4091   6  391.0  19.20 396.90  12.92  21.20
+ 0.17783   0.00   9.690  0  0.5850  5.5690  73.50  2.3999   6  391.0  19.20 395.77  15.10  17.50
+ 0.22438   0.00   9.690  0  0.5850  6.0270  79.70  2.4982   6  391.0  19.20 396.90  14.33  16.80
+ 0.06263   0.00  11.930  0  0.5730  6.5930  69.10  2.4786   1  273.0  21.00 391.99   9.67  22.40
+ 0.04527   0.00  11.930  0  0.5730  6.1200  76.70  2.2875   1  273.0  21.00 396.90   9.08  20.60
+ 0.06076   0.00  11.930  0  0.5730  6.9760  91.00  2.1675   1  273.0  21.00 396.90   5.64  23.90
+ 0.10959   0.00  11.930  0  0.5730  6.7940  89.30  2.3889   1  273.0  21.00 393.45   6.48  22.00
+ 0.04741   0.00  11.930  0  0.5730  6.0300  80.80  2.5050   1  273.0  21.00 396.90   7.88  11.90

day13/housing.ipynb

@@ -0,0 +1,821 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "86db5074-69b4-4293-b91d-e5602693a4c8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "7df6489a-450c-4733-90b4-914cd9417776",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>crim</th>\n",
+       "      <th>zn</th>\n",
+       "      <th>indus</th>\n",
+       "      <th>chas</th>\n",
+       "      <th>nox</th>\n",
+       "      <th>rm</th>\n",
+       "      <th>age</th>\n",
+       "      <th>dis</th>\n",
+       "      <th>rad</th>\n",
+       "      <th>tax</th>\n",
+       "      <th>ptratio</th>\n",
+       "      <th>b</th>\n",
+       "      <th>lstat</th>\n",
+       "      <th>medv</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.00632</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>2.31</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.538</td>\n",
+       "      <td>6.575</td>\n",
+       "      <td>65.2</td>\n",
+       "      <td>4.0900</td>\n",
+       "      <td>1</td>\n",
+       "      <td>296</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>4.98</td>\n",
+       "      <td>24.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.02731</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>6.421</td>\n",
+       "      <td>78.9</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2</td>\n",
+       "      <td>242</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>9.14</td>\n",
+       "      <td>21.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.02729</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>7.185</td>\n",
+       "      <td>61.1</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2</td>\n",
+       "      <td>242</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>392.83</td>\n",
+       "      <td>4.03</td>\n",
+       "      <td>34.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.03237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>6.998</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3</td>\n",
+       "      <td>222</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>394.63</td>\n",
+       "      <td>2.94</td>\n",
+       "      <td>33.4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      crim    zn  indus  chas    nox     rm   age     dis  rad  tax  ptratio  \\\n",
+       "0  0.00632  18.0   2.31     0  0.538  6.575  65.2  4.0900    1  296     15.3   \n",
+       "1  0.02731   0.0   7.07     0  0.469  6.421  78.9  4.9671    2  242     17.8   \n",
+       "2  0.02729   0.0   7.07     0  0.469  7.185  61.1  4.9671    2  242     17.8   \n",
+       "3  0.03237   0.0   2.18     0  0.458  6.998  45.8  6.0622    3  222     18.7   \n",
+       "\n",
+       "        b  lstat  medv  \n",
+       "0  396.90   4.98  24.0  \n",
+       "1  396.90   9.14  21.6  \n",
+       "2  392.83   4.03  34.7  \n",
+       "3  394.63   2.94  33.4  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Read the dataset\n",
+    "housing = pd.read_csv(\"BostonHousing.csv\")\n",
+    "housing.head(4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "f67edb0e-49b1-44ef-936a-603f5a4a000b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 506 entries, 0 to 505\n",
+      "Data columns (total 14 columns):\n",
+      " #   Column   Non-Null Count  Dtype  \n",
+      "---  ------   --------------  -----  \n",
+      " 0   crim     506 non-null    float64\n",
+      " 1   zn       506 non-null    float64\n",
+      " 2   indus    506 non-null    float64\n",
+      " 3   chas     506 non-null    int64  \n",
+      " 4   nox      506 non-null    float64\n",
+      " 5   rm       506 non-null    float64\n",
+      " 6   age      506 non-null    float64\n",
+      " 7   dis      506 non-null    float64\n",
+      " 8   rad      506 non-null    int64  \n",
+      " 9   tax      506 non-null    int64  \n",
+      " 10  ptratio  506 non-null    float64\n",
+      " 11  b        506 non-null    float64\n",
+      " 12  lstat    506 non-null    float64\n",
+      " 13  medv     506 non-null    float64\n",
+      "dtypes: float64(11), int64(3)\n",
+      "memory usage: 55.5 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "housing.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "c64a9ad0-186b-4a17-9f40-adcafbccd4fb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>crim</th>\n",
+       "      <th>zn</th>\n",
+       "      <th>indus</th>\n",
+       "      <th>chas</th>\n",
+       "      <th>nox</th>\n",
+       "      <th>rm</th>\n",
+       "      <th>age</th>\n",
+       "      <th>dis</th>\n",
+       "      <th>rad</th>\n",
+       "      <th>tax</th>\n",
+       "      <th>ptratio</th>\n",
+       "      <th>b</th>\n",
+       "      <th>lstat</th>\n",
+       "      <th>medv</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>3.613524</td>\n",
+       "      <td>11.363636</td>\n",
+       "      <td>11.136779</td>\n",
+       "      <td>0.069170</td>\n",
+       "      <td>0.554695</td>\n",
+       "      <td>6.284634</td>\n",
+       "      <td>68.574901</td>\n",
+       "      <td>3.795043</td>\n",
+       "      <td>9.549407</td>\n",
+       "      <td>408.237154</td>\n",
+       "      <td>18.455534</td>\n",
+       "      <td>356.674032</td>\n",
+       "      <td>12.653063</td>\n",
+       "      <td>22.532806</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>8.601545</td>\n",
+       "      <td>23.322453</td>\n",
+       "      <td>6.860353</td>\n",
+       "      <td>0.253994</td>\n",
+       "      <td>0.115878</td>\n",
+       "      <td>0.702617</td>\n",
+       "      <td>28.148861</td>\n",
+       "      <td>2.105710</td>\n",
+       "      <td>8.707259</td>\n",
+       "      <td>168.537116</td>\n",
+       "      <td>2.164946</td>\n",
+       "      <td>91.294864</td>\n",
+       "      <td>7.141062</td>\n",
+       "      <td>9.197104</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.006320</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.460000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.385000</td>\n",
+       "      <td>3.561000</td>\n",
+       "      <td>2.900000</td>\n",
+       "      <td>1.129600</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>187.000000</td>\n",
+       "      <td>12.600000</td>\n",
+       "      <td>0.320000</td>\n",
+       "      <td>1.730000</td>\n",
+       "      <td>5.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>0.082045</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.190000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.449000</td>\n",
+       "      <td>5.885500</td>\n",
+       "      <td>45.025000</td>\n",
+       "      <td>2.100175</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>279.000000</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>375.377500</td>\n",
+       "      <td>6.950000</td>\n",
+       "      <td>17.025000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>0.256510</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.690000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.538000</td>\n",
+       "      <td>6.208500</td>\n",
+       "      <td>77.500000</td>\n",
+       "      <td>3.207450</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>19.050000</td>\n",
+       "      <td>391.440000</td>\n",
+       "      <td>11.360000</td>\n",
+       "      <td>21.200000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>3.677083</td>\n",
+       "      <td>12.500000</td>\n",
+       "      <td>18.100000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.624000</td>\n",
+       "      <td>6.623500</td>\n",
+       "      <td>94.075000</td>\n",
+       "      <td>5.188425</td>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>666.000000</td>\n",
+       "      <td>20.200000</td>\n",
+       "      <td>396.225000</td>\n",
+       "      <td>16.955000</td>\n",
+       "      <td>25.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>88.976200</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>27.740000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.871000</td>\n",
+       "      <td>8.780000</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>12.126500</td>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>711.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>396.900000</td>\n",
+       "      <td>37.970000</td>\n",
+       "      <td>50.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             crim          zn       indus        chas         nox          rm  \\\n",
+       "count  506.000000  506.000000  506.000000  506.000000  506.000000  506.000000   \n",
+       "mean     3.613524   11.363636   11.136779    0.069170    0.554695    6.284634   \n",
+       "std      8.601545   23.322453    6.860353    0.253994    0.115878    0.702617   \n",
+       "min      0.006320    0.000000    0.460000    0.000000    0.385000    3.561000   \n",
+       "25%      0.082045    0.000000    5.190000    0.000000    0.449000    5.885500   \n",
+       "50%      0.256510    0.000000    9.690000    0.000000    0.538000    6.208500   \n",
+       "75%      3.677083   12.500000   18.100000    0.000000    0.624000    6.623500   \n",
+       "max     88.976200  100.000000   27.740000    1.000000    0.871000    8.780000   \n",
+       "\n",
+       "              age         dis         rad         tax     ptratio           b  \\\n",
+       "count  506.000000  506.000000  506.000000  506.000000  506.000000  506.000000   \n",
+       "mean    68.574901    3.795043    9.549407  408.237154   18.455534  356.674032   \n",
+       "std     28.148861    2.105710    8.707259  168.537116    2.164946   91.294864   \n",
+       "min      2.900000    1.129600    1.000000  187.000000   12.600000    0.320000   \n",
+       "25%     45.025000    2.100175    4.000000  279.000000   17.400000  375.377500   \n",
+       "50%     77.500000    3.207450    5.000000  330.000000   19.050000  391.440000   \n",
+       "75%     94.075000    5.188425   24.000000  666.000000   20.200000  396.225000   \n",
+       "max    100.000000   12.126500   24.000000  711.000000   22.000000  396.900000   \n",
+       "\n",
+       "            lstat        medv  \n",
+       "count  506.000000  506.000000  \n",
+       "mean    12.653063   22.532806  \n",
+       "std      7.141062    9.197104  \n",
+       "min      1.730000    5.000000  \n",
+       "25%      6.950000   17.025000  \n",
+       "50%     11.360000   21.200000  \n",
+       "75%     16.955000   25.000000  \n",
+       "max     37.970000   50.000000  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "c5e600b6-caed-488c-87b8-100a0978640f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# set the dependent variable and features\n",
+    "X = housing.drop(['medv'], axis=1)\n",
+    "y = pd.Series(housing.medv, name='PRICE')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "7874f7c4-8e9d-4639-b388-07ce39d0ea02",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Dummify (One-Hot Encode)\n",
+    "\n",
+    "# RAD: index of accessibility to radial highways (categorical)\n",
+    "X['rad'] = X['rad'].astype(int)  # Ensure it's treated as an integer categorical column\n",
+    "X = pd.get_dummies(X, columns=['rad'], drop_first=True)  # Drop first to avoid multicollinearity"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "92999cfc-dd5c-4f5a-9850-b6e6196ca5d5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 506 entries, 0 to 505\n",
+      "Data columns (total 20 columns):\n",
+      " #   Column   Non-Null Count  Dtype  \n",
+      "---  ------   --------------  -----  \n",
+      " 0   crim     506 non-null    float64\n",
+      " 1   zn       506 non-null    float64\n",
+      " 2   indus    506 non-null    float64\n",
+      " 3   chas     506 non-null    int64  \n",
+      " 4   nox      506 non-null    float64\n",
+      " 5   rm       506 non-null    float64\n",
+      " 6   age      506 non-null    float64\n",
+      " 7   dis      506 non-null    float64\n",
+      " 8   tax      506 non-null    int64  \n",
+      " 9   ptratio  506 non-null    float64\n",
+      " 10  b        506 non-null    float64\n",
+      " 11  lstat    506 non-null    float64\n",
+      " 12  rad_2    506 non-null    bool   \n",
+      " 13  rad_3    506 non-null    bool   \n",
+      " 14  rad_4    506 non-null    bool   \n",
+      " 15  rad_5    506 non-null    bool   \n",
+      " 16  rad_6    506 non-null    bool   \n",
+      " 17  rad_7    506 non-null    bool   \n",
+      " 18  rad_8    506 non-null    bool   \n",
+      " 19  rad_24   506 non-null    bool   \n",
+      "dtypes: bool(8), float64(10), int64(2)\n",
+      "memory usage: 51.5 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "X.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "155aee64-6347-4728-bba4-dbf367f1a6be",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Check for non-numeric columns\n",
+    "non_numeric_cols = X.select_dtypes(exclude=np.number).columns\n",
+    "# Assuming 'X' is your DataFrame and 'non_numeric_cols' contains the non-numeric columns\n",
+    "for col in non_numeric_cols:\n",
+    "  X[col] = X[col].astype(int)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "02890fe7-6663-4c16-972e-09bdd90d5f8e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>crim</th>\n",
+       "      <th>zn</th>\n",
+       "      <th>indus</th>\n",
+       "      <th>chas</th>\n",
+       "      <th>nox</th>\n",
+       "      <th>rm</th>\n",
+       "      <th>age</th>\n",
+       "      <th>dis</th>\n",
+       "      <th>tax</th>\n",
+       "      <th>ptratio</th>\n",
+       "      <th>b</th>\n",
+       "      <th>lstat</th>\n",
+       "      <th>rad_2</th>\n",
+       "      <th>rad_3</th>\n",
+       "      <th>rad_4</th>\n",
+       "      <th>rad_5</th>\n",
+       "      <th>rad_6</th>\n",
+       "      <th>rad_7</th>\n",
+       "      <th>rad_8</th>\n",
+       "      <th>rad_24</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "      <td>506.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>3.613524</td>\n",
+       "      <td>11.363636</td>\n",
+       "      <td>11.136779</td>\n",
+       "      <td>0.069170</td>\n",
+       "      <td>0.554695</td>\n",
+       "      <td>6.284634</td>\n",
+       "      <td>68.574901</td>\n",
+       "      <td>3.795043</td>\n",
+       "      <td>408.237154</td>\n",
+       "      <td>18.455534</td>\n",
+       "      <td>356.674032</td>\n",
+       "      <td>12.653063</td>\n",
+       "      <td>0.047431</td>\n",
+       "      <td>0.075099</td>\n",
+       "      <td>0.217391</td>\n",
+       "      <td>0.227273</td>\n",
+       "      <td>0.051383</td>\n",
+       "      <td>0.033597</td>\n",
+       "      <td>0.047431</td>\n",
+       "      <td>0.260870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>8.601545</td>\n",
+       "      <td>23.322453</td>\n",
+       "      <td>6.860353</td>\n",
+       "      <td>0.253994</td>\n",
+       "      <td>0.115878</td>\n",
+       "      <td>0.702617</td>\n",
+       "      <td>28.148861</td>\n",
+       "      <td>2.105710</td>\n",
+       "      <td>168.537116</td>\n",
+       "      <td>2.164946</td>\n",
+       "      <td>91.294864</td>\n",
+       "      <td>7.141062</td>\n",
+       "      <td>0.212769</td>\n",
+       "      <td>0.263812</td>\n",
+       "      <td>0.412879</td>\n",
+       "      <td>0.419485</td>\n",
+       "      <td>0.220997</td>\n",
+       "      <td>0.180367</td>\n",
+       "      <td>0.212769</td>\n",
+       "      <td>0.439543</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.006320</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.460000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.385000</td>\n",
+       "      <td>3.561000</td>\n",
+       "      <td>2.900000</td>\n",
+       "      <td>1.129600</td>\n",
+       "      <td>187.000000</td>\n",
+       "      <td>12.600000</td>\n",
+       "      <td>0.320000</td>\n",
+       "      <td>1.730000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>0.082045</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.190000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.449000</td>\n",
+       "      <td>5.885500</td>\n",
+       "      <td>45.025000</td>\n",
+       "      <td>2.100175</td>\n",
+       "      <td>279.000000</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>375.377500</td>\n",
+       "      <td>6.950000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>0.256510</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.690000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.538000</td>\n",
+       "      <td>6.208500</td>\n",
+       "      <td>77.500000</td>\n",
+       "      <td>3.207450</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>19.050000</td>\n",
+       "      <td>391.440000</td>\n",
+       "      <td>11.360000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>3.677083</td>\n",
+       "      <td>12.500000</td>\n",
+       "      <td>18.100000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.624000</td>\n",
+       "      <td>6.623500</td>\n",
+       "      <td>94.075000</td>\n",
+       "      <td>5.188425</td>\n",
+       "      <td>666.000000</td>\n",
+       "      <td>20.200000</td>\n",
+       "      <td>396.225000</td>\n",
+       "      <td>16.955000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>88.976200</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>27.740000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.871000</td>\n",
+       "      <td>8.780000</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>12.126500</td>\n",
+       "      <td>711.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>396.900000</td>\n",
+       "      <td>37.970000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             crim          zn       indus        chas         nox          rm  \\\n",
+       "count  506.000000  506.000000  506.000000  506.000000  506.000000  506.000000   \n",
+       "mean     3.613524   11.363636   11.136779    0.069170    0.554695    6.284634   \n",
+       "std      8.601545   23.322453    6.860353    0.253994    0.115878    0.702617   \n",
+       "min      0.006320    0.000000    0.460000    0.000000    0.385000    3.561000   \n",
+       "25%      0.082045    0.000000    5.190000    0.000000    0.449000    5.885500   \n",
+       "50%      0.256510    0.000000    9.690000    0.000000    0.538000    6.208500   \n",
+       "75%      3.677083   12.500000   18.100000    0.000000    0.624000    6.623500   \n",
+       "max     88.976200  100.000000   27.740000    1.000000    0.871000    8.780000   \n",
+       "\n",
+       "              age         dis         tax     ptratio           b       lstat  \\\n",
+       "count  506.000000  506.000000  506.000000  506.000000  506.000000  506.000000   \n",
+       "mean    68.574901    3.795043  408.237154   18.455534  356.674032   12.653063   \n",
+       "std     28.148861    2.105710  168.537116    2.164946   91.294864    7.141062   \n",
+       "min      2.900000    1.129600  187.000000   12.600000    0.320000    1.730000   \n",
+       "25%     45.025000    2.100175  279.000000   17.400000  375.377500    6.950000   \n",
+       "50%     77.500000    3.207450  330.000000   19.050000  391.440000   11.360000   \n",
+       "75%     94.075000    5.188425  666.000000   20.200000  396.225000   16.955000   \n",
+       "max    100.000000   12.126500  711.000000   22.000000  396.900000   37.970000   \n",
+       "\n",
+       "            rad_2       rad_3       rad_4       rad_5       rad_6       rad_7  \\\n",
+       "count  506.000000  506.000000  506.000000  506.000000  506.000000  506.000000   \n",
+       "mean     0.047431    0.075099    0.217391    0.227273    0.051383    0.033597   \n",
+       "std      0.212769    0.263812    0.412879    0.419485    0.220997    0.180367   \n",
+       "min      0.000000    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
+       "25%      0.000000    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
+       "50%      0.000000    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
+       "75%      0.000000    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
+       "max      1.000000    1.000000    1.000000    1.000000    1.000000    1.000000   \n",
+       "\n",
+       "            rad_8      rad_24  \n",
+       "count  506.000000  506.000000  \n",
+       "mean     0.047431    0.260870  \n",
+       "std      0.212769    0.439543  \n",
+       "min      0.000000    0.000000  \n",
+       "25%      0.000000    0.000000  \n",
+       "50%      0.000000    0.000000  \n",
+       "75%      0.000000    1.000000  \n",
+       "max      1.000000    1.000000  "
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "77ef5be5-9318-47ef-b5d7-f9621683efd0",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}