diff --git a/examples/data/boston_housing.csv b/examples/data/boston_housing.csv new file mode 100644 index 00000000000..e7796ea7aa9 --- /dev/null +++ b/examples/data/boston_housing.csv @@ -0,0 +1,507 @@ +,CRIM,ZN,INDUS,CHAS,NOX,RM,AGE,DIS,RAD,TAX,PTRATIO,B,LSTAT,PRICE +0,0.00632,18.0,2.31,0.0,0.538,6.575,65.2,4.09,1.0,296.0,15.3,396.9,4.98,24.0 +1,0.02731,0.0,7.07,0.0,0.469,6.421,78.9,4.9671,2.0,242.0,17.8,396.9,9.14,21.6 +2,0.02729,0.0,7.07,0.0,0.469,7.185,61.1,4.9671,2.0,242.0,17.8,392.83,4.03,34.7 +3,0.03237,0.0,2.18,0.0,0.458,6.998,45.8,6.0622,3.0,222.0,18.7,394.63,2.94,33.4 +4,0.06905,0.0,2.18,0.0,0.458,7.147,54.2,6.0622,3.0,222.0,18.7,396.9,5.33,36.2 +5,0.02985,0.0,2.18,0.0,0.458,6.43,58.7,6.0622,3.0,222.0,18.7,394.12,5.21,28.7 +6,0.08829,12.5,7.87,0.0,0.524,6.012,66.6,5.5605,5.0,311.0,15.2,395.6,12.43,22.9 +7,0.14455,12.5,7.87,0.0,0.524,6.172,96.1,5.9505,5.0,311.0,15.2,396.9,19.15,27.1 +8,0.21124,12.5,7.87,0.0,0.524,5.631,100.0,6.0821,5.0,311.0,15.2,386.63,29.93,16.5 +9,0.17004,12.5,7.87,0.0,0.524,6.004,85.9,6.5921,5.0,311.0,15.2,386.71,17.1,18.9 +10,0.22489,12.5,7.87,0.0,0.524,6.377,94.3,6.3467,5.0,311.0,15.2,392.52,20.45,15.0 +11,0.11747,12.5,7.87,0.0,0.524,6.009,82.9,6.2267,5.0,311.0,15.2,396.9,13.27,18.9 +12,0.09378,12.5,7.87,0.0,0.524,5.889,39.0,5.4509,5.0,311.0,15.2,390.5,15.71,21.7 +13,0.62976,0.0,8.14,0.0,0.538,5.949,61.8,4.7075,4.0,307.0,21.0,396.9,8.26,20.4 +14,0.63796,0.0,8.14,0.0,0.538,6.096,84.5,4.4619,4.0,307.0,21.0,380.02,10.26,18.2 +15,0.62739,0.0,8.14,0.0,0.538,5.834,56.5,4.4986,4.0,307.0,21.0,395.62,8.47,19.9 +16,1.05393,0.0,8.14,0.0,0.538,5.935,29.3,4.4986,4.0,307.0,21.0,386.85,6.58,23.1 +17,0.7842,0.0,8.14,0.0,0.538,5.99,81.7,4.2579,4.0,307.0,21.0,386.75,14.67,17.5 +18,0.80271,0.0,8.14,0.0,0.538,5.456,36.6,3.7965,4.0,307.0,21.0,288.99,11.69,20.2 +19,0.7258,0.0,8.14,0.0,0.538,5.727,69.5,3.7965,4.0,307.0,21.0,390.95,11.28,18.2 +20,1.25179,0.0,8.14,0.0,0.538,5.57,98.1,3.7979,4.0,307.0,21.0,376.57,21.02,13.6 +21,0.85204,0.0,8.14,0.0,0.538,5.965,89.2,4.0123,4.0,307.0,21.0,392.53,13.83,19.6 +22,1.23247,0.0,8.14,0.0,0.538,6.142,91.7,3.9769,4.0,307.0,21.0,396.9,18.72,15.2 +23,0.98843,0.0,8.14,0.0,0.538,5.813,100.0,4.0952,4.0,307.0,21.0,394.54,19.88,14.5 +24,0.75026,0.0,8.14,0.0,0.538,5.924,94.1,4.3996,4.0,307.0,21.0,394.33,16.3,15.6 +25,0.84054,0.0,8.14,0.0,0.538,5.599,85.7,4.4546,4.0,307.0,21.0,303.42,16.51,13.9 +26,0.67191,0.0,8.14,0.0,0.538,5.813,90.3,4.682,4.0,307.0,21.0,376.88,14.81,16.6 +27,0.95577,0.0,8.14,0.0,0.538,6.047,88.8,4.4534,4.0,307.0,21.0,306.38,17.28,14.8 +28,0.77299,0.0,8.14,0.0,0.538,6.495,94.4,4.4547,4.0,307.0,21.0,387.94,12.8,18.4 +29,1.00245,0.0,8.14,0.0,0.538,6.674,87.3,4.239,4.0,307.0,21.0,380.23,11.98,21.0 +30,1.13081,0.0,8.14,0.0,0.538,5.713,94.1,4.233,4.0,307.0,21.0,360.17,22.6,12.7 +31,1.35472,0.0,8.14,0.0,0.538,6.072,100.0,4.175,4.0,307.0,21.0,376.73,13.04,14.5 +32,1.38799,0.0,8.14,0.0,0.538,5.95,82.0,3.99,4.0,307.0,21.0,232.6,27.71,13.2 +33,1.15172,0.0,8.14,0.0,0.538,5.701,95.0,3.7872,4.0,307.0,21.0,358.77,18.35,13.1 +34,1.61282,0.0,8.14,0.0,0.538,6.096,96.9,3.7598,4.0,307.0,21.0,248.31,20.34,13.5 +35,0.06417,0.0,5.96,0.0,0.499,5.933,68.2,3.3603,5.0,279.0,19.2,396.9,9.68,18.9 +36,0.09744,0.0,5.96,0.0,0.499,5.841,61.4,3.3779,5.0,279.0,19.2,377.56,11.41,20.0 +37,0.08014,0.0,5.96,0.0,0.499,5.85,41.5,3.9342,5.0,279.0,19.2,396.9,8.77,21.0 +38,0.17505,0.0,5.96,0.0,0.499,5.966,30.2,3.8473,5.0,279.0,19.2,393.43,10.13,24.7 +39,0.02763,75.0,2.95,0.0,0.428,6.595,21.8,5.4011,3.0,252.0,18.3,395.63,4.32,30.8 +40,0.03359,75.0,2.95,0.0,0.428,7.024,15.8,5.4011,3.0,252.0,18.3,395.62,1.98,34.9 +41,0.12744,0.0,6.91,0.0,0.448,6.77,2.9,5.7209,3.0,233.0,17.9,385.41,4.84,26.6 +42,0.1415,0.0,6.91,0.0,0.448,6.169,6.6,5.7209,3.0,233.0,17.9,383.37,5.81,25.3 +43,0.15936,0.0,6.91,0.0,0.448,6.211,6.5,5.7209,3.0,233.0,17.9,394.46,7.44,24.7 +44,0.12269,0.0,6.91,0.0,0.448,6.069,40.0,5.7209,3.0,233.0,17.9,389.39,9.55,21.2 +45,0.17142,0.0,6.91,0.0,0.448,5.682,33.8,5.1004,3.0,233.0,17.9,396.9,10.21,19.3 +46,0.18836,0.0,6.91,0.0,0.448,5.786,33.3,5.1004,3.0,233.0,17.9,396.9,14.15,20.0 +47,0.22927,0.0,6.91,0.0,0.448,6.03,85.5,5.6894,3.0,233.0,17.9,392.74,18.8,16.6 +48,0.25387,0.0,6.91,0.0,0.448,5.399,95.3,5.87,3.0,233.0,17.9,396.9,30.81,14.4 +49,0.21977,0.0,6.91,0.0,0.448,5.602,62.0,6.0877,3.0,233.0,17.9,396.9,16.2,19.4 +50,0.08873,21.0,5.64,0.0,0.439,5.963,45.7,6.8147,4.0,243.0,16.8,395.56,13.45,19.7 +51,0.04337,21.0,5.64,0.0,0.439,6.115,63.0,6.8147,4.0,243.0,16.8,393.97,9.43,20.5 +52,0.0536,21.0,5.64,0.0,0.439,6.511,21.1,6.8147,4.0,243.0,16.8,396.9,5.28,25.0 +53,0.04981,21.0,5.64,0.0,0.439,5.998,21.4,6.8147,4.0,243.0,16.8,396.9,8.43,23.4 +54,0.0136,75.0,4.0,0.0,0.41,5.888,47.6,7.3197,3.0,469.0,21.1,396.9,14.8,18.9 +55,0.01311,90.0,1.22,0.0,0.403,7.249,21.9,8.6966,5.0,226.0,17.9,395.93,4.81,35.4 +56,0.02055,85.0,0.74,0.0,0.41,6.383,35.7,9.1876,2.0,313.0,17.3,396.9,5.77,24.7 +57,0.01432,100.0,1.32,0.0,0.411,6.816,40.5,8.3248,5.0,256.0,15.1,392.9,3.95,31.6 +58,0.15445,25.0,5.13,0.0,0.453,6.145,29.2,7.8148,8.0,284.0,19.7,390.68,6.86,23.3 +59,0.10328,25.0,5.13,0.0,0.453,5.927,47.2,6.932,8.0,284.0,19.7,396.9,9.22,19.6 +60,0.14932,25.0,5.13,0.0,0.453,5.741,66.2,7.2254,8.0,284.0,19.7,395.11,13.15,18.7 +61,0.17171,25.0,5.13,0.0,0.453,5.966,93.4,6.8185,8.0,284.0,19.7,378.08,14.44,16.0 +62,0.11027,25.0,5.13,0.0,0.453,6.456,67.8,7.2255,8.0,284.0,19.7,396.9,6.73,22.2 +63,0.1265,25.0,5.13,0.0,0.453,6.762,43.4,7.9809,8.0,284.0,19.7,395.58,9.5,25.0 +64,0.01951,17.5,1.38,0.0,0.4161,7.104,59.5,9.2229,3.0,216.0,18.6,393.24,8.05,33.0 +65,0.03584,80.0,3.37,0.0,0.398,6.29,17.8,6.6115,4.0,337.0,16.1,396.9,4.67,23.5 +66,0.04379,80.0,3.37,0.0,0.398,5.787,31.1,6.6115,4.0,337.0,16.1,396.9,10.24,19.4 +67,0.05789,12.5,6.07,0.0,0.409,5.878,21.4,6.498,4.0,345.0,18.9,396.21,8.1,22.0 +68,0.13554,12.5,6.07,0.0,0.409,5.594,36.8,6.498,4.0,345.0,18.9,396.9,13.09,17.4 +69,0.12816,12.5,6.07,0.0,0.409,5.885,33.0,6.498,4.0,345.0,18.9,396.9,8.79,20.9 +70,0.08826,0.0,10.81,0.0,0.413,6.417,6.6,5.2873,4.0,305.0,19.2,383.73,6.72,24.2 +71,0.15876,0.0,10.81,0.0,0.413,5.961,17.5,5.2873,4.0,305.0,19.2,376.94,9.88,21.7 +72,0.09164,0.0,10.81,0.0,0.413,6.065,7.8,5.2873,4.0,305.0,19.2,390.91,5.52,22.8 +73,0.19539,0.0,10.81,0.0,0.413,6.245,6.2,5.2873,4.0,305.0,19.2,377.17,7.54,23.4 +74,0.07896,0.0,12.83,0.0,0.437,6.273,6.0,4.2515,5.0,398.0,18.7,394.92,6.78,24.1 +75,0.09512,0.0,12.83,0.0,0.437,6.286,45.0,4.5026,5.0,398.0,18.7,383.23,8.94,21.4 +76,0.10153,0.0,12.83,0.0,0.437,6.279,74.5,4.0522,5.0,398.0,18.7,373.66,11.97,20.0 +77,0.08707,0.0,12.83,0.0,0.437,6.14,45.8,4.0905,5.0,398.0,18.7,386.96,10.27,20.8 +78,0.05646,0.0,12.83,0.0,0.437,6.232,53.7,5.0141,5.0,398.0,18.7,386.4,12.34,21.2 +79,0.08387,0.0,12.83,0.0,0.437,5.874,36.6,4.5026,5.0,398.0,18.7,396.06,9.1,20.3 +80,0.04113,25.0,4.86,0.0,0.426,6.727,33.5,5.4007,4.0,281.0,19.0,396.9,5.29,28.0 +81,0.04462,25.0,4.86,0.0,0.426,6.619,70.4,5.4007,4.0,281.0,19.0,395.63,7.22,23.9 +82,0.03659,25.0,4.86,0.0,0.426,6.302,32.2,5.4007,4.0,281.0,19.0,396.9,6.72,24.8 +83,0.03551,25.0,4.86,0.0,0.426,6.167,46.7,5.4007,4.0,281.0,19.0,390.64,7.51,22.9 +84,0.05059,0.0,4.49,0.0,0.449,6.389,48.0,4.7794,3.0,247.0,18.5,396.9,9.62,23.9 +85,0.05735,0.0,4.49,0.0,0.449,6.63,56.1,4.4377,3.0,247.0,18.5,392.3,6.53,26.6 +86,0.05188,0.0,4.49,0.0,0.449,6.015,45.1,4.4272,3.0,247.0,18.5,395.99,12.86,22.5 +87,0.07151,0.0,4.49,0.0,0.449,6.121,56.8,3.7476,3.0,247.0,18.5,395.15,8.44,22.2 +88,0.0566,0.0,3.41,0.0,0.489,7.007,86.3,3.4217,2.0,270.0,17.8,396.9,5.5,23.6 +89,0.05302,0.0,3.41,0.0,0.489,7.079,63.1,3.4145,2.0,270.0,17.8,396.06,5.7,28.7 +90,0.04684,0.0,3.41,0.0,0.489,6.417,66.1,3.0923,2.0,270.0,17.8,392.18,8.81,22.6 +91,0.03932,0.0,3.41,0.0,0.489,6.405,73.9,3.0921,2.0,270.0,17.8,393.55,8.2,22.0 +92,0.04203,28.0,15.04,0.0,0.464,6.442,53.6,3.6659,4.0,270.0,18.2,395.01,8.16,22.9 +93,0.02875,28.0,15.04,0.0,0.464,6.211,28.9,3.6659,4.0,270.0,18.2,396.33,6.21,25.0 +94,0.04294,28.0,15.04,0.0,0.464,6.249,77.3,3.615,4.0,270.0,18.2,396.9,10.59,20.6 +95,0.12204,0.0,2.89,0.0,0.445,6.625,57.8,3.4952,2.0,276.0,18.0,357.98,6.65,28.4 +96,0.11504,0.0,2.89,0.0,0.445,6.163,69.6,3.4952,2.0,276.0,18.0,391.83,11.34,21.4 +97,0.12083,0.0,2.89,0.0,0.445,8.069,76.0,3.4952,2.0,276.0,18.0,396.9,4.21,38.7 +98,0.08187,0.0,2.89,0.0,0.445,7.82,36.9,3.4952,2.0,276.0,18.0,393.53,3.57,43.8 +99,0.0686,0.0,2.89,0.0,0.445,7.416,62.5,3.4952,2.0,276.0,18.0,396.9,6.19,33.2 +100,0.14866,0.0,8.56,0.0,0.52,6.727,79.9,2.7778,5.0,384.0,20.9,394.76,9.42,27.5 +101,0.11432,0.0,8.56,0.0,0.52,6.781,71.3,2.8561,5.0,384.0,20.9,395.58,7.67,26.5 +102,0.22876,0.0,8.56,0.0,0.52,6.405,85.4,2.7147,5.0,384.0,20.9,70.8,10.63,18.6 +103,0.21161,0.0,8.56,0.0,0.52,6.137,87.4,2.7147,5.0,384.0,20.9,394.47,13.44,19.3 +104,0.1396,0.0,8.56,0.0,0.52,6.167,90.0,2.421,5.0,384.0,20.9,392.69,12.33,20.1 +105,0.13262,0.0,8.56,0.0,0.52,5.851,96.7,2.1069,5.0,384.0,20.9,394.05,16.47,19.5 +106,0.1712,0.0,8.56,0.0,0.52,5.836,91.9,2.211,5.0,384.0,20.9,395.67,18.66,19.5 +107,0.13117,0.0,8.56,0.0,0.52,6.127,85.2,2.1224,5.0,384.0,20.9,387.69,14.09,20.4 +108,0.12802,0.0,8.56,0.0,0.52,6.474,97.1,2.4329,5.0,384.0,20.9,395.24,12.27,19.8 +109,0.26363,0.0,8.56,0.0,0.52,6.229,91.2,2.5451,5.0,384.0,20.9,391.23,15.55,19.4 +110,0.10793,0.0,8.56,0.0,0.52,6.195,54.4,2.7778,5.0,384.0,20.9,393.49,13.0,21.7 +111,0.10084,0.0,10.01,0.0,0.547,6.715,81.6,2.6775,6.0,432.0,17.8,395.59,10.16,22.8 +112,0.12329,0.0,10.01,0.0,0.547,5.913,92.9,2.3534,6.0,432.0,17.8,394.95,16.21,18.8 +113,0.22212,0.0,10.01,0.0,0.547,6.092,95.4,2.548,6.0,432.0,17.8,396.9,17.09,18.7 +114,0.14231,0.0,10.01,0.0,0.547,6.254,84.2,2.2565,6.0,432.0,17.8,388.74,10.45,18.5 +115,0.17134,0.0,10.01,0.0,0.547,5.928,88.2,2.4631,6.0,432.0,17.8,344.91,15.76,18.3 +116,0.13158,0.0,10.01,0.0,0.547,6.176,72.5,2.7301,6.0,432.0,17.8,393.3,12.04,21.2 +117,0.15098,0.0,10.01,0.0,0.547,6.021,82.6,2.7474,6.0,432.0,17.8,394.51,10.3,19.2 +118,0.13058,0.0,10.01,0.0,0.547,5.872,73.1,2.4775,6.0,432.0,17.8,338.63,15.37,20.4 +119,0.14476,0.0,10.01,0.0,0.547,5.731,65.2,2.7592,6.0,432.0,17.8,391.5,13.61,19.3 +120,0.06899,0.0,25.65,0.0,0.581,5.87,69.7,2.2577,2.0,188.0,19.1,389.15,14.37,22.0 +121,0.07165,0.0,25.65,0.0,0.581,6.004,84.1,2.1974,2.0,188.0,19.1,377.67,14.27,20.3 +122,0.09299,0.0,25.65,0.0,0.581,5.961,92.9,2.0869,2.0,188.0,19.1,378.09,17.93,20.5 +123,0.15038,0.0,25.65,0.0,0.581,5.856,97.0,1.9444,2.0,188.0,19.1,370.31,25.41,17.3 +124,0.09849,0.0,25.65,0.0,0.581,5.879,95.8,2.0063,2.0,188.0,19.1,379.38,17.58,18.8 +125,0.16902,0.0,25.65,0.0,0.581,5.986,88.4,1.9929,2.0,188.0,19.1,385.02,14.81,21.4 +126,0.38735,0.0,25.65,0.0,0.581,5.613,95.6,1.7572,2.0,188.0,19.1,359.29,27.26,15.7 +127,0.25915,0.0,21.89,0.0,0.624,5.693,96.0,1.7883,4.0,437.0,21.2,392.11,17.19,16.2 +128,0.32543,0.0,21.89,0.0,0.624,6.431,98.8,1.8125,4.0,437.0,21.2,396.9,15.39,18.0 +129,0.88125,0.0,21.89,0.0,0.624,5.637,94.7,1.9799,4.0,437.0,21.2,396.9,18.34,14.3 +130,0.34006,0.0,21.89,0.0,0.624,6.458,98.9,2.1185,4.0,437.0,21.2,395.04,12.6,19.2 +131,1.19294,0.0,21.89,0.0,0.624,6.326,97.7,2.271,4.0,437.0,21.2,396.9,12.26,19.6 +132,0.59005,0.0,21.89,0.0,0.624,6.372,97.9,2.3274,4.0,437.0,21.2,385.76,11.12,23.0 +133,0.32982,0.0,21.89,0.0,0.624,5.822,95.4,2.4699,4.0,437.0,21.2,388.69,15.03,18.4 +134,0.97617,0.0,21.89,0.0,0.624,5.757,98.4,2.346,4.0,437.0,21.2,262.76,17.31,15.6 +135,0.55778,0.0,21.89,0.0,0.624,6.335,98.2,2.1107,4.0,437.0,21.2,394.67,16.96,18.1 +136,0.32264,0.0,21.89,0.0,0.624,5.942,93.5,1.9669,4.0,437.0,21.2,378.25,16.9,17.4 +137,0.35233,0.0,21.89,0.0,0.624,6.454,98.4,1.8498,4.0,437.0,21.2,394.08,14.59,17.1 +138,0.2498,0.0,21.89,0.0,0.624,5.857,98.2,1.6686,4.0,437.0,21.2,392.04,21.32,13.3 +139,0.54452,0.0,21.89,0.0,0.624,6.151,97.9,1.6687,4.0,437.0,21.2,396.9,18.46,17.8 +140,0.2909,0.0,21.89,0.0,0.624,6.174,93.6,1.6119,4.0,437.0,21.2,388.08,24.16,14.0 +141,1.62864,0.0,21.89,0.0,0.624,5.019,100.0,1.4394,4.0,437.0,21.2,396.9,34.41,14.4 +142,3.32105,0.0,19.58,1.0,0.871,5.403,100.0,1.3216,5.0,403.0,14.7,396.9,26.82,13.4 +143,4.0974,0.0,19.58,0.0,0.871,5.468,100.0,1.4118,5.0,403.0,14.7,396.9,26.42,15.6 +144,2.77974,0.0,19.58,0.0,0.871,4.903,97.8,1.3459,5.0,403.0,14.7,396.9,29.29,11.8 +145,2.37934,0.0,19.58,0.0,0.871,6.13,100.0,1.4191,5.0,403.0,14.7,172.91,27.8,13.8 +146,2.15505,0.0,19.58,0.0,0.871,5.628,100.0,1.5166,5.0,403.0,14.7,169.27,16.65,15.6 +147,2.36862,0.0,19.58,0.0,0.871,4.926,95.7,1.4608,5.0,403.0,14.7,391.71,29.53,14.6 +148,2.33099,0.0,19.58,0.0,0.871,5.186,93.8,1.5296,5.0,403.0,14.7,356.99,28.32,17.8 +149,2.73397,0.0,19.58,0.0,0.871,5.597,94.9,1.5257,5.0,403.0,14.7,351.85,21.45,15.4 +150,1.6566,0.0,19.58,0.0,0.871,6.122,97.3,1.618,5.0,403.0,14.7,372.8,14.1,21.5 +151,1.49632,0.0,19.58,0.0,0.871,5.404,100.0,1.5916,5.0,403.0,14.7,341.6,13.28,19.6 +152,1.12658,0.0,19.58,1.0,0.871,5.012,88.0,1.6102,5.0,403.0,14.7,343.28,12.12,15.3 +153,2.14918,0.0,19.58,0.0,0.871,5.709,98.5,1.6232,5.0,403.0,14.7,261.95,15.79,19.4 +154,1.41385,0.0,19.58,1.0,0.871,6.129,96.0,1.7494,5.0,403.0,14.7,321.02,15.12,17.0 +155,3.53501,0.0,19.58,1.0,0.871,6.152,82.6,1.7455,5.0,403.0,14.7,88.01,15.02,15.6 +156,2.44668,0.0,19.58,0.0,0.871,5.272,94.0,1.7364,5.0,403.0,14.7,88.63,16.14,13.1 +157,1.22358,0.0,19.58,0.0,0.605,6.943,97.4,1.8773,5.0,403.0,14.7,363.43,4.59,41.3 +158,1.34284,0.0,19.58,0.0,0.605,6.066,100.0,1.7573,5.0,403.0,14.7,353.89,6.43,24.3 +159,1.42502,0.0,19.58,0.0,0.871,6.51,100.0,1.7659,5.0,403.0,14.7,364.31,7.39,23.3 +160,1.27346,0.0,19.58,1.0,0.605,6.25,92.6,1.7984,5.0,403.0,14.7,338.92,5.5,27.0 +161,1.46336,0.0,19.58,0.0,0.605,7.489,90.8,1.9709,5.0,403.0,14.7,374.43,1.73,50.0 +162,1.83377,0.0,19.58,1.0,0.605,7.802,98.2,2.0407,5.0,403.0,14.7,389.61,1.92,50.0 +163,1.51902,0.0,19.58,1.0,0.605,8.375,93.9,2.162,5.0,403.0,14.7,388.45,3.32,50.0 +164,2.24236,0.0,19.58,0.0,0.605,5.854,91.8,2.422,5.0,403.0,14.7,395.11,11.64,22.7 +165,2.924,0.0,19.58,0.0,0.605,6.101,93.0,2.2834,5.0,403.0,14.7,240.16,9.81,25.0 +166,2.01019,0.0,19.58,0.0,0.605,7.929,96.2,2.0459,5.0,403.0,14.7,369.3,3.7,50.0 +167,1.80028,0.0,19.58,0.0,0.605,5.877,79.2,2.4259,5.0,403.0,14.7,227.61,12.14,23.8 +168,2.3004,0.0,19.58,0.0,0.605,6.319,96.1,2.1,5.0,403.0,14.7,297.09,11.1,23.8 +169,2.44953,0.0,19.58,0.0,0.605,6.402,95.2,2.2625,5.0,403.0,14.7,330.04,11.32,22.3 +170,1.20742,0.0,19.58,0.0,0.605,5.875,94.6,2.4259,5.0,403.0,14.7,292.29,14.43,17.4 +171,2.3139,0.0,19.58,0.0,0.605,5.88,97.3,2.3887,5.0,403.0,14.7,348.13,12.03,19.1 +172,0.13914,0.0,4.05,0.0,0.51,5.572,88.5,2.5961,5.0,296.0,16.6,396.9,14.69,23.1 +173,0.09178,0.0,4.05,0.0,0.51,6.416,84.1,2.6463,5.0,296.0,16.6,395.5,9.04,23.6 +174,0.08447,0.0,4.05,0.0,0.51,5.859,68.7,2.7019,5.0,296.0,16.6,393.23,9.64,22.6 +175,0.06664,0.0,4.05,0.0,0.51,6.546,33.1,3.1323,5.0,296.0,16.6,390.96,5.33,29.4 +176,0.07022,0.0,4.05,0.0,0.51,6.02,47.2,3.5549,5.0,296.0,16.6,393.23,10.11,23.2 +177,0.05425,0.0,4.05,0.0,0.51,6.315,73.4,3.3175,5.0,296.0,16.6,395.6,6.29,24.6 +178,0.06642,0.0,4.05,0.0,0.51,6.86,74.4,2.9153,5.0,296.0,16.6,391.27,6.92,29.9 +179,0.0578,0.0,2.46,0.0,0.488,6.98,58.4,2.829,3.0,193.0,17.8,396.9,5.04,37.2 +180,0.06588,0.0,2.46,0.0,0.488,7.765,83.3,2.741,3.0,193.0,17.8,395.56,7.56,39.8 +181,0.06888,0.0,2.46,0.0,0.488,6.144,62.2,2.5979,3.0,193.0,17.8,396.9,9.45,36.2 +182,0.09103,0.0,2.46,0.0,0.488,7.155,92.2,2.7006,3.0,193.0,17.8,394.12,4.82,37.9 +183,0.10008,0.0,2.46,0.0,0.488,6.563,95.6,2.847,3.0,193.0,17.8,396.9,5.68,32.5 +184,0.08308,0.0,2.46,0.0,0.488,5.604,89.8,2.9879,3.0,193.0,17.8,391.0,13.98,26.4 +185,0.06047,0.0,2.46,0.0,0.488,6.153,68.8,3.2797,3.0,193.0,17.8,387.11,13.15,29.6 +186,0.05602,0.0,2.46,0.0,0.488,7.831,53.6,3.1992,3.0,193.0,17.8,392.63,4.45,50.0 +187,0.07875,45.0,3.44,0.0,0.437,6.782,41.1,3.7886,5.0,398.0,15.2,393.87,6.68,32.0 +188,0.12579,45.0,3.44,0.0,0.437,6.556,29.1,4.5667,5.0,398.0,15.2,382.84,4.56,29.8 +189,0.0837,45.0,3.44,0.0,0.437,7.185,38.9,4.5667,5.0,398.0,15.2,396.9,5.39,34.9 +190,0.09068,45.0,3.44,0.0,0.437,6.951,21.5,6.4798,5.0,398.0,15.2,377.68,5.1,37.0 +191,0.06911,45.0,3.44,0.0,0.437,6.739,30.8,6.4798,5.0,398.0,15.2,389.71,4.69,30.5 +192,0.08664,45.0,3.44,0.0,0.437,7.178,26.3,6.4798,5.0,398.0,15.2,390.49,2.87,36.4 +193,0.02187,60.0,2.93,0.0,0.401,6.8,9.9,6.2196,1.0,265.0,15.6,393.37,5.03,31.1 +194,0.01439,60.0,2.93,0.0,0.401,6.604,18.8,6.2196,1.0,265.0,15.6,376.7,4.38,29.1 +195,0.01381,80.0,0.46,0.0,0.422,7.875,32.0,5.6484,4.0,255.0,14.4,394.23,2.97,50.0 +196,0.04011,80.0,1.52,0.0,0.404,7.287,34.1,7.309,2.0,329.0,12.6,396.9,4.08,33.3 +197,0.04666,80.0,1.52,0.0,0.404,7.107,36.6,7.309,2.0,329.0,12.6,354.31,8.61,30.3 +198,0.03768,80.0,1.52,0.0,0.404,7.274,38.3,7.309,2.0,329.0,12.6,392.2,6.62,34.6 +199,0.0315,95.0,1.47,0.0,0.403,6.975,15.3,7.6534,3.0,402.0,17.0,396.9,4.56,34.9 +200,0.01778,95.0,1.47,0.0,0.403,7.135,13.9,7.6534,3.0,402.0,17.0,384.3,4.45,32.9 +201,0.03445,82.5,2.03,0.0,0.415,6.162,38.4,6.27,2.0,348.0,14.7,393.77,7.43,24.1 +202,0.02177,82.5,2.03,0.0,0.415,7.61,15.7,6.27,2.0,348.0,14.7,395.38,3.11,42.3 +203,0.0351,95.0,2.68,0.0,0.4161,7.853,33.2,5.118,4.0,224.0,14.7,392.78,3.81,48.5 +204,0.02009,95.0,2.68,0.0,0.4161,8.034,31.9,5.118,4.0,224.0,14.7,390.55,2.88,50.0 +205,0.13642,0.0,10.59,0.0,0.489,5.891,22.3,3.9454,4.0,277.0,18.6,396.9,10.87,22.6 +206,0.22969,0.0,10.59,0.0,0.489,6.326,52.5,4.3549,4.0,277.0,18.6,394.87,10.97,24.4 +207,0.25199,0.0,10.59,0.0,0.489,5.783,72.7,4.3549,4.0,277.0,18.6,389.43,18.06,22.5 +208,0.13587,0.0,10.59,1.0,0.489,6.064,59.1,4.2392,4.0,277.0,18.6,381.32,14.66,24.4 +209,0.43571,0.0,10.59,1.0,0.489,5.344,100.0,3.875,4.0,277.0,18.6,396.9,23.09,20.0 +210,0.17446,0.0,10.59,1.0,0.489,5.96,92.1,3.8771,4.0,277.0,18.6,393.25,17.27,21.7 +211,0.37578,0.0,10.59,1.0,0.489,5.404,88.6,3.665,4.0,277.0,18.6,395.24,23.98,19.3 +212,0.21719,0.0,10.59,1.0,0.489,5.807,53.8,3.6526,4.0,277.0,18.6,390.94,16.03,22.4 +213,0.14052,0.0,10.59,0.0,0.489,6.375,32.3,3.9454,4.0,277.0,18.6,385.81,9.38,28.1 +214,0.28955,0.0,10.59,0.0,0.489,5.412,9.8,3.5875,4.0,277.0,18.6,348.93,29.55,23.7 +215,0.19802,0.0,10.59,0.0,0.489,6.182,42.4,3.9454,4.0,277.0,18.6,393.63,9.47,25.0 +216,0.0456,0.0,13.89,1.0,0.55,5.888,56.0,3.1121,5.0,276.0,16.4,392.8,13.51,23.3 +217,0.07013,0.0,13.89,0.0,0.55,6.642,85.1,3.4211,5.0,276.0,16.4,392.78,9.69,28.7 +218,0.11069,0.0,13.89,1.0,0.55,5.951,93.8,2.8893,5.0,276.0,16.4,396.9,17.92,21.5 +219,0.11425,0.0,13.89,1.0,0.55,6.373,92.4,3.3633,5.0,276.0,16.4,393.74,10.5,23.0 +220,0.35809,0.0,6.2,1.0,0.507,6.951,88.5,2.8617,8.0,307.0,17.4,391.7,9.71,26.7 +221,0.40771,0.0,6.2,1.0,0.507,6.164,91.3,3.048,8.0,307.0,17.4,395.24,21.46,21.7 +222,0.62356,0.0,6.2,1.0,0.507,6.879,77.7,3.2721,8.0,307.0,17.4,390.39,9.93,27.5 +223,0.6147,0.0,6.2,0.0,0.507,6.618,80.8,3.2721,8.0,307.0,17.4,396.9,7.6,30.1 +224,0.31533,0.0,6.2,0.0,0.504,8.266,78.3,2.8944,8.0,307.0,17.4,385.05,4.14,44.8 +225,0.52693,0.0,6.2,0.0,0.504,8.725,83.0,2.8944,8.0,307.0,17.4,382.0,4.63,50.0 +226,0.38214,0.0,6.2,0.0,0.504,8.04,86.5,3.2157,8.0,307.0,17.4,387.38,3.13,37.6 +227,0.41238,0.0,6.2,0.0,0.504,7.163,79.9,3.2157,8.0,307.0,17.4,372.08,6.36,31.6 +228,0.29819,0.0,6.2,0.0,0.504,7.686,17.0,3.3751,8.0,307.0,17.4,377.51,3.92,46.7 +229,0.44178,0.0,6.2,0.0,0.504,6.552,21.4,3.3751,8.0,307.0,17.4,380.34,3.76,31.5 +230,0.537,0.0,6.2,0.0,0.504,5.981,68.1,3.6715,8.0,307.0,17.4,378.35,11.65,24.3 +231,0.46296,0.0,6.2,0.0,0.504,7.412,76.9,3.6715,8.0,307.0,17.4,376.14,5.25,31.7 +232,0.57529,0.0,6.2,0.0,0.507,8.337,73.3,3.8384,8.0,307.0,17.4,385.91,2.47,41.7 +233,0.33147,0.0,6.2,0.0,0.507,8.247,70.4,3.6519,8.0,307.0,17.4,378.95,3.95,48.3 +234,0.44791,0.0,6.2,1.0,0.507,6.726,66.5,3.6519,8.0,307.0,17.4,360.2,8.05,29.0 +235,0.33045,0.0,6.2,0.0,0.507,6.086,61.5,3.6519,8.0,307.0,17.4,376.75,10.88,24.0 +236,0.52058,0.0,6.2,1.0,0.507,6.631,76.5,4.148,8.0,307.0,17.4,388.45,9.54,25.1 +237,0.51183,0.0,6.2,0.0,0.507,7.358,71.6,4.148,8.0,307.0,17.4,390.07,4.73,31.5 +238,0.08244,30.0,4.93,0.0,0.428,6.481,18.5,6.1899,6.0,300.0,16.6,379.41,6.36,23.7 +239,0.09252,30.0,4.93,0.0,0.428,6.606,42.2,6.1899,6.0,300.0,16.6,383.78,7.37,23.3 +240,0.11329,30.0,4.93,0.0,0.428,6.897,54.3,6.3361,6.0,300.0,16.6,391.25,11.38,22.0 +241,0.10612,30.0,4.93,0.0,0.428,6.095,65.1,6.3361,6.0,300.0,16.6,394.62,12.4,20.1 +242,0.1029,30.0,4.93,0.0,0.428,6.358,52.9,7.0355,6.0,300.0,16.6,372.75,11.22,22.2 +243,0.12757,30.0,4.93,0.0,0.428,6.393,7.8,7.0355,6.0,300.0,16.6,374.71,5.19,23.7 +244,0.20608,22.0,5.86,0.0,0.431,5.593,76.5,7.9549,7.0,330.0,19.1,372.49,12.5,17.6 +245,0.19133,22.0,5.86,0.0,0.431,5.605,70.2,7.9549,7.0,330.0,19.1,389.13,18.46,18.5 +246,0.33983,22.0,5.86,0.0,0.431,6.108,34.9,8.0555,7.0,330.0,19.1,390.18,9.16,24.3 +247,0.19657,22.0,5.86,0.0,0.431,6.226,79.2,8.0555,7.0,330.0,19.1,376.14,10.15,20.5 +248,0.16439,22.0,5.86,0.0,0.431,6.433,49.1,7.8265,7.0,330.0,19.1,374.71,9.52,24.5 +249,0.19073,22.0,5.86,0.0,0.431,6.718,17.5,7.8265,7.0,330.0,19.1,393.74,6.56,26.2 +250,0.1403,22.0,5.86,0.0,0.431,6.487,13.0,7.3967,7.0,330.0,19.1,396.28,5.9,24.4 +251,0.21409,22.0,5.86,0.0,0.431,6.438,8.9,7.3967,7.0,330.0,19.1,377.07,3.59,24.8 +252,0.08221,22.0,5.86,0.0,0.431,6.957,6.8,8.9067,7.0,330.0,19.1,386.09,3.53,29.6 +253,0.36894,22.0,5.86,0.0,0.431,8.259,8.4,8.9067,7.0,330.0,19.1,396.9,3.54,42.8 +254,0.04819,80.0,3.64,0.0,0.392,6.108,32.0,9.2203,1.0,315.0,16.4,392.89,6.57,21.9 +255,0.03548,80.0,3.64,0.0,0.392,5.876,19.1,9.2203,1.0,315.0,16.4,395.18,9.25,20.9 +256,0.01538,90.0,3.75,0.0,0.394,7.454,34.2,6.3361,3.0,244.0,15.9,386.34,3.11,44.0 +257,0.61154,20.0,3.97,0.0,0.647,8.704,86.9,1.801,5.0,264.0,13.0,389.7,5.12,50.0 +258,0.66351,20.0,3.97,0.0,0.647,7.333,100.0,1.8946,5.0,264.0,13.0,383.29,7.79,36.0 +259,0.65665,20.0,3.97,0.0,0.647,6.842,100.0,2.0107,5.0,264.0,13.0,391.93,6.9,30.1 +260,0.54011,20.0,3.97,0.0,0.647,7.203,81.8,2.1121,5.0,264.0,13.0,392.8,9.59,33.8 +261,0.53412,20.0,3.97,0.0,0.647,7.52,89.4,2.1398,5.0,264.0,13.0,388.37,7.26,43.1 +262,0.52014,20.0,3.97,0.0,0.647,8.398,91.5,2.2885,5.0,264.0,13.0,386.86,5.91,48.8 +263,0.82526,20.0,3.97,0.0,0.647,7.327,94.5,2.0788,5.0,264.0,13.0,393.42,11.25,31.0 +264,0.55007,20.0,3.97,0.0,0.647,7.206,91.6,1.9301,5.0,264.0,13.0,387.89,8.1,36.5 +265,0.76162,20.0,3.97,0.0,0.647,5.56,62.8,1.9865,5.0,264.0,13.0,392.4,10.45,22.8 +266,0.7857,20.0,3.97,0.0,0.647,7.014,84.6,2.1329,5.0,264.0,13.0,384.07,14.79,30.7 +267,0.57834,20.0,3.97,0.0,0.575,8.297,67.0,2.4216,5.0,264.0,13.0,384.54,7.44,50.0 +268,0.5405,20.0,3.97,0.0,0.575,7.47,52.6,2.872,5.0,264.0,13.0,390.3,3.16,43.5 +269,0.09065,20.0,6.96,1.0,0.464,5.92,61.5,3.9175,3.0,223.0,18.6,391.34,13.65,20.7 +270,0.29916,20.0,6.96,0.0,0.464,5.856,42.1,4.429,3.0,223.0,18.6,388.65,13.0,21.1 +271,0.16211,20.0,6.96,0.0,0.464,6.24,16.3,4.429,3.0,223.0,18.6,396.9,6.59,25.2 +272,0.1146,20.0,6.96,0.0,0.464,6.538,58.7,3.9175,3.0,223.0,18.6,394.96,7.73,24.4 +273,0.22188,20.0,6.96,1.0,0.464,7.691,51.8,4.3665,3.0,223.0,18.6,390.77,6.58,35.2 +274,0.05644,40.0,6.41,1.0,0.447,6.758,32.9,4.0776,4.0,254.0,17.6,396.9,3.53,32.4 +275,0.09604,40.0,6.41,0.0,0.447,6.854,42.8,4.2673,4.0,254.0,17.6,396.9,2.98,32.0 +276,0.10469,40.0,6.41,1.0,0.447,7.267,49.0,4.7872,4.0,254.0,17.6,389.25,6.05,33.2 +277,0.06127,40.0,6.41,1.0,0.447,6.826,27.6,4.8628,4.0,254.0,17.6,393.45,4.16,33.1 +278,0.07978,40.0,6.41,0.0,0.447,6.482,32.1,4.1403,4.0,254.0,17.6,396.9,7.19,29.1 +279,0.21038,20.0,3.33,0.0,0.4429,6.812,32.2,4.1007,5.0,216.0,14.9,396.9,4.85,35.1 +280,0.03578,20.0,3.33,0.0,0.4429,7.82,64.5,4.6947,5.0,216.0,14.9,387.31,3.76,45.4 +281,0.03705,20.0,3.33,0.0,0.4429,6.968,37.2,5.2447,5.0,216.0,14.9,392.23,4.59,35.4 +282,0.06129,20.0,3.33,1.0,0.4429,7.645,49.7,5.2119,5.0,216.0,14.9,377.07,3.01,46.0 +283,0.01501,90.0,1.21,1.0,0.401,7.923,24.8,5.885,1.0,198.0,13.6,395.52,3.16,50.0 +284,0.00906,90.0,2.97,0.0,0.4,7.088,20.8,7.3073,1.0,285.0,15.3,394.72,7.85,32.2 +285,0.01096,55.0,2.25,0.0,0.389,6.453,31.9,7.3073,1.0,300.0,15.3,394.72,8.23,22.0 +286,0.01965,80.0,1.76,0.0,0.385,6.23,31.5,9.0892,1.0,241.0,18.2,341.6,12.93,20.1 +287,0.03871,52.5,5.32,0.0,0.405,6.209,31.3,7.3172,6.0,293.0,16.6,396.9,7.14,23.2 +288,0.0459,52.5,5.32,0.0,0.405,6.315,45.6,7.3172,6.0,293.0,16.6,396.9,7.6,22.3 +289,0.04297,52.5,5.32,0.0,0.405,6.565,22.9,7.3172,6.0,293.0,16.6,371.72,9.51,24.8 +290,0.03502,80.0,4.95,0.0,0.411,6.861,27.9,5.1167,4.0,245.0,19.2,396.9,3.33,28.5 +291,0.07886,80.0,4.95,0.0,0.411,7.148,27.7,5.1167,4.0,245.0,19.2,396.9,3.56,37.3 +292,0.03615,80.0,4.95,0.0,0.411,6.63,23.4,5.1167,4.0,245.0,19.2,396.9,4.7,27.9 +293,0.08265,0.0,13.92,0.0,0.437,6.127,18.4,5.5027,4.0,289.0,16.0,396.9,8.58,23.9 +294,0.08199,0.0,13.92,0.0,0.437,6.009,42.3,5.5027,4.0,289.0,16.0,396.9,10.4,21.7 +295,0.12932,0.0,13.92,0.0,0.437,6.678,31.1,5.9604,4.0,289.0,16.0,396.9,6.27,28.6 +296,0.05372,0.0,13.92,0.0,0.437,6.549,51.0,5.9604,4.0,289.0,16.0,392.85,7.39,27.1 +297,0.14103,0.0,13.92,0.0,0.437,5.79,58.0,6.32,4.0,289.0,16.0,396.9,15.84,20.3 +298,0.06466,70.0,2.24,0.0,0.4,6.345,20.1,7.8278,5.0,358.0,14.8,368.24,4.97,22.5 +299,0.05561,70.0,2.24,0.0,0.4,7.041,10.0,7.8278,5.0,358.0,14.8,371.58,4.74,29.0 +300,0.04417,70.0,2.24,0.0,0.4,6.871,47.4,7.8278,5.0,358.0,14.8,390.86,6.07,24.8 +301,0.03537,34.0,6.09,0.0,0.433,6.59,40.4,5.4917,7.0,329.0,16.1,395.75,9.5,22.0 +302,0.09266,34.0,6.09,0.0,0.433,6.495,18.4,5.4917,7.0,329.0,16.1,383.61,8.67,26.4 +303,0.1,34.0,6.09,0.0,0.433,6.982,17.7,5.4917,7.0,329.0,16.1,390.43,4.86,33.1 +304,0.05515,33.0,2.18,0.0,0.472,7.236,41.1,4.022,7.0,222.0,18.4,393.68,6.93,36.1 +305,0.05479,33.0,2.18,0.0,0.472,6.616,58.1,3.37,7.0,222.0,18.4,393.36,8.93,28.4 +306,0.07503,33.0,2.18,0.0,0.472,7.42,71.9,3.0992,7.0,222.0,18.4,396.9,6.47,33.4 +307,0.04932,33.0,2.18,0.0,0.472,6.849,70.3,3.1827,7.0,222.0,18.4,396.9,7.53,28.2 +308,0.49298,0.0,9.9,0.0,0.544,6.635,82.5,3.3175,4.0,304.0,18.4,396.9,4.54,22.8 +309,0.3494,0.0,9.9,0.0,0.544,5.972,76.7,3.1025,4.0,304.0,18.4,396.24,9.97,20.3 +310,2.63548,0.0,9.9,0.0,0.544,4.973,37.8,2.5194,4.0,304.0,18.4,350.45,12.64,16.1 +311,0.79041,0.0,9.9,0.0,0.544,6.122,52.8,2.6403,4.0,304.0,18.4,396.9,5.98,22.1 +312,0.26169,0.0,9.9,0.0,0.544,6.023,90.4,2.834,4.0,304.0,18.4,396.3,11.72,19.4 +313,0.26938,0.0,9.9,0.0,0.544,6.266,82.8,3.2628,4.0,304.0,18.4,393.39,7.9,21.6 +314,0.3692,0.0,9.9,0.0,0.544,6.567,87.3,3.6023,4.0,304.0,18.4,395.69,9.28,23.8 +315,0.25356,0.0,9.9,0.0,0.544,5.705,77.7,3.945,4.0,304.0,18.4,396.42,11.5,16.2 +316,0.31827,0.0,9.9,0.0,0.544,5.914,83.2,3.9986,4.0,304.0,18.4,390.7,18.33,17.8 +317,0.24522,0.0,9.9,0.0,0.544,5.782,71.7,4.0317,4.0,304.0,18.4,396.9,15.94,19.8 +318,0.40202,0.0,9.9,0.0,0.544,6.382,67.2,3.5325,4.0,304.0,18.4,395.21,10.36,23.1 +319,0.47547,0.0,9.9,0.0,0.544,6.113,58.8,4.0019,4.0,304.0,18.4,396.23,12.73,21.0 +320,0.1676,0.0,7.38,0.0,0.493,6.426,52.3,4.5404,5.0,287.0,19.6,396.9,7.2,23.8 +321,0.18159,0.0,7.38,0.0,0.493,6.376,54.3,4.5404,5.0,287.0,19.6,396.9,6.87,23.1 +322,0.35114,0.0,7.38,0.0,0.493,6.041,49.9,4.7211,5.0,287.0,19.6,396.9,7.7,20.4 +323,0.28392,0.0,7.38,0.0,0.493,5.708,74.3,4.7211,5.0,287.0,19.6,391.13,11.74,18.5 +324,0.34109,0.0,7.38,0.0,0.493,6.415,40.1,4.7211,5.0,287.0,19.6,396.9,6.12,25.0 +325,0.19186,0.0,7.38,0.0,0.493,6.431,14.7,5.4159,5.0,287.0,19.6,393.68,5.08,24.6 +326,0.30347,0.0,7.38,0.0,0.493,6.312,28.9,5.4159,5.0,287.0,19.6,396.9,6.15,23.0 +327,0.24103,0.0,7.38,0.0,0.493,6.083,43.7,5.4159,5.0,287.0,19.6,396.9,12.79,22.2 +328,0.06617,0.0,3.24,0.0,0.46,5.868,25.8,5.2146,4.0,430.0,16.9,382.44,9.97,19.3 +329,0.06724,0.0,3.24,0.0,0.46,6.333,17.2,5.2146,4.0,430.0,16.9,375.21,7.34,22.6 +330,0.04544,0.0,3.24,0.0,0.46,6.144,32.2,5.8736,4.0,430.0,16.9,368.57,9.09,19.8 +331,0.05023,35.0,6.06,0.0,0.4379,5.706,28.4,6.6407,1.0,304.0,16.9,394.02,12.43,17.1 +332,0.03466,35.0,6.06,0.0,0.4379,6.031,23.3,6.6407,1.0,304.0,16.9,362.25,7.83,19.4 +333,0.05083,0.0,5.19,0.0,0.515,6.316,38.1,6.4584,5.0,224.0,20.2,389.71,5.68,22.2 +334,0.03738,0.0,5.19,0.0,0.515,6.31,38.5,6.4584,5.0,224.0,20.2,389.4,6.75,20.7 +335,0.03961,0.0,5.19,0.0,0.515,6.037,34.5,5.9853,5.0,224.0,20.2,396.9,8.01,21.1 +336,0.03427,0.0,5.19,0.0,0.515,5.869,46.3,5.2311,5.0,224.0,20.2,396.9,9.8,19.5 +337,0.03041,0.0,5.19,0.0,0.515,5.895,59.6,5.615,5.0,224.0,20.2,394.81,10.56,18.5 +338,0.03306,0.0,5.19,0.0,0.515,6.059,37.3,4.8122,5.0,224.0,20.2,396.14,8.51,20.6 +339,0.05497,0.0,5.19,0.0,0.515,5.985,45.4,4.8122,5.0,224.0,20.2,396.9,9.74,19.0 +340,0.06151,0.0,5.19,0.0,0.515,5.968,58.5,4.8122,5.0,224.0,20.2,396.9,9.29,18.7 +341,0.01301,35.0,1.52,0.0,0.442,7.241,49.3,7.0379,1.0,284.0,15.5,394.74,5.49,32.7 +342,0.02498,0.0,1.89,0.0,0.518,6.54,59.7,6.2669,1.0,422.0,15.9,389.96,8.65,16.5 +343,0.02543,55.0,3.78,0.0,0.484,6.696,56.4,5.7321,5.0,370.0,17.6,396.9,7.18,23.9 +344,0.03049,55.0,3.78,0.0,0.484,6.874,28.1,6.4654,5.0,370.0,17.6,387.97,4.61,31.2 +345,0.03113,0.0,4.39,0.0,0.442,6.014,48.5,8.0136,3.0,352.0,18.8,385.64,10.53,17.5 +346,0.06162,0.0,4.39,0.0,0.442,5.898,52.3,8.0136,3.0,352.0,18.8,364.61,12.67,17.2 +347,0.0187,85.0,4.15,0.0,0.429,6.516,27.7,8.5353,4.0,351.0,17.9,392.43,6.36,23.1 +348,0.01501,80.0,2.01,0.0,0.435,6.635,29.7,8.344,4.0,280.0,17.0,390.94,5.99,24.5 +349,0.02899,40.0,1.25,0.0,0.429,6.939,34.5,8.7921,1.0,335.0,19.7,389.85,5.89,26.6 +350,0.06211,40.0,1.25,0.0,0.429,6.49,44.4,8.7921,1.0,335.0,19.7,396.9,5.98,22.9 +351,0.0795,60.0,1.69,0.0,0.411,6.579,35.9,10.7103,4.0,411.0,18.3,370.78,5.49,24.1 +352,0.07244,60.0,1.69,0.0,0.411,5.884,18.5,10.7103,4.0,411.0,18.3,392.33,7.79,18.6 +353,0.01709,90.0,2.02,0.0,0.41,6.728,36.1,12.1265,5.0,187.0,17.0,384.46,4.5,30.1 +354,0.04301,80.0,1.91,0.0,0.413,5.663,21.9,10.5857,4.0,334.0,22.0,382.8,8.05,18.2 +355,0.10659,80.0,1.91,0.0,0.413,5.936,19.5,10.5857,4.0,334.0,22.0,376.04,5.57,20.6 +356,8.98296,0.0,18.1,1.0,0.77,6.212,97.4,2.1222,24.0,666.0,20.2,377.73,17.6,17.8 +357,3.8497,0.0,18.1,1.0,0.77,6.395,91.0,2.5052,24.0,666.0,20.2,391.34,13.27,21.7 +358,5.20177,0.0,18.1,1.0,0.77,6.127,83.4,2.7227,24.0,666.0,20.2,395.43,11.48,22.7 +359,4.26131,0.0,18.1,0.0,0.77,6.112,81.3,2.5091,24.0,666.0,20.2,390.74,12.67,22.6 +360,4.54192,0.0,18.1,0.0,0.77,6.398,88.0,2.5182,24.0,666.0,20.2,374.56,7.79,25.0 +361,3.83684,0.0,18.1,0.0,0.77,6.251,91.1,2.2955,24.0,666.0,20.2,350.65,14.19,19.9 +362,3.67822,0.0,18.1,0.0,0.77,5.362,96.2,2.1036,24.0,666.0,20.2,380.79,10.19,20.8 +363,4.22239,0.0,18.1,1.0,0.77,5.803,89.0,1.9047,24.0,666.0,20.2,353.04,14.64,16.8 +364,3.47428,0.0,18.1,1.0,0.718,8.78,82.9,1.9047,24.0,666.0,20.2,354.55,5.29,21.9 +365,4.55587,0.0,18.1,0.0,0.718,3.561,87.9,1.6132,24.0,666.0,20.2,354.7,7.12,27.5 +366,3.69695,0.0,18.1,0.0,0.718,4.963,91.4,1.7523,24.0,666.0,20.2,316.03,14.0,21.9 +367,13.5222,0.0,18.1,0.0,0.631,3.863,100.0,1.5106,24.0,666.0,20.2,131.42,13.33,23.1 +368,4.89822,0.0,18.1,0.0,0.631,4.97,100.0,1.3325,24.0,666.0,20.2,375.52,3.26,50.0 +369,5.66998,0.0,18.1,1.0,0.631,6.683,96.8,1.3567,24.0,666.0,20.2,375.33,3.73,50.0 +370,6.53876,0.0,18.1,1.0,0.631,7.016,97.5,1.2024,24.0,666.0,20.2,392.05,2.96,50.0 +371,9.2323,0.0,18.1,0.0,0.631,6.216,100.0,1.1691,24.0,666.0,20.2,366.15,9.53,50.0 +372,8.26725,0.0,18.1,1.0,0.668,5.875,89.6,1.1296,24.0,666.0,20.2,347.88,8.88,50.0 +373,11.1081,0.0,18.1,0.0,0.668,4.906,100.0,1.1742,24.0,666.0,20.2,396.9,34.77,13.8 +374,18.4982,0.0,18.1,0.0,0.668,4.138,100.0,1.137,24.0,666.0,20.2,396.9,37.97,13.8 +375,19.6091,0.0,18.1,0.0,0.671,7.313,97.9,1.3163,24.0,666.0,20.2,396.9,13.44,15.0 +376,15.288,0.0,18.1,0.0,0.671,6.649,93.3,1.3449,24.0,666.0,20.2,363.02,23.24,13.9 +377,9.82349,0.0,18.1,0.0,0.671,6.794,98.8,1.358,24.0,666.0,20.2,396.9,21.24,13.3 +378,23.6482,0.0,18.1,0.0,0.671,6.38,96.2,1.3861,24.0,666.0,20.2,396.9,23.69,13.1 +379,17.8667,0.0,18.1,0.0,0.671,6.223,100.0,1.3861,24.0,666.0,20.2,393.74,21.78,10.2 +380,88.9762,0.0,18.1,0.0,0.671,6.968,91.9,1.4165,24.0,666.0,20.2,396.9,17.21,10.4 +381,15.8744,0.0,18.1,0.0,0.671,6.545,99.1,1.5192,24.0,666.0,20.2,396.9,21.08,10.9 +382,9.18702,0.0,18.1,0.0,0.7,5.536,100.0,1.5804,24.0,666.0,20.2,396.9,23.6,11.3 +383,7.99248,0.0,18.1,0.0,0.7,5.52,100.0,1.5331,24.0,666.0,20.2,396.9,24.56,12.3 +384,20.0849,0.0,18.1,0.0,0.7,4.368,91.2,1.4395,24.0,666.0,20.2,285.83,30.63,8.8 +385,16.8118,0.0,18.1,0.0,0.7,5.277,98.1,1.4261,24.0,666.0,20.2,396.9,30.81,7.2 +386,24.3938,0.0,18.1,0.0,0.7,4.652,100.0,1.4672,24.0,666.0,20.2,396.9,28.28,10.5 +387,22.5971,0.0,18.1,0.0,0.7,5.0,89.5,1.5184,24.0,666.0,20.2,396.9,31.99,7.4 +388,14.3337,0.0,18.1,0.0,0.7,4.88,100.0,1.5895,24.0,666.0,20.2,372.92,30.62,10.2 +389,8.15174,0.0,18.1,0.0,0.7,5.39,98.9,1.7281,24.0,666.0,20.2,396.9,20.85,11.5 +390,6.96215,0.0,18.1,0.0,0.7,5.713,97.0,1.9265,24.0,666.0,20.2,394.43,17.11,15.1 +391,5.29305,0.0,18.1,0.0,0.7,6.051,82.5,2.1678,24.0,666.0,20.2,378.38,18.76,23.2 +392,11.5779,0.0,18.1,0.0,0.7,5.036,97.0,1.77,24.0,666.0,20.2,396.9,25.68,9.7 +393,8.64476,0.0,18.1,0.0,0.693,6.193,92.6,1.7912,24.0,666.0,20.2,396.9,15.17,13.8 +394,13.3598,0.0,18.1,0.0,0.693,5.887,94.7,1.7821,24.0,666.0,20.2,396.9,16.35,12.7 +395,8.71675,0.0,18.1,0.0,0.693,6.471,98.8,1.7257,24.0,666.0,20.2,391.98,17.12,13.1 +396,5.87205,0.0,18.1,0.0,0.693,6.405,96.0,1.6768,24.0,666.0,20.2,396.9,19.37,12.5 +397,7.67202,0.0,18.1,0.0,0.693,5.747,98.9,1.6334,24.0,666.0,20.2,393.1,19.92,8.5 +398,38.3518,0.0,18.1,0.0,0.693,5.453,100.0,1.4896,24.0,666.0,20.2,396.9,30.59,5.0 +399,9.91655,0.0,18.1,0.0,0.693,5.852,77.8,1.5004,24.0,666.0,20.2,338.16,29.97,6.3 +400,25.0461,0.0,18.1,0.0,0.693,5.987,100.0,1.5888,24.0,666.0,20.2,396.9,26.77,5.6 +401,14.2362,0.0,18.1,0.0,0.693,6.343,100.0,1.5741,24.0,666.0,20.2,396.9,20.32,7.2 +402,9.59571,0.0,18.1,0.0,0.693,6.404,100.0,1.639,24.0,666.0,20.2,376.11,20.31,12.1 +403,24.8017,0.0,18.1,0.0,0.693,5.349,96.0,1.7028,24.0,666.0,20.2,396.9,19.77,8.3 +404,41.5292,0.0,18.1,0.0,0.693,5.531,85.4,1.6074,24.0,666.0,20.2,329.46,27.38,8.5 +405,67.9208,0.0,18.1,0.0,0.693,5.683,100.0,1.4254,24.0,666.0,20.2,384.97,22.98,5.0 +406,20.7162,0.0,18.1,0.0,0.659,4.138,100.0,1.1781,24.0,666.0,20.2,370.22,23.34,11.9 +407,11.9511,0.0,18.1,0.0,0.659,5.608,100.0,1.2852,24.0,666.0,20.2,332.09,12.13,27.9 +408,7.40389,0.0,18.1,0.0,0.597,5.617,97.9,1.4547,24.0,666.0,20.2,314.64,26.4,17.2 +409,14.4383,0.0,18.1,0.0,0.597,6.852,100.0,1.4655,24.0,666.0,20.2,179.36,19.78,27.5 +410,51.1358,0.0,18.1,0.0,0.597,5.757,100.0,1.413,24.0,666.0,20.2,2.6,10.11,15.0 +411,14.0507,0.0,18.1,0.0,0.597,6.657,100.0,1.5275,24.0,666.0,20.2,35.05,21.22,17.2 +412,18.811,0.0,18.1,0.0,0.597,4.628,100.0,1.5539,24.0,666.0,20.2,28.79,34.37,17.9 +413,28.6558,0.0,18.1,0.0,0.597,5.155,100.0,1.5894,24.0,666.0,20.2,210.97,20.08,16.3 +414,45.7461,0.0,18.1,0.0,0.693,4.519,100.0,1.6582,24.0,666.0,20.2,88.27,36.98,7.0 +415,18.0846,0.0,18.1,0.0,0.679,6.434,100.0,1.8347,24.0,666.0,20.2,27.25,29.05,7.2 +416,10.8342,0.0,18.1,0.0,0.679,6.782,90.8,1.8195,24.0,666.0,20.2,21.57,25.79,7.5 +417,25.9406,0.0,18.1,0.0,0.679,5.304,89.1,1.6475,24.0,666.0,20.2,127.36,26.64,10.4 +418,73.5341,0.0,18.1,0.0,0.679,5.957,100.0,1.8026,24.0,666.0,20.2,16.45,20.62,8.8 +419,11.8123,0.0,18.1,0.0,0.718,6.824,76.5,1.794,24.0,666.0,20.2,48.45,22.74,8.4 +420,11.0874,0.0,18.1,0.0,0.718,6.411,100.0,1.8589,24.0,666.0,20.2,318.75,15.02,16.7 +421,7.02259,0.0,18.1,0.0,0.718,6.006,95.3,1.8746,24.0,666.0,20.2,319.98,15.7,14.2 +422,12.0482,0.0,18.1,0.0,0.614,5.648,87.6,1.9512,24.0,666.0,20.2,291.55,14.1,20.8 +423,7.05042,0.0,18.1,0.0,0.614,6.103,85.1,2.0218,24.0,666.0,20.2,2.52,23.29,13.4 +424,8.79212,0.0,18.1,0.0,0.584,5.565,70.6,2.0635,24.0,666.0,20.2,3.65,17.16,11.7 +425,15.8603,0.0,18.1,0.0,0.679,5.896,95.4,1.9096,24.0,666.0,20.2,7.68,24.39,8.3 +426,12.2472,0.0,18.1,0.0,0.584,5.837,59.7,1.9976,24.0,666.0,20.2,24.65,15.69,10.2 +427,37.6619,0.0,18.1,0.0,0.679,6.202,78.7,1.8629,24.0,666.0,20.2,18.82,14.52,10.9 +428,7.36711,0.0,18.1,0.0,0.679,6.193,78.1,1.9356,24.0,666.0,20.2,96.73,21.52,11.0 +429,9.33889,0.0,18.1,0.0,0.679,6.38,95.6,1.9682,24.0,666.0,20.2,60.72,24.08,9.5 +430,8.49213,0.0,18.1,0.0,0.584,6.348,86.1,2.0527,24.0,666.0,20.2,83.45,17.64,14.5 +431,10.0623,0.0,18.1,0.0,0.584,6.833,94.3,2.0882,24.0,666.0,20.2,81.33,19.69,14.1 +432,6.44405,0.0,18.1,0.0,0.584,6.425,74.8,2.2004,24.0,666.0,20.2,97.95,12.03,16.1 +433,5.58107,0.0,18.1,0.0,0.713,6.436,87.9,2.3158,24.0,666.0,20.2,100.19,16.22,14.3 +434,13.9134,0.0,18.1,0.0,0.713,6.208,95.0,2.2222,24.0,666.0,20.2,100.63,15.17,11.7 +435,11.1604,0.0,18.1,0.0,0.74,6.629,94.6,2.1247,24.0,666.0,20.2,109.85,23.27,13.4 +436,14.4208,0.0,18.1,0.0,0.74,6.461,93.3,2.0026,24.0,666.0,20.2,27.49,18.05,9.6 +437,15.1772,0.0,18.1,0.0,0.74,6.152,100.0,1.9142,24.0,666.0,20.2,9.32,26.45,8.7 +438,13.6781,0.0,18.1,0.0,0.74,5.935,87.9,1.8206,24.0,666.0,20.2,68.95,34.02,8.4 +439,9.39063,0.0,18.1,0.0,0.74,5.627,93.9,1.8172,24.0,666.0,20.2,396.9,22.88,12.8 +440,22.0511,0.0,18.1,0.0,0.74,5.818,92.4,1.8662,24.0,666.0,20.2,391.45,22.11,10.5 +441,9.72418,0.0,18.1,0.0,0.74,6.406,97.2,2.0651,24.0,666.0,20.2,385.96,19.52,17.1 +442,5.66637,0.0,18.1,0.0,0.74,6.219,100.0,2.0048,24.0,666.0,20.2,395.69,16.59,18.4 +443,9.96654,0.0,18.1,0.0,0.74,6.485,100.0,1.9784,24.0,666.0,20.2,386.73,18.85,15.4 +444,12.8023,0.0,18.1,0.0,0.74,5.854,96.6,1.8956,24.0,666.0,20.2,240.52,23.79,10.8 +445,0.6718,0.0,18.1,0.0,0.74,6.459,94.8,1.9879,24.0,666.0,20.2,43.06,23.98,11.8 +446,6.28807,0.0,18.1,0.0,0.74,6.341,96.4,2.072,24.0,666.0,20.2,318.01,17.79,14.9 +447,9.92485,0.0,18.1,0.0,0.74,6.251,96.6,2.198,24.0,666.0,20.2,388.52,16.44,12.6 +448,9.32909,0.0,18.1,0.0,0.713,6.185,98.7,2.2616,24.0,666.0,20.2,396.9,18.13,14.1 +449,7.52601,0.0,18.1,0.0,0.713,6.417,98.3,2.185,24.0,666.0,20.2,304.21,19.31,13.0 +450,6.71772,0.0,18.1,0.0,0.713,6.749,92.6,2.3236,24.0,666.0,20.2,0.32,17.44,13.4 +451,5.44114,0.0,18.1,0.0,0.713,6.655,98.2,2.3552,24.0,666.0,20.2,355.29,17.73,15.2 +452,5.09017,0.0,18.1,0.0,0.713,6.297,91.8,2.3682,24.0,666.0,20.2,385.09,17.27,16.1 +453,8.24809,0.0,18.1,0.0,0.713,7.393,99.3,2.4527,24.0,666.0,20.2,375.87,16.74,17.8 +454,9.51363,0.0,18.1,0.0,0.713,6.728,94.1,2.4961,24.0,666.0,20.2,6.68,18.71,14.9 +455,4.75237,0.0,18.1,0.0,0.713,6.525,86.5,2.4358,24.0,666.0,20.2,50.92,18.13,14.1 +456,4.66883,0.0,18.1,0.0,0.713,5.976,87.9,2.5806,24.0,666.0,20.2,10.48,19.01,12.7 +457,8.20058,0.0,18.1,0.0,0.713,5.936,80.3,2.7792,24.0,666.0,20.2,3.5,16.94,13.5 +458,7.75223,0.0,18.1,0.0,0.713,6.301,83.7,2.7831,24.0,666.0,20.2,272.21,16.23,14.9 +459,6.80117,0.0,18.1,0.0,0.713,6.081,84.4,2.7175,24.0,666.0,20.2,396.9,14.7,20.0 +460,4.81213,0.0,18.1,0.0,0.713,6.701,90.0,2.5975,24.0,666.0,20.2,255.23,16.42,16.4 +461,3.69311,0.0,18.1,0.0,0.713,6.376,88.4,2.5671,24.0,666.0,20.2,391.43,14.65,17.7 +462,6.65492,0.0,18.1,0.0,0.713,6.317,83.0,2.7344,24.0,666.0,20.2,396.9,13.99,19.5 +463,5.82115,0.0,18.1,0.0,0.713,6.513,89.9,2.8016,24.0,666.0,20.2,393.82,10.29,20.2 +464,7.83932,0.0,18.1,0.0,0.655,6.209,65.4,2.9634,24.0,666.0,20.2,396.9,13.22,21.4 +465,3.1636,0.0,18.1,0.0,0.655,5.759,48.2,3.0665,24.0,666.0,20.2,334.4,14.13,19.9 +466,3.77498,0.0,18.1,0.0,0.655,5.952,84.7,2.8715,24.0,666.0,20.2,22.01,17.15,19.0 +467,4.42228,0.0,18.1,0.0,0.584,6.003,94.5,2.5403,24.0,666.0,20.2,331.29,21.32,19.1 +468,15.5757,0.0,18.1,0.0,0.58,5.926,71.0,2.9084,24.0,666.0,20.2,368.74,18.13,19.1 +469,13.0751,0.0,18.1,0.0,0.58,5.713,56.7,2.8237,24.0,666.0,20.2,396.9,14.76,20.1 +470,4.34879,0.0,18.1,0.0,0.58,6.167,84.0,3.0334,24.0,666.0,20.2,396.9,16.29,19.9 +471,4.03841,0.0,18.1,0.0,0.532,6.229,90.7,3.0993,24.0,666.0,20.2,395.33,12.87,19.6 +472,3.56868,0.0,18.1,0.0,0.58,6.437,75.0,2.8965,24.0,666.0,20.2,393.37,14.36,23.2 +473,4.64689,0.0,18.1,0.0,0.614,6.98,67.6,2.5329,24.0,666.0,20.2,374.68,11.66,29.8 +474,8.05579,0.0,18.1,0.0,0.584,5.427,95.4,2.4298,24.0,666.0,20.2,352.58,18.14,13.8 +475,6.39312,0.0,18.1,0.0,0.584,6.162,97.4,2.206,24.0,666.0,20.2,302.76,24.1,13.3 +476,4.87141,0.0,18.1,0.0,0.614,6.484,93.6,2.3053,24.0,666.0,20.2,396.21,18.68,16.7 +477,15.0234,0.0,18.1,0.0,0.614,5.304,97.3,2.1007,24.0,666.0,20.2,349.48,24.91,12.0 +478,10.233,0.0,18.1,0.0,0.614,6.185,96.7,2.1705,24.0,666.0,20.2,379.7,18.03,14.6 +479,14.3337,0.0,18.1,0.0,0.614,6.229,88.0,1.9512,24.0,666.0,20.2,383.32,13.11,21.4 +480,5.82401,0.0,18.1,0.0,0.532,6.242,64.7,3.4242,24.0,666.0,20.2,396.9,10.74,23.0 +481,5.70818,0.0,18.1,0.0,0.532,6.75,74.9,3.3317,24.0,666.0,20.2,393.07,7.74,23.7 +482,5.73116,0.0,18.1,0.0,0.532,7.061,77.0,3.4106,24.0,666.0,20.2,395.28,7.01,25.0 +483,2.81838,0.0,18.1,0.0,0.532,5.762,40.3,4.0983,24.0,666.0,20.2,392.92,10.42,21.8 +484,2.37857,0.0,18.1,0.0,0.583,5.871,41.9,3.724,24.0,666.0,20.2,370.73,13.34,20.6 +485,3.67367,0.0,18.1,0.0,0.583,6.312,51.9,3.9917,24.0,666.0,20.2,388.62,10.58,21.2 +486,5.69175,0.0,18.1,0.0,0.583,6.114,79.8,3.5459,24.0,666.0,20.2,392.68,14.98,19.1 +487,4.83567,0.0,18.1,0.0,0.583,5.905,53.2,3.1523,24.0,666.0,20.2,388.22,11.45,20.6 +488,0.15086,0.0,27.74,0.0,0.609,5.454,92.7,1.8209,4.0,711.0,20.1,395.09,18.06,15.2 +489,0.18337,0.0,27.74,0.0,0.609,5.414,98.3,1.7554,4.0,711.0,20.1,344.05,23.97,7.0 +490,0.20746,0.0,27.74,0.0,0.609,5.093,98.0,1.8226,4.0,711.0,20.1,318.43,29.68,8.1 +491,0.10574,0.0,27.74,0.0,0.609,5.983,98.8,1.8681,4.0,711.0,20.1,390.11,18.07,13.6 +492,0.11132,0.0,27.74,0.0,0.609,5.983,83.5,2.1099,4.0,711.0,20.1,396.9,13.35,20.1 +493,0.17331,0.0,9.69,0.0,0.585,5.707,54.0,2.3817,6.0,391.0,19.2,396.9,12.01,21.8 +494,0.27957,0.0,9.69,0.0,0.585,5.926,42.6,2.3817,6.0,391.0,19.2,396.9,13.59,24.5 +495,0.17899,0.0,9.69,0.0,0.585,5.67,28.8,2.7986,6.0,391.0,19.2,393.29,17.6,23.1 +496,0.2896,0.0,9.69,0.0,0.585,5.39,72.9,2.7986,6.0,391.0,19.2,396.9,21.14,19.7 +497,0.26838,0.0,9.69,0.0,0.585,5.794,70.6,2.8927,6.0,391.0,19.2,396.9,14.1,18.3 +498,0.23912,0.0,9.69,0.0,0.585,6.019,65.3,2.4091,6.0,391.0,19.2,396.9,12.92,21.2 +499,0.17783,0.0,9.69,0.0,0.585,5.569,73.5,2.3999,6.0,391.0,19.2,395.77,15.1,17.5 +500,0.22438,0.0,9.69,0.0,0.585,6.027,79.7,2.4982,6.0,391.0,19.2,396.9,14.33,16.8 +501,0.06263,0.0,11.93,0.0,0.573,6.593,69.1,2.4786,1.0,273.0,21.0,391.99,9.67,22.4 +502,0.04527,0.0,11.93,0.0,0.573,6.12,76.7,2.2875,1.0,273.0,21.0,396.9,9.08,20.6 +503,0.06076,0.0,11.93,0.0,0.573,6.976,91.0,2.1675,1.0,273.0,21.0,396.9,5.64,23.9 +504,0.10959,0.0,11.93,0.0,0.573,6.794,89.3,2.3889,1.0,273.0,21.0,393.45,6.48,22.0 +505,0.04741,0.0,11.93,0.0,0.573,6.03,80.8,2.505,1.0,273.0,21.0,396.9,7.88,11.9 diff --git a/examples/modin-scikit-learn-example.ipynb b/examples/modin-scikit-learn-example.ipynb new file mode 100644 index 00000000000..122b078257c --- /dev/null +++ b/examples/modin-scikit-learn-example.ipynb @@ -0,0 +1,355 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Process STDOUT and STDERR is being redirected to /tmp/raylogs/.\n", + "Waiting for redis server at 127.0.0.1:35043 to respond...\n", + "Waiting for redis server at 127.0.0.1:49923 to respond...\n", + "Starting local scheduler with the following resources: {'CPU': 4, 'GPU': 0}.\n", + "\n", + "======================================================================\n", + "View the web UI at http://localhost:8889/notebooks/ray_ui93764.ipynb?token=23507892afd3d95e7604e7cd889b30382368ed888e79fc8c\n", + "======================================================================\n", + "\n" + ] + } + ], + "source": [ + "%matplotlib inline\n", + "\n", + "import numpy as np\n", + "import modin.pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import sklearn" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unnamed: 0CRIMZNINDUSCHASNOXRMAGEDISRADTAXPTRATIOBLSTATPRICE
000.0063218.02.310.00.5386.57565.24.09001.0296.015.3396.904.9824.0
110.027310.07.070.00.4696.42178.94.96712.0242.017.8396.909.1421.6
220.027290.07.070.00.4697.18561.14.96712.0242.017.8392.834.0334.7
330.032370.02.180.00.4586.99845.86.06223.0222.018.7394.632.9433.4
440.069050.02.180.00.4587.14754.26.06223.0222.018.7396.905.3336.2
\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 CRIM ZN INDUS CHAS NOX RM AGE DIS RAD \\\n", + "0 0 0.00632 18.0 2.31 0.0 0.538 6.575 65.2 4.0900 1.0 \n", + "1 1 0.02731 0.0 7.07 0.0 0.469 6.421 78.9 4.9671 2.0 \n", + "2 2 0.02729 0.0 7.07 0.0 0.469 7.185 61.1 4.9671 2.0 \n", + "3 3 0.03237 0.0 2.18 0.0 0.458 6.998 45.8 6.0622 3.0 \n", + "4 4 0.06905 0.0 2.18 0.0 0.458 7.147 54.2 6.0622 3.0 \n", + "\n", + " TAX PTRATIO B LSTAT PRICE \n", + "0 296.0 15.3 396.90 4.98 24.0 \n", + "1 242.0 17.8 396.90 9.14 21.6 \n", + "2 242.0 17.8 392.83 4.03 34.7 \n", + "3 222.0 18.7 394.63 2.94 33.4 \n", + "4 222.0 18.7 396.90 5.33 36.2 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = pd.read_csv(\"data/boston_housing.csv\")\n", + "\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "modin.pandas.dataframe.DataFrame" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "features = data.drop(\"PRICE\", axis=1)\n", + "labels = data[\"PRICE\"]\n", + "\n", + "type(features)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "\n", + "lm = LinearRegression()\n", + "lm.fit(features, labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"RM\"], labels)\n", + "plt.xlabel(\"Average number of rooms per dwelling\")\n", + "plt.ylabel(\"Housing Price\")\n", + "plt.title(\"Relationship between Rooms and Price\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "predicted_prices = lm.predict(features)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(labels, predicted_prices)\n", + "plt.xlabel(\"Prices\")\n", + "plt.ylabel(\"Predicted Prices\")\n", + "plt.title(\"Prices versus Predicted Prices\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "21.831934375295628" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "training_error = \\\n", + " (labels - predicted_prices).apply(lambda x: x ** 2).mean()\n", + "\n", + "training_error" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Citation: http://bigdata-madesimple.com/how-to-run-linear-regression-in-python-scikit-learn/" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:modin-dev]", + "language": "python", + "name": "conda-env-modin-dev-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}