├── Demos ├── 12_AI.csv ├── 12_sample_data.csv ├── BayesianUpdatingInversion_Demo.xlsx ├── Bayesian_Demo.xlsx ├── Bayesian_Exploration_Demo.xlsx ├── Bayesian_Gaussian_Demo.xlsx ├── Bootstrap_Demo.xlsx ├── Bootstrap_Demo_Simple.xlsx ├── Decision_Making_with_Loss_Function_Demo.xlsx ├── Declustering_Debias_Demo.xlsx ├── GeostatsPy_declustering.ipynb ├── Kriging_Multivariate_Estimation_Demo.xlsx ├── Probability_Hands-on.docx ├── Simple_Kriging_Demo.xlsx ├── SubsurfaceDataAnalytics_DecisionTree.ipynb ├── SubsurfaceDataAnalytics_NeuralNet.ipynb ├── SubsurfaceDataAnalytics_PCA.ipynb ├── SubsurfaceDataAnalytics_SupportVectorMachines.ipynb ├── SubsurfaceDataAnalytics_bootstrap.ipynb ├── SubsurfaceDataAnalytics_clustering.ipynb ├── Trend_Modeling.xlsx ├── Uncertainty_Away_From_Well_Demo.xlsx ├── Variogram Calc_Model_Demo_v2.0.xlsx ├── Variogram_Simple_Calculation.xlsx ├── Vertical_Trend_Uncertainty_Demo.xlsx ├── sample_data_biased.csv ├── test └── unconv_MV.csv ├── LICENSE ├── Lectures ├── 00_CourseOverview_v2.pdf ├── 01_Introduction_v2.pdf ├── 02_Probability.pdf ├── 03_DataPrep.pdf ├── 04_Spatial_Continuity.pdf ├── 05_DataAnalytics.pdf ├── 06_Dimensional_Reduction.pdf ├── 07_Clustering.pdf ├── 08_DecisionTree.pdf ├── 09-SupportVectorMachines.pdf ├── 10_Neural_Networks.pdf ├── 11_Advanced.pdf └── Test └── README.md /Demos/12_sample_data.csv: -------------------------------------------------------------------------------- 1 | ,X,Y,Facies,Porosity,Perm,AI 2 | 1,50.0,900.0,1.0,0.22076146276287478,140.02126625900127,3413.0639443521886 3 | 2,50.0,850.0,1.0,0.2371544724954321,39.83712934539033,3074.5626167558703 4 | 3,50.0,800.0,1.0,0.23435152201581066,84.99243742431976,2292.7833580602664 5 | 4,50.0,750.0,1.0,0.24455308957877292,90.63230695168956,2494.8488848217253 6 | 5,50.0,700.0,1.0,0.2317866149488839,811.5479788280479,2522.063994947688 7 | 6,50.0,650.0,1.0,0.2332795651636289,426.99245560145687,3964.185955632599 8 | 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439,80.0,669.0,1.0,0.24434549596376787,3222.7160417110745,2696.102930428575 261 | 440,170.0,649.0,1.0,0.222393823272097,1695.0969251851884,2281.471721351327 262 | 441,500.0,279.0,1.0,0.18461668744368492,140.10738029163502,3234.9091465634256 263 | 442,760.0,269.0,0.0,0.14946599613923206,20.71034356939089,4345.161873620722 264 | 443,610.0,189.0,0.0,0.1606186800512918,12.277038739796637,4882.428194744947 265 | 444,540.0,889.0,0.0,0.17320826132600228,840.2342424542819,4169.759330926967 266 | 446,270.0,249.0,1.0,0.2335606912149279,193.12622840931508,4607.446919342925 267 | 447,120.0,279.0,0.0,0.1687414610830366,19.97869438674021,5162.119971391625 268 | 450,10.0,719.0,1.0,0.24279688175745284,4807.433936957849,2533.3820802393248 269 | 454,520.0,339.0,1.0,0.18004701537338047,262.9548989245035,3668.098941429165 270 | 456,870.0,579.0,0.0,0.169490269462197,8.94229427492757,5043.8079414173235 271 | 458,540.0,859.0,0.0,0.1736617482278449,39.91067487565793,3414.962470787841 272 | 459,660.0,809.0,0.0,0.16763008459918816,12.023065674473704,3850.877967448808 273 | 460,220.0,99.0,0.0,0.14346366978188035,0.32859439920765776,4740.433604168433 274 | 461,300.0,599.0,1.0,0.1860457189495035,10.920130959457822,3675.805772643297 275 | 468,130.0,989.0,1.0,0.2150812355014699,178.84004208224428,2338.5265837580446 276 | 471,710.0,639.0,0.0,0.16595262263398558,0.6180376778864869,3780.1597524894864 277 | 472,170.0,19.0,0.0,0.13713166879099542,0.24364574714588946,4305.0064536329955 278 | 473,540.0,259.0,1.0,0.1741949083050154,122.1567147163833,3806.354495148743 279 | 475,140.0,379.0,1.0,0.1637317371308907,19.583450502526688,3823.7476760883414 280 | 482,950.0,969.0,0.0,0.1466221217491986,0.8750043640401449,5229.980508870666 281 | 485,580.0,779.0,0.0,0.16837112495206386,11.17139195135663,3646.918993505723 282 | 486,140.0,309.0,0.0,0.1757182372581543,27.12723669498964,3940.9369627015826 283 | 487,850.0,969.0,0.0,0.13368087673277343,0.03560782153191458,4483.252131324242 284 | 488,0.0,619.0,1.0,0.2124483437882872,228.77209847722239,2399.188146428313 285 | 489,330.0,219.0,1.0,0.22656787823344374,503.01263107220126,3573.0937505610336 286 | 490,60.0,139.0,0.0,0.16544311965976463,1.1670926264765187,5414.80677678865 287 | 491,180.0,809.0,1.0,0.18993998998857706,168.90116709415838,4024.1042647454333 288 | 494,600.0,429.0,1.0,0.1852197185011324,0.6525976583615372,3701.336295362353 289 | 495,350.0,469.0,1.0,0.1817987699324333,35.09809706218496,3478.714273898563 290 | 496,10.0,689.0,1.0,0.24269918424508774,839.9759866784046,2369.0257474062228 291 | 498,140.0,929.0,1.0,0.20213907372507442,258.0699283748198,3799.6289418444762 292 | 499,30.0,549.0,1.0,0.2219289977951488,1009.1830382012388,3828.3824555804576 293 | 502,30.0,829.0,1.0,0.2449943604286718,15.280933517419568,3577.696860347017 294 | 503,870.0,489.0,0.0,0.1345055530139943,0.49608737432301997,5957.162149537999 295 | 504,770.0,869.0,1.0,0.16656381329922815,16.917662887396123,3496.567331665267 296 | 505,300.0,969.0,1.0,0.24134976824604282,10319.904849209726,3064.8726897919364 297 | 506,370.0,989.0,1.0,0.20264199728422855,1082.4536437154065,4156.9946029687235 298 | 508,50.0,909.0,1.0,0.22076146276287478,140.02126625900127,3413.0639443521886 299 | 510,600.0,959.0,0.0,0.1562729408999011,6.708429551252307,4023.1725268116115 300 | 513,730.0,909.0,0.0,0.168907754612046,14.10278303866873,3672.3554146846845 301 | 514,330.0,599.0,1.0,0.18208654322411447,161.9853866308188,3409.532737619732 302 | 515,190.0,889.0,1.0,0.21907179641125518,3462.0149179993623,3666.595641461909 303 | 519,380.0,249.0,1.0,0.23556901634039581,4960.562607120062,4249.812816724323 304 | 520,190.0,169.0,0.0,0.168940754308695,2.7490744423470836,5184.711962549081 305 | 521,60.0,929.0,1.0,0.2162529578234423,400.29848386793276,3959.9349119244853 306 | 522,470.0,49.0,1.0,0.18942269774139936,123.59206018266697,3222.7641672084133 307 | 523,100.0,799.0,1.0,0.22330339629577928,71.81563508456448,3201.7706284384512 308 | 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850,919,1,0.120469812,5.675279199 260 | 750,339,1,0.132198784,16.03965014 261 | 930,129,1,0.130900716,25.12903791 262 | 60,659,1,0.134541805,20.46845993 263 | 330,989,1,0.180306856,207.4328042 264 | 470,9,0,0.085360841,0.955609632 265 | 640,929,1,0.120715672,30.8743097 266 | 130,269,0,0.096372607,1.960928322 267 | 200,79,1,0.106247235,4.012234042 268 | 220,459,0,0.106307037,3.457014931 269 | 470,39,1,0.089110285,1.54579147 270 | 830,49,0,0.09933233,2.009603011 271 | 530,559,1,0.127918956,15.30233146 272 | 430,949,1,0.199272414,485.5900875 273 | 20,849,1,0.089797912,0.946484907 274 | 690,979,1,0.098317337,3.996987189 275 | 820,919,1,0.104364207,2.766127352 276 | 620,779,1,0.092644713,1.607492326 277 | 740,449,1,0.133659685,44.19337366 278 | 730,79,1,0.134690921,15.16083285 279 | 320,89,1,0.138739647,11.80649643 280 | 140,279,0,0.08669662,1.240636699 281 | 300,999,1,0.16067366,78.90169254 282 | 760,809,1,0.114570354,1.858293335 283 | 350,489,1,0.115234123,13.74659017 284 | 550,419,1,0.128798892,16.60890383 285 | 370,849,1,0.215775813,2043.77835 286 | 190,199,1,0.109410721,3.247264617 287 | 190,419,0,0.0995413,1.528003187 288 | 920,379,0,0.094098557,2.514597491 289 | 60,149,0,0.100167231,3.636854308 290 | 390,549,1,0.153334514,165.6993532 291 | -------------------------------------------------------------------------------- /Demos/test: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /Demos/unconv_MV.csv: -------------------------------------------------------------------------------- 1 | WellIndex,Por,LogPerm,AI,Brittle,TOC,VR,Production 2 | 1,15.91,1.67,3.06,14.05,1.36,1.85,177.381958 3 | 2,15.34,1.65,2.60,31.88,1.37,1.79,1479.767778 4 | 3,20.45,2.02,3.13,63.67,1.79,2.53,4421.221583 5 | 4,11.95,1.14,3.90,58.81,0.40,2.03,1488.317629 6 | 5,19.53,1.83,2.57,43.75,1.40,2.11,5261.094919 7 | 6,19.47,2.04,2.73,54.37,1.42,2.12,5497.005506 8 | 7,12.70,1.30,3.70,43.03,0.45,1.95,1784.266285 9 | 8,14.15,1.23,2.53,39.43,0.79,1.54,1943.639213 10 | 9,16.18,1.34,3.45,45.79,0.56,1.95,3176.523611 11 | 10,20.51,2.48,2.78,28.99,1.78,2.24,2522.792318 12 | 11,12.25,1.20,3.64,64.08,0.81,2.44,1215.676438 13 | 12,11.59,1.06,3.33,59.32,0.24,1.91,1364.885428 14 | 13,18.18,2.02,2.85,24.81,1.17,1.84,1100.000817 15 | 14,12.10,1.42,4.10,63.71,0.09,2.12,1166.029442 16 | 15,14.68,1.47,2.21,46.02,1.27,1.67,2717.328863 17 | 16,9.23,0.81,2.85,69.48,0.69,1.87,511.6087695 18 | 17,14.00,1.65,3.83,57.35,1.12,2.32,2249.128389 19 | 18,10.24,0.88,2.96,30.03,0.43,1.48,555.8489343 20 | 19,15.74,1.20,2.78,40.00,1.49,2.25,2630.724009 21 | 20,13.29,1.15,3.04,93.47,0.30,1.94,28.42357329 22 | 21,16.57,1.85,2.52,32.16,1.43,1.78,1822.997389 23 | 22,17.05,1.69,3.64,47.87,1.17,2.34,3907.976463 24 | 23,15.97,1.37,2.88,69.75,0.90,1.81,1350.341147 25 | 24,16.37,1.34,2.67,48.01,1.28,2.16,3545.451691 26 | 25,10.52,1.07,4.31,39.33,0.13,2.18,1092.833803 27 | 26,10.84,0.58,2.64,44.30,0.41,1.41,1386.661653 28 | 27,11.72,1.17,3.87,51.55,0.71,2.39,1750.080154 29 | 28,11.54,1.10,4.47,37.78,0.67,2.51,1213.281884 30 | 29,13.92,1.45,3.54,55.46,0.62,1.89,2252.847709 31 | 30,17.02,1.92,3.08,41.88,1.26,2.06,3426.72069 32 | 31,16.33,1.50,1.85,26.94,1.44,1.18,1072.505415 33 | 32,16.55,1.63,2.99,50.06,0.88,1.68,3597.238553 34 | 33,15.39,1.47,3.27,39.65,0.84,2.01,2365.930235 35 | 34,13.64,1.38,3.01,50.78,0.86,2.12,2350.805045 36 | 35,12.77,1.62,2.77,26.30,1.73,2.01,617.0719968 37 | 36,16.75,1.81,2.99,52.38,0.66,1.77,3613.273523 38 | 37,13.13,0.92,3.76,30.93,0.67,2.18,928.2848776 39 | 38,20.67,1.95,3.16,46.83,2.44,2.82,7141.265029 40 | 39,20.11,1.72,2.83,27.93,1.53,2.10,2062.783229 41 | 40,9.70,1.13,3.32,46.81,0.44,1.98,1261.443836 42 | 41,13.48,1.48,2.90,55.11,0.61,1.82,2135.69704 43 | 42,17.47,1.58,2.84,49.93,2.13,2.30,4482.698752 44 | 43,14.21,1.51,3.74,68.15,0.74,2.34,1195.5227 45 | 44,11.68,0.96,3.87,43.81,0.64,2.09,1584.915142 46 | 45,18.12,1.57,2.92,59.13,1.35,2.24,3841.64321 47 | 46,15.88,1.66,3.41,57.20,0.68,2.06,2862.10162 48 | 47,13.84,1.23,3.07,38.37,1.33,2.22,1829.05814 49 | 48,15.10,1.46,3.32,84.17,0.97,2.22,203.1434107 50 | 49,13.97,1.06,3.28,52.06,0.95,1.97,2435.143521 51 | 50,14.39,1.18,3.04,25.38,1.45,1.99,679.3660304 52 | 51,21.00,1.94,2.32,58.72,1.14,1.84,5870.549942 53 | 52,15.79,1.31,2.18,54.50,0.93,1.41,3064.860477 54 | 53,10.66,1.30,3.68,68.09,1.38,2.52,753.2658793 55 | 54,15.53,1.19,1.92,44.57,1.10,1.48,2915.495228 56 | 55,13.49,1.38,2.56,52.76,1.42,2.01,2355.165207 57 | 56,11.80,1.16,3.43,93.39,0.25,1.90,23.27379484 58 | 57,10.10,0.36,3.60,38.75,0.08,1.89,977.1241751 59 | 58,12.89,1.12,2.96,43.09,0.71,1.90,1862.412859 60 | 59,15.94,1.26,2.65,31.60,1.76,2.02,1602.512677 61 | 60,18.79,1.88,3.35,36.03,1.73,2.24,3394.83831 62 | 61,14.80,1.57,3.93,57.05,0.31,2.32,2396.736054 63 | 62,12.38,0.79,3.96,78.95,0.19,2.27,271.5543005 64 | 63,10.27,0.79,3.33,49.05,0.73,2.25,1414.64051 65 | 64,14.22,0.99,2.66,29.89,1.16,2.02,1024.964113 66 | 65,14.76,1.09,3.07,48.28,0.34,1.81,2620.978391 67 | 66,12.77,0.98,3.75,55.11,0.41,2.36,1876.074031 68 | 67,12.94,1.32,3.94,57.12,0.39,2.21,1830.195003 69 | 68,17.72,1.66,1.39,36.25,2.15,1.93,3022.514331 70 | 69,13.66,0.64,3.20,61.53,0.60,2.12,1672.257011 71 | 70,12.87,0.89,2.72,52.21,0.64,1.81,2024.243018 72 | 71,14.60,1.28,3.29,55.24,0.80,2.24,2516.231896 73 | 72,15.64,1.26,3.25,51.26,0.98,2.30,3135.019039 74 | 73,14.92,1.83,2.80,49.06,1.00,1.78,2887.052155 75 | 74,16.39,1.25,2.59,54.21,1.75,2.30,3555.742737 76 | 75,14.09,1.15,2.95,45.10,0.93,1.91,2373.247992 77 | 76,13.60,1.34,2.72,65.56,0.80,1.84,1337.161679 78 | 77,13.41,1.68,3.25,61.06,0.49,1.77,1692.362778 79 | 78,17.18,1.36,2.95,60.23,1.89,2.46,3303.177594 80 | 79,13.49,0.85,2.57,38.37,1.24,2.06,1711.01725 81 | 80,18.49,1.68,2.93,30.18,1.13,2.07,1973.661172 82 | 81,13.46,1.17,2.92,56.97,0.89,1.97,2045.667047 83 | 82,20.52,1.64,2.36,30.58,2.14,2.31,2932.566097 84 | 83,15.96,1.64,3.24,58.07,1.22,2.22,2922.134713 85 | 84,16.69,1.46,3.09,64.31,1.20,2.17,2339.460352 86 | 85,20.25,2.47,2.51,34.93,1.04,1.67,3760.126283 87 | 86,18.80,2.31,2.57,51.96,1.63,2.09,5293.169249 88 | 87,20.23,1.68,2.17,60.08,1.81,2.16,5164.078629 89 | 88,16.80,1.49,2.94,33.29,1.38,2.15,2030.685607 90 | 89,16.59,1.54,2.56,33.49,1.18,1.84,1977.577029 91 | 90,16.34,1.55,3.10,49.21,1.01,1.95,3510.127171 92 | 91,17.41,1.28,2.90,20.37,1.43,2.12,562.7536605 93 | 92,17.04,1.76,3.04,51.72,0.79,2.08,3820.902194 94 | 93,14.17,1.62,2.33,76.95,0.94,2.00,489.2412341 95 | 94,10.88,0.98,3.40,67.99,0.60,2.01,735.2219765 96 | 95,13.92,1.10,2.48,32.28,0.80,1.53,1179.765544 97 | 96,13.45,1.35,3.37,77.02,0.46,2.03,418.7773612 98 | 97,18.03,1.97,2.43,59.24,1.65,1.67,3903.963034 99 | 98,16.53,1.46,2.09,56.93,1.12,1.95,3254.612211 100 | 99,12.26,0.67,2.76,69.90,0.37,1.78,739.7280834 101 | 100,12.85,1.11,4.50,69.82,0.20,2.54,811.3686826 102 | 101,18.31,2.10,2.82,40.04,1.72,2.27,3969.947752 103 | 102,16.79,1.92,3.36,59.23,0.93,2.24,3100.979317 104 | 103,9.87,1.17,3.41,75.55,0.38,2.08,296.5137108 105 | 104,12.07,0.65,3.83,50.43,0.24,1.93,1761.793957 106 | 105,13.87,1.53,2.76,59.46,0.30,1.59,1911.348967 107 | 106,18.33,2.19,3.16,42.78,0.86,1.82,4176.786718 108 | 107,13.37,1.07,3.61,39.07,0.96,2.10,1722.206916 109 | 108,13.78,1.33,2.54,43.76,0.43,1.22,2128.845154 110 | 109,14.60,1.35,2.21,72.28,0.96,1.73,873.473856 111 | 110,9.20,0.68,2.91,47.79,0.34,1.55,1165.558805 112 | 111,10.71,0.59,2.86,46.15,0.86,2.02,1464.571466 113 | 112,16.55,1.42,2.62,76.03,1.15,2.00,774.582415 114 | 113,23.85,2.57,1.21,-10.50,2.39,1.34,2.71353485 115 | 114,17.62,1.79,2.74,61.75,1.41,2.14,3188.882991 116 | 115,19.98,2.14,3.09,46.55,1.84,2.37,6215.259287 117 | 116,19.39,1.76,2.73,36.73,1.44,2.10,3770.340881 118 | 117,19.38,1.67,2.18,49.64,1.72,2.00,5726.952322 119 | 118,11.86,0.94,4.13,65.22,0.32,2.28,1021.84392 120 | 119,16.99,1.56,3.06,29.86,0.86,1.61,1510.613559 121 | 120,14.83,1.68,2.78,42.27,0.82,1.80,2447.385065 122 | 121,13.73,1.01,4.37,86.28,0.52,2.69,113.6731695 123 | 122,18.26,1.52,3.21,31.53,1.04,2.15,2124.206372 124 | 123,15.81,1.52,2.47,57.97,1.60,2.17,2937.416162 125 | 124,11.99,1.23,3.86,29.76,0.33,2.01,699.0347214 126 | 125,14.52,1.29,3.39,34.97,1.17,2.03,1623.177748 127 | 126,11.39,1.11,3.39,58.45,0.37,2.01,1389.166744 128 | 127,11.93,1.22,2.70,34.35,0.63,1.44,1031.528536 129 | 128,16.41,1.42,2.75,48.19,1.14,1.80,3541.343025 130 | 129,14.76,1.07,3.38,49.63,0.73,1.89,2710.215938 131 | 130,14.18,1.64,3.79,55.69,0.98,2.44,2399.872701 132 | 131,13.64,1.53,3.40,37.02,0.77,1.74,1598.53106 133 | 132,12.73,1.33,2.36,55.95,1.19,1.74,1947.91304 134 | 133,10.25,1.40,3.59,52.02,0.39,1.83,1390.007239 135 | 134,13.25,1.57,3.46,65.91,0.80,1.98,1249.05983 136 | 135,20.54,2.06,2.80,47.15,1.71,2.18,6704.042101 137 | 136,11.47,1.14,3.35,69.35,0.64,1.97,717.1732553 138 | 137,12.16,0.76,4.22,45.38,1.38,2.82,1849.433674 139 | 138,18.16,2.03,2.74,36.43,1.62,1.95,3166.875607 140 | 139,9.20,0.85,3.65,62.92,-0.25,1.79,775.5167498 141 | 140,8.73,0.61,3.40,46.11,-0.06,1.54,1033.239493 142 | 141,13.50,1.44,3.48,47.55,0.63,1.98,2242.55319 143 | 142,15.70,1.68,2.59,72.90,1.08,1.83,976.1567657 144 | 143,16.00,1.39,2.93,36.56,0.75,1.91,2166.210818 145 | 144,20.18,1.98,2.48,69.95,1.29,2.03,2529.45737 146 | 145,9.24,0.72,2.63,48.40,0.49,1.43,1192.60491 147 | 146,15.02,1.94,3.58,42.68,0.83,2.13,2570.867294 148 | 147,12.58,0.97,3.33,66.00,0.06,1.66,1052.009316 149 | 148,9.81,0.26,3.59,79.18,0.80,2.59,187.5932287 150 | 149,9.97,1.04,3.18,54.66,0.23,1.78,1255.203934 151 | 150,16.35,1.39,3.25,49.33,1.24,2.37,3561.992347 152 | 151,15.70,1.56,2.17,66.75,1.03,1.68,1692.298469 153 | 152,17.06,1.51,2.92,35.49,1.32,2.08,2457.93636 154 | 153,14.20,1.21,3.92,51.71,0.83,2.41,2514.658931 155 | 154,15.87,1.43,2.72,59.24,1.27,2.09,2748.229444 156 | 155,6.48,0.39,3.68,81.87,-0.14,1.87,75.21518841 157 | 156,14.24,1.51,3.47,43.31,0.71,2.21,2299.227895 158 | 157,13.31,1.17,2.53,67.55,0.67,1.59,1089.161058 159 | 158,17.20,1.87,2.75,44.12,1.18,2.00,3749.779943 160 | 159,10.51,1.27,3.48,74.89,0.28,1.92,349.2156477 161 | 160,17.96,1.82,2.40,44.88,1.71,2.15,4417.313562 162 | 161,19.86,1.92,2.14,77.04,0.40,1.25,1057.261254 163 | 162,14.90,0.88,2.59,36.20,1.65,2.14,1901.478612 164 | 163,17.65,2.06,2.63,62.70,1.40,2.02,3060.551966 165 | 164,17.73,1.62,2.54,40.61,1.79,2.09,3711.825183 166 | 165,19.16,1.87,1.76,35.96,1.53,1.51,3514.686822 167 | 166,17.49,1.66,2.78,52.07,1.42,2.15,4235.93405 168 | 167,16.18,1.77,2.65,35.03,1.04,1.61,2075.186478 169 | 168,9.79,0.91,3.24,50.67,0.55,1.92,1309.706537 170 | 169,14.78,1.18,2.37,61.85,1.40,1.94,2077.485573 171 | 170,22.14,2.37,2.21,37.26,1.88,2.16,6047.418084 172 | 171,14.76,1.21,2.35,50.28,1.51,1.92,2877.826882 173 | 172,16.30,1.19,2.12,84.58,1.94,2.55,240.4175328 174 | 173,14.60,1.17,1.87,42.98,1.28,1.51,2469.385807 175 | 174,17.52,1.35,3.28,40.74,1.23,2.29,3453.41305 176 | 175,17.92,1.94,2.81,39.43,1.70,2.08,3627.386253 177 | 176,12.54,1.14,3.93,54.03,0.24,2.16,1841.531373 178 | 177,15.52,1.01,3.71,70.25,0.94,2.46,1199.92321 179 | 178,12.89,1.26,3.21,56.19,0.95,2.11,1942.217302 180 | 179,13.86,1.25,2.16,62.95,1.05,1.92,1670.35701 181 | 180,16.90,1.88,3.19,53.89,1.24,2.23,3776.938 182 | 181,14.18,1.18,3.27,74.31,0.89,2.14,656.7312917 183 | 182,11.62,1.29,3.56,51.21,0.33,1.95,1687.082897 184 | 183,14.27,1.70,2.58,47.10,0.81,1.57,2540.090807 185 | 184,15.67,1.32,3.17,53.23,0.84,1.92,3062.554203 186 | 185,18.36,1.75,2.18,41.26,1.82,1.97,4199.645598 187 | 186,15.63,1.48,3.42,38.13,1.13,2.04,2316.175338 188 | 187,15.47,1.67,2.35,74.76,0.94,1.74,763.5762415 189 | 188,8.80,0.95,3.67,87.54,0.36,2.28,44.86173807 190 | 189,16.35,1.67,3.20,44.50,0.84,2.01,3258.499533 191 | 190,17.40,1.65,1.88,27.97,0.46,0.90,1301.371449 192 | 191,17.19,1.70,2.61,35.62,1.17,1.91,2512.142529 193 | 192,15.94,1.64,2.14,42.74,0.63,1.03,2871.031676 194 | 193,10.04,0.74,3.17,74.96,0.98,2.09,335.5072968 195 | 194,11.78,1.21,3.30,36.60,0.75,2.01,1182.1746 196 | 195,14.57,1.41,3.38,58.86,0.36,1.88,2171.845022 197 | 196,13.53,1.16,2.67,34.50,0.71,1.32,1316.344579 198 | 197,12.22,1.36,3.09,71.08,0.86,2.03,695.3550023 199 | 198,12.86,1.31,3.20,50.36,0.04,1.63,1980.419721 200 | 199,14.69,1.36,2.24,25.28,0.68,1.25,667.1649929 201 | 200,13.79,1.66,3.71,62.70,0.75,2.45,1663.048306 202 | 201,13.71,1.20,2.71,49.11,0.92,1.93,2371.173406 203 | 202,11.61,1.21,3.89,52.33,0.34,2.03,1666.69035 204 | 203,13.44,1.32,2.87,36.37,0.27,1.36,1431.226494 205 | 204,13.43,1.13,3.44,51.75,0.95,2.00,2266.329436 206 | 205,11.38,1.16,2.26,45.25,0.45,1.48,1561.547308 207 | 206,16.65,1.74,2.74,47.34,1.14,1.77,3670.540401 208 | 207,15.82,1.22,1.81,48.74,0.87,1.29,3190.473373 209 | 208,19.08,1.84,2.73,49.56,1.38,2.24,5385.471703 210 | 209,13.37,0.92,2.69,42.26,1.02,1.74,1970.96811 211 | 210,11.88,0.89,3.05,43.18,0.53,1.54,1584.40259 212 | 211,10.29,1.05,3.60,41.11,-0.23,1.60,1114.521963 213 | 212,12.57,1.31,3.64,48.90,0.90,1.99,2014.695492 214 | 213,17.06,1.46,2.69,27.81,2.09,2.23,1363.090297 215 | 214,9.66,0.96,3.49,83.63,0.36,2.09,95.73161459 216 | 215,14.38,1.38,2.95,60.16,1.49,2.28,2159.999174 217 | 216,11.44,1.06,2.84,44.67,1.10,2.06,1623.866681 218 | 217,9.78,0.57,3.72,77.40,0.16,2.31,226.8756334 219 | 218,14.95,1.49,2.59,47.49,1.31,1.94,2899.042852 220 | 219,9.60,0.40,3.33,52.08,0.89,2.10,1274.832382 221 | 220,20.83,2.19,2.57,82.77,1.96,2.43,625.4011115 222 | 221,14.00,1.48,2.59,58.35,0.95,1.67,2134.004514 223 | 222,14.27,1.63,3.11,74.31,0.65,1.98,661.2821043 224 | 223,16.53,1.39,2.52,28.62,1.13,1.60,1276.611559 225 | 224,17.62,1.69,2.19,33.65,1.47,1.79,2377.95034 226 | 225,21.89,1.66,1.86,39.58,1.69,2.03,6385.367076 227 | 226,13.34,0.83,2.56,29.32,1.12,1.76,850.6860597 228 | 227,16.29,1.60,3.20,38.23,0.87,1.86,2520.03697 229 | 228,13.44,1.20,2.98,86.55,0.84,2.32,107.1789675 230 | 229,17.21,1.41,2.05,55.24,1.88,2.15,3965.301822 231 | 230,16.89,1.52,2.61,44.91,1.63,1.96,3746.541679 232 | 231,15.56,1.99,2.78,49.86,1.26,1.89,3241.932141 233 | 232,17.33,1.94,2.58,69.48,1.70,2.10,1807.059354 234 | 233,17.68,2.38,3.71,64.66,1.20,2.56,2706.939706 235 | 234,15.46,1.37,2.91,52.28,1.14,2.13,3077.843796 236 | 235,16.64,1.61,2.97,47.64,1.22,2.07,3686.358119 237 | 236,11.75,1.08,3.48,42.64,0.86,2.26,1573.669557 238 | 237,12.59,1.08,3.36,29.74,0.42,1.68,761.6109414 239 | 238,14.78,1.55,3.89,63.01,0.65,2.51,1862.921224 240 | 239,13.74,1.90,3.42,61.13,0.72,2.10,1807.722558 241 | 240,12.24,1.25,3.44,55.10,0.80,2.31,1801.423645 242 | 241,13.22,1.35,2.28,54.15,1.23,1.88,2187.046818 243 | 242,15.98,1.34,3.35,28.91,1.38,2.31,1233.205123 244 | 243,14.64,1.69,2.99,72.94,0.82,2.10,820.1150495 245 | 244,11.81,0.80,3.09,55.35,0.62,1.91,1642.41151 246 | 245,9.99,0.95,2.98,44.30,0.89,1.80,1284.692443 247 | 246,15.71,1.71,3.01,40.42,0.60,1.64,2540.858746 248 | 247,15.72,1.20,2.51,38.58,1.34,1.97,2421.06191 249 | 248,15.76,0.98,3.32,43.93,0.53,2.19,2830.237615 250 | 249,13.89,1.51,3.07,39.89,0.46,1.74,1884.420119 251 | 250,14.25,1.34,3.15,55.66,1.09,2.23,2421.873468 252 | 251,6.68,0.24,3.93,26.20,0.70,2.14,228.4217017 253 | 252,13.84,1.49,3.08,52.98,1.07,2.12,2417.34814 254 | 253,11.66,1.23,3.16,41.27,0.86,1.84,1484.675726 255 | 254,10.41,0.94,2.74,40.45,0.21,1.28,1135.753353 256 | 255,12.77,0.85,3.64,53.14,0.73,2.24,1983.040131 257 | 256,18.84,2.43,3.28,61.24,1.51,2.37,4000.196995 258 | 257,12.56,1.50,3.67,44.06,0.89,2.11,1871.857486 259 | 258,18.12,1.68,2.92,69.68,1.32,2.19,1919.339826 260 | 259,13.24,1.24,3.09,30.13,1.62,2.10,948.0475721 261 | 260,10.30,0.50,3.78,15.61,0.48,2.10,92.92396953 262 | 261,12.35,0.91,2.80,35.57,0.28,1.69,1151.302877 263 | 262,15.32,1.30,2.14,41.65,1.06,1.42,2581.338011 264 | 263,18.59,1.98,1.91,56.49,0.92,1.57,4428.59736 265 | 264,16.02,1.18,2.41,46.45,0.98,1.75,3220.398936 266 | 265,21.74,1.89,2.71,52.49,2.71,2.84,8554.267033 267 | 266,14.73,1.37,3.32,39.74,0.64,1.89,2128.352601 268 | 267,17.24,1.89,1.94,60.78,0.52,1.18,2990.910033 269 | 268,11.41,0.77,3.68,46.48,1.12,2.17,1665.094059 270 | 269,16.25,1.49,2.84,35.52,0.96,1.76,2137.623337 271 | 270,11.47,1.23,3.74,67.19,1.04,2.30,885.3588434 272 | 271,12.68,1.02,3.52,37.33,0.64,2.03,1386.08845 273 | 272,15.07,0.99,3.27,47.99,1.15,2.47,2886.853973 274 | 273,15.22,1.40,3.24,55.21,0.96,1.94,2794.562575 275 | 274,10.92,1.05,3.48,59.51,0.52,1.84,1254.610117 276 | 275,17.49,1.20,2.20,22.34,1.06,1.37,717.0724475 277 | 276,9.93,0.88,3.39,45.77,0.00,1.87,1232.207107 278 | 277,12.53,1.30,2.78,55.54,1.08,2.26,1896.812571 279 | 278,5.40,0.64,4.45,72.01,-0.26,2.08,216.6025466 280 | 279,17.27,1.50,2.59,46.97,1.51,2.12,4069.598107 281 | 280,21.57,2.52,3.21,30.83,1.40,2.08,3389.884727 282 | 281,10.63,1.46,3.14,20.64,-0.09,1.28,200.0112283 283 | 282,14.90,0.75,2.26,37.08,1.07,1.65,1917.240836 284 | 283,12.14,1.13,4.70,62.07,0.68,2.66,1334.19131 285 | 284,15.66,1.68,2.22,53.52,0.77,1.59,3060.43377 286 | 285,14.20,1.58,3.16,68.35,0.47,1.94,1155.445208 287 | 286,15.43,1.50,2.08,54.60,0.95,1.34,2922.31426 288 | 287,10.30,1.16,4.09,64.46,-0.13,1.95,838.5846772 289 | 288,9.74,1.00,4.09,71.35,-0.21,2.01,435.6692543 290 | 289,19.22,1.48,2.72,51.81,1.68,2.20,5514.4537 291 | 290,17.22,1.98,1.61,69.30,1.54,1.42,1790.510739 292 | 291,11.35,1.33,3.13,49.24,0.44,1.88,1641.150852 293 | 292,15.46,1.73,3.14,57.40,0.81,2.04,2708.867883 294 | 293,14.21,1.54,2.64,68.61,1.08,1.90,1180.067784 295 | 294,17.78,1.53,2.48,43.15,2.32,2.39,4255.810191 296 | 295,11.55,1.33,3.26,53.70,1.03,2.39,1710.903836 297 | 296,17.27,1.92,3.05,41.00,1.26,2.15,3435.245984 298 | 297,11.31,0.58,3.75,42.39,1.03,2.43,1462.620038 299 | 298,16.36,1.68,3.47,36.42,1.33,2.63,2376.807968 300 | 299,18.51,1.65,2.06,52.81,1.48,1.64,4877.945092 301 | 300,12.91,1.21,2.75,66.05,1.29,2.01,1208.416645 302 | 301,17.29,1.96,2.85,45.41,1.39,1.96,3988.667404 303 | 302,15.88,1.35,2.87,64.63,1.47,2.31,2075.829714 304 | 303,16.57,1.77,3.08,36.59,1.53,2.31,2516.667008 305 | 304,14.08,1.24,3.44,49.67,0.40,1.60,2414.365099 306 | 305,16.25,1.77,3.73,56.55,0.94,2.23,3150.207691 307 | 306,14.50,1.25,2.74,47.95,0.94,1.67,2643.836476 308 | 307,11.58,0.99,3.74,77.44,0.89,2.60,310.6441531 309 | 308,16.15,1.15,2.51,65.51,1.26,2.17,1986.970082 310 | 309,17.12,1.70,2.55,49.69,1.67,2.12,4138.096324 311 | 310,18.95,1.64,1.74,49.67,1.75,1.68,5395.870335 312 | 311,15.51,1.09,3.11,42.08,0.91,2.00,2651.050874 313 | 312,18.70,2.48,2.31,71.17,1.70,2.38,1907.525216 314 | 313,18.00,0.96,3.33,23.60,1.64,2.58,931.6569751 315 | 314,13.50,1.00,3.64,37.02,1.02,2.18,1571.388395 316 | 315,17.84,1.77,2.69,57.20,1.48,2.07,4025.243033 317 | 316,14.50,1.52,2.48,62.60,0.67,1.49,1833.785421 318 | 317,11.79,1.28,3.33,52.69,0.20,1.58,1692.087487 319 | 318,14.24,1.48,3.45,28.59,0.86,1.93,902.2542202 320 | 319,14.11,1.55,3.57,62.81,0.62,1.85,1707.514494 321 | 320,13.89,1.16,2.32,46.07,0.91,1.56,2347.515303 322 | 321,14.41,1.27,2.79,34.10,1.58,1.94,1545.288125 323 | 322,16.05,2.17,3.17,24.66,0.29,1.56,751.8381761 324 | 323,11.83,0.87,3.01,62.72,0.65,1.93,1219.730158 325 | 324,11.59,0.97,3.39,26.32,0.95,2.19,484.8913752 326 | 325,15.45,2.05,3.54,67.43,0.86,2.25,1551.234102 327 | 326,10.78,1.42,4.09,72.67,0.25,2.09,463.4529962 328 | 327,11.90,1.14,2.95,51.46,1.14,2.00,1851.625496 329 | 328,12.83,0.78,3.60,67.51,1.24,2.59,1049.501723 330 | 329,16.87,1.49,2.62,52.99,1.04,1.89,3714.094273 331 | 330,16.49,1.47,2.39,53.66,1.80,2.16,3677.500662 332 | 331,17.40,2.08,2.69,42.81,1.38,2.32,3791.765964 333 | 332,11.36,1.15,3.89,57.70,0.06,1.95,1393.560622 334 | 333,18.57,1.76,3.10,55.76,0.91,2.06,4476.516378 335 | 334,15.11,1.28,3.40,44.40,0.56,2.06,2637.446124 336 | 335,10.33,0.89,4.15,58.37,0.12,1.87,1169.387201 337 | 336,15.58,1.31,3.07,43.25,1.06,2.03,2831.764298 338 | 337,14.86,1.41,2.54,56.44,1.35,1.95,2640.726139 339 | 338,15.93,1.20,2.03,53.25,1.69,1.91,3366.79641 340 | 339,13.86,0.91,3.14,69.91,1.20,2.48,991.4108157 341 | 340,21.01,2.12,3.05,13.10,1.94,2.08,331.1917235 342 | 341,15.56,1.17,2.58,43.94,1.36,2.13,2931.622468 343 | 342,16.60,1.10,3.07,30.53,1.82,2.48,1602.810318 344 | 343,14.46,1.71,2.82,53.33,0.98,2.02,2626.880655 345 | 344,15.90,1.36,2.99,24.26,0.48,1.64,695.2904395 346 | 345,11.78,1.10,4.63,65.95,0.57,2.69,981.2025504 347 | 346,21.24,1.79,1.69,36.05,1.86,1.83,4852.336353 348 | 347,15.35,1.01,2.14,71.78,1.53,2.15,1055.789933 349 | 348,13.10,1.23,3.35,45.16,0.39,1.81,1989.676816 350 | 349,18.71,2.16,2.72,42.30,1.50,2.14,4541.778397 351 | 350,9.70,0.76,2.92,49.44,0.45,1.73,1277.574598 352 | 351,8.68,0.81,3.28,55.40,0.00,1.58,1002.715061 353 | 352,13.54,0.74,3.20,51.43,0.63,1.96,2232.638859 354 | 353,17.40,1.46,2.58,51.60,1.51,2.25,4200.647903 355 | 354,12.85,1.14,3.12,57.06,1.29,2.18,1920.147295 356 | 355,17.16,1.45,2.30,49.83,1.31,1.92,4025.599043 357 | 356,11.63,1.01,3.14,49.04,0.64,2.10,1717.698564 358 | 357,12.31,1.08,3.05,35.00,0.82,1.89,1150.935217 359 | 358,14.98,1.32,3.41,40.79,0.87,2.14,2347.126512 360 | 359,15.99,1.03,3.72,50.02,1.10,2.46,3314.886306 361 | 360,18.07,2.06,3.19,56.56,1.22,2.29,4202.396801 362 | 361,11.51,1.33,3.74,62.76,0.14,2.02,1135.712826 363 | 362,15.14,1.13,3.20,47.41,0.91,2.12,2863.759723 364 | 363,14.89,1.38,2.93,38.66,1.59,2.11,2209.578311 365 | 364,15.05,1.33,2.33,49.80,0.53,1.37,2807.468756 366 | 365,18.52,1.56,2.37,32.46,1.85,1.94,2522.042149 367 | 366,15.82,1.52,1.96,55.30,1.14,1.74,3086.993618 368 | 367,16.70,1.53,2.99,36.69,1.75,2.41,2600.797833 369 | 368,14.90,1.55,2.86,70.09,1.22,1.97,1154.550316 370 | 369,13.55,1.08,2.84,63.98,0.26,1.67,1412.738363 371 | 370,9.70,0.32,3.33,20.79,0.90,1.96,185.5056428 372 | 371,12.64,1.15,3.42,17.37,1.06,2.02,180.3642312 373 | 372,19.32,2.26,1.75,32.14,2.25,1.82,2892.803365 374 | 373,12.62,1.26,3.44,69.53,1.11,2.42,863.8668593 375 | 374,17.51,1.69,2.19,65.64,1.75,2.15,2515.090119 376 | 375,11.66,1.13,3.38,35.07,0.44,1.82,1026.954753 377 | 376,16.11,1.22,3.18,38.25,1.44,2.26,2532.570553 378 | 377,20.06,1.94,3.44,48.17,1.20,2.50,6086.016575 379 | 378,16.53,1.45,2.57,51.47,0.96,1.89,3570.013009 380 | 379,13.36,0.83,2.28,41.64,0.61,1.39,1864.614968 381 | 380,15.13,1.16,3.52,33.62,1.00,2.17,1581.662627 382 | 381,17.78,1.77,2.02,40.36,2.08,1.71,3794.042248 383 | 382,20.73,1.96,3.04,71.68,1.15,2.18,2297.209744 384 | 383,18.93,1.88,3.01,37.64,1.32,2.00,3702.403565 385 | 384,13.45,1.31,1.74,79.53,1.22,1.82,319.3486444 386 | 385,15.98,2.05,3.70,47.41,0.63,2.02,3246.648912 387 | 386,19.84,2.03,3.38,30.67,1.49,2.29,2587.554653 388 | 387,14.61,1.20,2.77,34.97,0.62,1.37,1579.321127 389 | 388,18.61,1.79,2.02,55.20,1.75,1.96,4853.699105 390 | 389,13.66,1.15,3.18,47.23,0.66,1.70,2271.081018 391 | 390,12.94,1.35,3.06,56.18,0.80,1.92,1940.197811 392 | 391,15.43,2.03,3.18,59.20,0.52,1.72,2489.530092 393 | 392,14.73,1.18,3.13,38.56,1.44,2.13,2113.557542 394 | 393,19.35,1.62,2.11,18.59,1.88,1.74,604.5408267 395 | 394,18.04,1.99,2.65,36.92,1.80,2.43,3244.821811 396 | 395,16.11,1.44,2.20,42.23,0.72,1.31,2895.323929 397 | 396,10.92,1.43,3.39,74.40,0.50,1.81,399.9687918 398 | 397,18.32,1.85,2.60,17.80,1.63,1.84,460.0337542 399 | 398,18.25,1.62,3.02,23.09,1.39,2.02,908.0323404 400 | 399,14.00,1.69,3.64,60.33,0.92,2.48,1967.566757 401 | 400,16.54,1.56,3.73,57.99,1.21,2.55,3171.430189 402 | 401,16.97,1.43,2.44,53.38,1.39,2.17,3839.251307 403 | 402,15.54,1.76,2.27,51.90,1.47,1.92,3233.854847 404 | 403,15.72,1.24,3.13,56.95,0.93,2.25,2841.218122 405 | 404,12.04,0.87,3.05,63.83,0.81,2.00,1187.663511 406 | 405,12.49,0.98,3.30,42.89,0.56,1.78,1721.07242 407 | 406,12.03,0.82,2.96,75.84,1.04,2.31,405.2857224 408 | 407,18.05,1.94,2.57,53.36,1.17,2.04,4475.020243 409 | 408,13.57,1.08,3.31,58.10,0.29,1.79,1907.811551 410 | 409,20.78,2.31,2.52,52.74,1.05,1.98,6679.678087 411 | 410,15.49,1.66,3.09,47.30,0.63,1.87,2987.360229 412 | 411,15.58,1.61,3.11,69.18,0.96,2.15,1357.955626 413 | 412,8.77,0.87,2.92,53.78,0.09,1.55,1059.175133 414 | 413,12.13,1.01,3.27,63.22,0.20,1.93,1199.797639 415 | 414,14.40,1.68,2.99,33.64,0.82,1.82,1431.744472 416 | 415,13.03,1.09,2.15,76.97,0.56,1.63,397.3768297 417 | 416,20.51,2.44,2.40,51.68,1.01,1.58,6506.601998 418 | 417,17.01,1.25,3.59,31.26,1.05,2.08,1724.181056 419 | 418,15.43,1.23,1.80,30.23,1.87,1.94,1332.426639 420 | 419,16.85,1.20,2.73,40.08,1.41,2.02,3076.942099 421 | 420,16.98,1.21,2.56,39.26,1.47,1.97,3026.137273 422 | 421,13.46,1.69,2.84,47.74,0.66,1.67,2254.69144 423 | 422,13.72,1.10,3.19,41.60,0.40,1.60,1945.517294 424 | 423,13.46,1.33,3.51,34.31,0.80,1.81,1298.713721 425 | 424,16.40,1.39,2.52,61.87,1.32,1.82,2616.210571 426 | 425,17.96,1.56,3.17,58.01,1.51,2.55,3966.636065 427 | 426,16.51,1.31,2.61,30.50,1.27,1.82,1528.360445 428 | 427,7.45,0.18,2.52,49.15,0.80,1.85,933.4669777 429 | 428,13.36,1.27,3.13,26.97,0.77,1.75,666.0859272 430 | 429,14.16,1.50,2.86,35.57,0.73,1.73,1565.035799 431 | 430,14.18,1.42,3.49,49.23,0.69,2.06,2510.49685 432 | 431,17.96,1.66,2.71,56.94,1.52,2.35,4126.923581 433 | 432,11.54,0.58,4.35,70.31,0.07,2.49,627.8431141 434 | 433,15.41,1.64,3.33,78.08,0.96,2.51,506.6965083 435 | 434,17.13,1.79,3.04,26.11,0.90,1.73,1067.477332 436 | 435,19.18,1.69,3.47,33.43,0.98,2.04,2824.576169 437 | 436,15.19,1.16,3.22,54.43,0.41,1.75,2704.065349 438 | 437,9.97,0.92,3.05,50.79,0.06,1.44,1296.277576 439 | 438,17.20,1.47,3.21,-1.50,1.93,2.21,9.854246707 440 | 439,14.71,1.31,2.23,53.86,1.76,2.18,2819.957257 441 | 440,13.80,1.10,3.70,47.23,0.47,1.95,2281.608168 442 | 441,13.67,1.30,3.09,80.77,1.19,2.20,277.31906 443 | 442,12.52,0.92,3.94,54.23,0.48,2.31,1848.658832 444 | 443,17.39,1.28,2.07,56.25,1.69,1.93,3891.443389 445 | 444,17.91,1.73,1.73,60.67,1.85,2.17,3618.604843 446 | 445,12.07,0.58,3.25,29.95,1.12,1.95,747.3455333 447 | 446,14.54,1.48,3.56,37.59,0.61,1.89,1855.574687 448 | 447,11.47,1.18,2.50,62.05,0.90,1.71,1235.473469 449 | 448,16.42,1.51,2.33,45.27,1.37,1.71,3463.458998 450 | 449,14.63,1.14,3.75,52.11,1.01,2.47,2694.78052 451 | 450,17.24,1.85,2.47,45.24,0.86,1.45,3789.443633 452 | 451,17.65,1.78,3.80,53.36,0.80,2.39,4095.363707 453 | 452,18.35,1.84,3.27,44.77,1.29,2.46,4528.883757 454 | 453,11.43,0.96,2.80,47.43,0.22,1.43,1596.210651 455 | 454,7.81,0.83,3.83,71.55,0.07,2.26,329.3373766 456 | 455,9.97,1.09,3.71,53.32,0.71,2.12,1332.917918 457 | 456,13.23,0.89,2.89,81.81,0.71,1.85,214.2968986 458 | 457,16.80,1.22,2.51,52.01,1.04,1.98,3692.108968 459 | 458,15.55,1.62,3.26,52.56,1.86,2.62,3291.478442 460 | 459,16.56,1.64,3.67,22.73,1.04,1.91,666.4281587 461 | 460,16.02,1.36,2.44,42.28,1.08,1.75,2930.268924 462 | 461,17.16,1.58,3.13,71.88,1.56,2.67,1379.264129 463 | 462,10.69,1.20,3.21,42.76,0.32,1.72,1311.675303 464 | 463,14.60,1.31,3.16,33.77,0.72,2.00,1460.053613 465 | 464,17.78,1.90,2.75,37.07,1.38,2.00,3056.975275 466 | 465,16.42,1.97,3.21,40.28,1.09,2.16,2915.120768 467 | 466,16.50,1.90,2.91,49.27,0.59,1.61,3519.609291 468 | 467,18.69,1.80,2.85,32.73,1.77,2.04,2646.535073 469 | 468,16.77,1.25,3.20,53.30,1.08,2.27,3632.530542 470 | 469,13.47,1.18,2.99,84.73,1.19,2.17,148.5223414 471 | 470,15.79,1.69,3.02,41.52,1.01,2.09,2769.151676 472 | 471,14.16,1.67,3.41,55.03,0.61,2.13,2369.538579 473 | 472,11.32,0.84,2.67,52.78,1.18,1.92,1671.342328 474 | 473,21.91,2.58,2.76,51.16,0.82,2.03,7887.843585 475 | 474,17.53,1.60,2.38,68.05,1.21,2.12,2009.943412 476 | 475,19.93,1.65,3.31,29.77,1.40,2.54,2377.710696 477 | 476,11.51,0.74,2.56,66.73,0.95,1.87,905.2237762 478 | 477,17.09,1.81,2.30,23.67,0.84,1.27,798.2021671 479 | 478,17.17,1.46,2.18,18.67,1.48,1.92,432.7746903 480 | 479,15.45,1.66,3.40,63.84,1.34,2.42,2052.027604 481 | 480,15.57,1.70,2.70,40.50,1.16,1.84,2599.553932 482 | 481,17.08,1.42,2.51,43.09,1.67,2.26,3661.146072 483 | 482,19.04,1.93,2.72,36.45,1.45,2.24,3542.725675 484 | 483,9.54,0.90,3.25,58.89,0.80,1.96,1074.157708 485 | 484,15.43,1.71,3.16,37.46,1.19,2.17,2192.585452 486 | 485,12.20,1.38,3.23,40.15,0.13,1.47,1456.153249 487 | 486,19.22,2.28,2.35,59.32,2.21,2.44,4841.552519 488 | 487,16.52,1.45,2.61,87.60,0.90,2.10,141.0821216 489 | 488,14.36,1.66,3.60,40.41,0.50,1.94,2077.182165 490 | 489,14.15,1.59,3.40,27.24,0.61,1.80,765.8549669 491 | 490,19.49,1.76,2.98,45.40,0.99,1.87,5274.464144 492 | 491,18.37,1.61,2.25,34.78,1.34,1.83,2835.461394 493 | 492,9.57,1.02,3.44,59.36,0.53,2.14,1041.339381 494 | 493,15.72,1.87,3.00,17.33,1.06,1.82,283.9539159 495 | 494,13.00,1.42,3.03,64.91,0.62,2.01,1271.336313 496 | 495,17.75,1.74,2.35,65.85,1.26,1.86,2479.831068 497 | 496,14.39,1.15,3.20,26.95,1.35,2.21,800.3606115 498 | 497,21.15,1.82,2.27,34.28,1.80,2.13,4236.373112 499 | 498,14.44,1.39,3.25,36.68,0.92,1.89,1767.765012 500 | 499,16.50,1.71,3.12,44.53,0.92,2.02,3353.632483 501 | 500,18.62,1.69,3.30,48.44,1.44,2.38,5008.841347 502 | 501,12.91,0.86,2.84,52.21,0.95,2.00,2079.698881 503 | 502,12.15,1.27,3.40,63.72,0.90,2.09,1236.646904 504 | 503,13.25,1.32,2.84,58.49,0.61,1.89,1851.618362 505 | 504,11.37,1.01,3.74,42.46,0.74,2.05,1467.172126 506 | 505,15.39,1.15,2.87,46.99,1.51,2.28,3080.665139 507 | 506,18.16,2.17,2.83,89.85,2.01,2.70,132.1736257 508 | 507,17.60,1.71,3.08,35.66,1.80,2.38,2794.926492 509 | 508,21.77,2.19,2.40,41.63,2.00,2.37,7112.902837 510 | 509,13.87,0.91,3.25,42.45,1.30,2.42,2175.143279 511 | 510,18.76,2.26,2.93,49.99,1.27,2.33,5162.742563 512 | 511,18.02,1.39,1.76,43.80,1.23,1.44,4141.686565 513 | 512,18.18,1.86,1.59,33.90,1.63,1.27,2666.798904 514 | 513,10.25,0.89,4.20,88.16,0.73,2.90,50.79013757 515 | 514,19.12,2.03,0.96,58.54,1.58,1.75,4675.107684 516 | 515,11.03,1.00,4.27,59.30,0.10,1.94,1246.518313 517 | 516,18.83,1.64,2.34,42.84,2.12,2.07,4845.699884 518 | 517,15.07,1.81,3.51,60.86,1.04,2.21,2260.664841 519 | 518,14.61,1.19,2.92,55.23,1.05,2.05,2561.510566 520 | 519,21.99,2.10,1.87,46.89,2.23,2.15,8549.25572 521 | 520,16.72,1.14,2.05,40.65,1.39,1.66,3085.916928 522 | 521,17.48,1.64,2.49,55.58,1.29,1.80,3941.711898 523 | 522,14.24,1.06,3.50,45.14,1.03,2.31,2436.755862 524 | 523,10.62,0.90,4.03,41.25,-0.13,1.87,1180.994604 525 | 524,16.00,1.44,3.14,54.15,0.62,1.90,3123.652135 526 | 525,13.00,1.06,3.33,67.52,0.84,2.18,1054.174367 527 | 526,19.18,1.75,2.44,55.40,1.22,2.07,5037.136541 528 | 527,12.82,0.94,3.57,64.33,1.34,2.68,1337.448657 529 | 528,17.39,1.84,3.07,51.15,1.04,1.87,4112.405619 530 | 529,15.73,1.49,3.28,46.89,0.92,2.03,3128.180606 531 | 530,16.95,1.90,2.52,17.40,1.23,1.58,346.6257813 532 | 531,18.30,1.59,2.20,43.96,1.37,1.75,4395.55534 533 | 532,12.94,0.91,2.21,19.34,1.35,1.47,253.7420032 534 | 533,16.72,1.57,3.07,38.34,1.44,2.19,2806.819355 535 | 534,17.96,1.78,3.53,67.18,0.85,2.27,2246.487315 536 | 535,14.03,1.44,3.47,45.51,0.46,1.99,2314.039136 537 | 536,15.05,1.22,2.06,46.99,1.15,1.45,2865.870114 538 | 537,11.39,1.06,2.56,36.09,0.95,1.74,1092.875286 539 | 538,13.30,1.50,3.79,64.39,1.26,2.79,1442.756493 540 | 539,18.81,1.99,3.48,38.79,1.67,2.30,3988.848523 541 | 540,12.59,0.57,3.22,66.84,0.90,2.08,1037.964085 542 | 541,9.78,0.84,3.52,51.95,1.01,2.34,1338.347252 543 | 542,14.82,1.69,3.11,43.10,1.13,2.09,2570.155907 544 | 543,15.60,1.36,1.87,45.59,1.81,1.85,3184.349011 545 | 544,16.50,2.16,3.33,43.94,0.90,2.01,3339.484831 546 | 545,14.73,1.15,3.62,61.13,1.30,2.52,2125.700732 547 | 546,15.75,1.33,3.25,66.65,1.60,2.59,1778.995715 548 | 547,16.89,1.74,2.46,55.46,1.52,1.96,3705.305968 549 | 548,13.87,1.39,3.43,47.39,1.37,2.40,2482.941131 550 | 549,15.22,1.54,3.58,45.55,1.45,2.56,2951.963887 551 | 550,18.56,1.75,2.72,57.59,1.54,2.14,4419.337027 552 | 551,16.60,1.40,2.09,22.24,1.05,1.27,625.8124584 553 | 552,18.56,1.88,3.06,21.90,1.32,2.12,819.5028793 554 | 553,13.93,1.02,2.92,45.72,0.64,1.78,2290.649233 555 | 554,12.20,1.27,3.72,29.12,0.77,1.98,700.0350386 556 | 555,8.23,0.46,3.38,72.33,0.23,2.00,323.6336509 557 | 556,17.83,1.77,2.55,41.57,0.92,1.58,3698.848265 558 | 557,17.42,1.88,2.15,45.70,0.69,1.33,3876.36811 559 | 558,17.97,1.61,2.31,45.26,1.73,1.91,4447.098564 560 | 559,16.35,1.59,2.90,45.79,1.86,2.13,3597.157043 561 | 560,16.03,1.65,2.57,45.43,0.94,1.61,3203.44198 562 | 561,18.41,1.64,3.00,69.27,0.61,2.08,1968.485996 563 | 562,14.60,1.58,2.07,47.50,0.92,1.38,2688.855093 564 | 563,20.86,1.94,2.70,50.54,1.98,2.35,7261.891374 565 | 564,18.56,1.45,2.63,56.40,1.71,2.32,4611.965461 566 | 565,11.49,0.86,3.17,68.32,0.39,1.96,766.1385455 567 | 566,14.46,1.69,3.72,54.51,1.09,2.38,2590.205569 568 | 567,18.36,2.02,2.44,83.69,0.84,1.98,351.0545567 569 | 568,13.73,1.68,3.24,42.16,1.15,2.11,2133.386277 570 | 569,14.42,1.13,2.61,72.39,1.04,2.02,840.7470461 571 | 570,13.51,0.77,2.79,82.46,1.04,2.31,206.6912072 572 | 571,18.07,1.77,2.27,58.85,1.56,2.04,3938.857172 573 | 572,14.29,1.45,3.00,62.35,0.78,1.87,1815.136335 574 | 573,10.84,1.24,3.67,45.37,0.17,1.97,1425.068417 575 | 574,13.37,1.01,3.19,58.63,0.47,1.78,1837.580744 576 | 575,13.29,1.26,2.36,70.88,1.13,1.87,838.8995631 577 | 576,12.90,1.42,2.52,56.38,0.59,1.60,1895.081285 578 | 577,15.02,1.85,3.30,43.92,1.05,1.86,2705.300514 579 | 578,14.99,1.36,2.03,67.80,1.92,2.14,1491.311387 580 | 579,14.06,1.13,1.97,61.96,1.87,1.97,1921.534509 581 | 580,9.90,0.99,3.19,61.65,0.68,1.80,988.1928083 582 | 581,11.29,1.22,3.49,41.69,0.56,1.84,1399.297759 583 | 582,16.25,1.97,2.89,39.06,1.15,1.94,2699.809785 584 | 583,18.56,1.81,1.88,44.93,1.21,1.61,4654.684703 585 | 584,15.63,1.31,3.09,56.59,0.98,2.17,2849.575547 586 | 585,12.97,1.23,3.28,54.14,0.74,2.05,2031.157399 587 | 586,16.21,1.43,1.90,39.67,0.99,1.30,2691.559109 588 | 587,10.26,0.78,3.53,57.02,0.27,1.88,1222.748909 589 | 588,14.28,1.59,2.58,47.86,1.31,1.91,2650.106862 590 | 589,10.97,0.97,3.55,43.24,0.63,1.85,1407.871685 591 | 590,12.59,1.21,2.62,46.11,0.67,1.59,1920.144325 592 | 591,10.48,0.75,3.22,72.90,0.33,2.10,427.7566142 593 | 592,9.57,1.32,3.34,89.45,-0.10,1.59,34.98786927 594 | 593,12.07,1.22,3.22,55.39,0.36,1.50,1690.176866 595 | 594,17.54,1.67,3.61,44.34,0.94,2.23,3871.397747 596 | 595,17.30,1.53,2.69,38.81,1.36,1.85,3105.082226 597 | 596,14.20,1.08,3.36,44.54,0.90,1.76,2368.956573 598 | 597,11.00,1.20,2.87,39.57,0.54,1.50,1223.284449 599 | 598,14.35,0.87,2.51,47.26,0.71,1.64,2496.394226 600 | 599,17.47,1.60,1.99,57.75,1.12,1.74,3634.902281 601 | 600,16.48,1.84,2.47,56.75,1.12,1.85,3287.275741 602 | 601,16.10,1.10,2.39,22.59,0.69,1.40,588.1879327 603 | 602,17.60,1.81,1.72,28.58,1.31,1.40,1519.871829 604 | 603,15.68,1.71,2.86,35.98,1.09,1.79,2063.446847 605 | 604,16.84,1.63,2.85,46.10,1.12,1.83,3682.683156 606 | 605,17.78,1.46,2.87,57.39,1.45,2.17,3923.901275 607 | 606,14.06,1.23,3.18,45.74,0.94,2.02,2401.595187 608 | 607,12.26,1.45,2.48,39.67,0.98,1.60,1531.698769 609 | 608,16.57,1.12,3.20,33.51,1.21,1.81,1955.302845 610 | 609,12.16,1.02,3.77,66.90,0.27,1.92,941.7766621 611 | 610,10.88,1.07,3.93,41.07,0.07,1.86,1238.479252 612 | 611,20.30,2.09,3.27,55.69,1.34,2.38,5976.74861 613 | 612,15.50,1.44,2.61,47.46,1.30,2.07,3124.19827 614 | 613,11.38,1.49,4.13,80.25,0.40,2.24,204.4360296 615 | 614,16.89,1.74,2.63,56.17,2.07,2.55,3781.929486 616 | 615,17.62,1.40,3.06,32.59,1.38,1.98,2158.684907 617 | 616,17.83,1.39,3.01,55.10,1.15,2.13,4123.613626 618 | 617,17.66,1.85,2.46,59.14,0.98,1.84,3529.91632 619 | 618,21.09,2.54,2.22,26.51,1.53,1.52,2095.303996 620 | 619,18.94,1.74,3.30,55.69,1.49,2.57,4926.049233 621 | 620,21.28,2.54,2.32,52.59,1.85,2.14,7658.969424 622 | 621,17.14,1.41,2.90,71.60,0.91,2.16,1342.59323 623 | 622,13.35,1.16,2.94,72.10,0.93,2.39,738.8770402 624 | 623,19.32,1.84,2.55,56.11,1.38,2.01,5115.691999 625 | 624,10.04,1.13,2.70,39.60,0.76,1.60,1083.272676 626 | 625,15.47,1.65,3.22,47.90,1.04,2.13,3089.846341 627 | 626,13.10,1.05,3.82,58.09,0.99,2.59,1875.160441 628 | 627,20.51,2.02,2.96,46.94,0.99,1.88,6319.437653 629 | 628,16.05,1.53,4.16,45.34,0.69,2.42,3137.098361 630 | 629,17.06,1.63,2.50,52.98,1.34,2.00,3918.258317 631 | 630,14.00,1.70,2.54,71.48,1.00,1.98,879.1455867 632 | 631,14.78,1.42,2.75,28.33,1.22,1.80,972.9470623 633 | 632,14.07,1.55,3.44,34.50,0.43,1.70,1409.196533 634 | 633,12.57,0.95,3.08,49.94,1.41,2.28,2073.270839 635 | 634,17.69,1.79,2.38,71.46,1.08,1.91,1505.819671 636 | 635,8.75,0.73,3.96,66.77,0.03,2.12,569.2381477 637 | 636,18.39,1.79,3.08,30.24,1.41,1.72,2000.283352 638 | 637,11.44,1.06,3.30,66.54,0.37,1.88,879.5860991 639 | 638,18.14,1.86,2.80,65.18,0.91,2.15,2689.942752 640 | 639,18.64,1.89,2.04,56.08,1.88,2.09,4827.214872 641 | 640,12.35,1.18,3.00,58.71,1.00,1.80,1653.324326 642 | 641,15.06,1.45,3.42,78.96,0.77,2.36,421.8353668 643 | 642,14.36,1.50,3.35,46.35,0.91,1.98,2545.07261 644 | 643,17.64,1.52,2.76,47.39,0.88,1.67,4128.84312 645 | 644,21.35,1.70,1.80,9.46,2.03,1.91,181.6980445 646 | 645,15.17,1.58,3.13,56.96,0.88,1.84,2640.717902 647 | 646,12.62,0.94,2.82,50.28,1.01,2.02,2032.711824 648 | 647,18.86,1.50,2.18,18.02,1.56,1.81,504.957481 649 | 648,17.63,1.64,2.64,65.55,1.72,2.34,2565.437471 650 | 649,13.45,1.25,2.65,28.20,1.41,2.05,801.5371357 651 | 650,14.02,1.16,3.43,77.02,0.63,2.32,457.8305006 652 | 651,13.88,1.17,3.36,42.04,0.83,2.14,2088.825692 653 | 652,8.63,0.75,3.71,54.15,0.41,2.06,1052.605777 654 | 653,11.67,1.28,3.15,56.77,0.86,2.14,1595.569014 655 | 654,15.05,1.41,2.84,46.75,1.08,1.81,2855.548494 656 | 655,11.20,0.85,3.95,52.40,-0.13,1.64,1503.487194 657 | 656,13.55,1.11,4.17,45.58,0.19,2.14,2101.721419 658 | 657,9.90,1.09,3.74,89.51,0.19,2.31,36.81330718 659 | 658,17.08,2.09,3.62,44.51,0.77,2.24,3642.765883 660 | 659,19.09,1.92,2.45,49.60,1.67,2.07,5515.466392 661 | 660,21.74,2.43,2.50,19.05,2.06,2.18,941.1416443 662 | 661,14.88,1.33,3.05,81.48,0.41,1.79,282.0995965 663 | 662,19.02,2.07,3.08,30.56,1.33,2.12,2257.286932 664 | 663,7.98,0.42,4.11,50.13,0.47,2.19,991.4798652 665 | 664,18.78,1.79,2.89,51.55,1.60,2.45,5199.93081 666 | 665,17.35,1.34,1.48,51.45,1.10,1.42,4043.841349 667 | 666,16.76,1.55,2.16,23.75,1.42,1.48,795.3386937 668 | 667,18.65,2.02,2.92,65.65,1.11,2.03,2849.638856 669 | 668,16.63,1.41,2.83,39.39,1.55,2.32,2934.577446 670 | 669,9.98,0.93,4.11,66.51,0.17,2.50,703.2805988 671 | 670,15.44,1.73,2.61,65.58,1.16,2.02,1804.383919 672 | 671,8.81,0.57,3.40,52.81,0.71,2.21,1121.053597 673 | 672,16.80,1.77,3.24,71.10,1.17,2.31,1381.933964 674 | 673,16.78,1.50,2.19,59.16,0.82,1.37,3045.528652 675 | 674,15.64,1.36,3.53,30.61,0.86,2.17,1325.003212 676 | 675,17.51,1.61,3.08,37.76,1.37,2.11,3030.655711 677 | 676,18.61,1.93,2.74,29.42,1.67,2.03,1955.331461 678 | 677,15.78,1.09,2.34,41.26,0.89,1.53,2667.57756 679 | 678,15.69,1.39,3.04,54.42,0.43,1.66,2926.914549 680 | 679,14.84,1.46,3.18,20.53,1.55,2.24,404.4793749 681 | 680,13.76,1.27,3.34,77.22,0.14,2.11,417.038603 682 | 681,11.31,0.99,3.52,39.01,0.26,1.74,1214.260306 683 | 682,11.30,1.01,3.31,62.95,0.32,1.87,1093.176293 684 | 683,16.50,1.65,3.62,46.19,0.63,2.04,3398.913258 685 | 684,15.80,1.62,2.40,58.30,1.15,2.01,2813.268159 686 | 685,10.27,0.83,3.83,82.07,0.75,2.62,135.439622 687 | 686,18.44,2.07,3.03,55.30,1.10,2.04,4548.340898 688 | 687,10.63,0.90,2.66,41.15,1.10,2.00,1283.986441 689 | 688,16.54,1.53,2.59,33.36,0.55,1.35,1856.934036 690 | 689,16.46,1.39,3.33,47.48,1.46,2.40,3623.788155 691 | 690,17.86,1.80,2.78,45.33,1.30,1.91,4272.150645 692 | 691,16.93,1.79,3.46,35.32,1.60,2.47,2454.972196 693 | 692,11.21,0.75,4.49,54.10,0.10,2.25,1489.925185 694 | 693,15.33,1.27,3.35,37.27,1.12,2.04,2102.009351 695 | 694,16.40,1.48,2.91,27.17,1.07,1.87,1080.264714 696 | 695,9.24,1.28,4.52,20.91,0.86,2.58,180.9656452 697 | 696,22.50,2.56,2.62,33.25,1.50,1.91,4756.782918 698 | 697,20.42,2.02,1.52,38.21,1.86,1.67,4934.098069 699 | 698,12.83,1.28,3.16,64.39,0.40,1.95,1259.609626 700 | 699,10.54,0.97,3.23,54.86,0.33,1.69,1363.540281 701 | 700,15.33,1.12,2.56,38.38,1.10,1.73,2222.537458 702 | 701,15.51,1.11,3.09,66.09,1.50,2.50,1768.565608 703 | 702,13.48,1.03,2.48,26.23,1.10,1.47,637.1935933 704 | 703,13.41,1.13,4.12,46.12,0.62,2.50,2146.502216 705 | 704,14.87,1.39,3.70,67.69,0.91,2.62,1376.714964 706 | 705,19.73,1.85,2.50,41.01,1.62,1.93,5001.827865 707 | 706,9.85,0.67,2.32,46.08,1.06,1.87,1314.320565 708 | 707,16.99,1.96,2.86,21.86,0.88,1.63,633.2486035 709 | 708,14.06,1.06,2.53,3.03,0.41,1.03,15.47356176 710 | 709,15.69,1.63,3.21,45.22,1.46,2.50,3147.193012 711 | 710,17.12,1.49,2.36,45.12,1.55,2.13,3864.080623 712 | 711,16.79,1.57,2.82,20.46,1.18,1.83,517.0209308 713 | 712,24.65,2.34,1.33,46.77,2.23,1.78,12568.64413 714 | 713,20.15,1.94,3.05,44.65,1.31,2.39,5861.461184 715 | 714,16.16,1.77,3.23,41.04,1.13,2.21,2895.97414 716 | 715,10.96,1.19,3.03,63.11,0.35,1.81,1038.323291 717 | 716,14.21,1.33,2.84,85.70,0.86,2.27,138.4467572 718 | 717,16.48,1.52,2.87,60.62,1.76,2.26,2922.820756 719 | 718,13.38,0.96,2.52,35.86,1.24,1.72,1457.243162 720 | 719,19.64,1.90,2.36,38.95,2.56,2.57,4806.867083 721 | 720,21.91,1.98,1.83,56.00,1.71,1.76,7632.834153 722 | 721,14.78,1.28,2.77,21.90,1.04,1.71,460.1922336 723 | 722,18.31,1.74,1.51,25.29,1.87,1.52,1233.958231 724 | 723,12.98,0.99,2.27,41.88,0.48,1.39,1773.40786 725 | 724,12.38,0.74,2.72,42.53,0.37,1.42,1640.81971 726 | 725,10.40,1.13,4.13,61.84,-0.13,1.90,995.3459424 727 | 726,12.06,1.59,4.47,57.01,0.14,2.25,1604.738573 728 | 727,5.79,0.76,4.06,56.46,-0.20,1.90,635.2274416 729 | 728,11.42,0.66,3.62,43.47,0.58,2.22,1492.041377 730 | 729,14.44,1.34,2.71,47.05,0.45,1.57,2508.197103 731 | 730,16.93,1.38,3.09,66.21,1.40,2.37,2146.206216 732 | 731,16.41,1.54,3.45,66.10,0.92,2.32,1949.353997 733 | 732,10.66,0.58,3.59,62.84,0.50,2.03,1004.284169 734 | 733,12.78,1.40,3.20,66.97,0.39,1.80,1043.151258 735 | 734,17.89,1.79,1.92,40.03,1.93,1.88,3757.18768 736 | 735,13.08,1.31,3.39,69.33,0.98,2.63,930.6035163 737 | 736,16.86,1.48,2.58,37.37,1.53,2.11,2723.947629 738 | 737,14.13,1.55,3.21,42.15,0.87,1.94,2206.5948 739 | 738,14.04,1.35,3.50,66.86,0.61,2.13,1276.287562 740 | 739,11.87,1.30,2.97,57.43,0.33,1.79,1547.76815 741 | 740,14.58,1.26,3.10,36.59,0.54,1.95,1739.723208 742 | 741,12.24,0.75,2.24,86.80,0.96,1.74,86.33067385 743 | 742,15.97,1.66,2.89,43.48,0.91,1.82,3013.289035 744 | 743,16.89,1.44,2.56,54.08,1.51,2.10,3783.041918 745 | 744,9.92,0.87,3.77,63.40,0.55,2.14,884.3285448 746 | 745,17.56,1.84,2.48,44.52,1.54,2.14,4094.78335 747 | 746,15.44,1.48,2.82,67.01,0.61,1.79,1546.955653 748 | 747,16.36,1.50,2.41,34.11,1.41,1.85,2035.24501 749 | 748,12.04,1.25,3.29,41.66,0.60,1.75,1562.800808 750 | 749,15.32,1.36,2.95,58.66,1.18,2.17,2577.297297 751 | 750,11.55,1.18,3.18,51.68,0.24,1.85,1650.452703 752 | 751,12.89,0.95,2.83,70.55,0.78,2.03,791.0599209 753 | 752,12.96,0.97,3.85,77.47,0.90,2.65,376.9012593 754 | 753,12.01,0.91,2.45,69.54,0.79,1.78,765.4898682 755 | 754,23.22,1.94,2.17,29.74,2.01,2.17,3989.813126 756 | 755,16.82,1.18,2.06,28.32,1.76,1.93,1342.716554 757 | 756,17.70,1.90,3.24,44.06,1.56,2.32,4134.852245 758 | 757,10.13,1.05,4.00,59.83,0.46,2.27,1099.803466 759 | 758,13.43,0.97,3.11,58.95,1.37,2.26,1948.989713 760 | 759,15.22,1.36,3.30,49.75,1.21,2.32,3022.746528 761 | 760,16.20,1.87,3.34,55.97,1.20,2.25,3250.859587 762 | 761,14.64,1.12,2.81,66.78,1.32,2.19,1461.996368 763 | 762,12.81,1.43,3.34,53.75,0.33,1.74,1950.978327 764 | 763,14.92,1.49,3.04,55.51,0.81,1.92,2634.35545 765 | 764,16.69,1.55,3.57,38.17,0.65,2.15,2614.977036 766 | 765,14.78,1.63,3.61,60.05,0.87,2.21,2216.070736 767 | 766,15.81,1.21,3.18,46.15,1.48,2.38,3224.536895 768 | 767,12.11,0.79,2.55,62.09,0.56,1.69,1302.772634 769 | 768,12.65,1.55,2.77,27.03,1.10,1.74,625.4879 770 | 769,13.61,0.90,2.69,55.54,1.53,2.17,2260.512088 771 | 770,12.99,1.09,4.61,54.67,0.26,2.60,1940.539108 772 | 771,18.77,1.97,3.24,57.19,1.85,2.59,4747.826665 773 | 772,12.22,1.02,3.67,56.59,0.43,1.97,1671.119687 774 | 773,15.32,1.51,3.95,50.51,0.26,2.11,2873.803986 775 | 774,12.31,1.29,2.95,81.97,0.48,2.21,182.5827247 776 | 775,12.68,1.76,3.11,78.63,0.48,1.91,310.1048096 777 | 776,14.00,1.44,3.18,28.62,0.83,1.76,871.2105678 778 | 777,21.67,1.90,2.55,61.78,2.01,2.34,5948.440128 779 | 778,12.08,1.11,3.51,49.13,0.62,2.01,1834.182112 780 | 779,13.12,1.32,3.64,52.05,0.74,1.97,2141.280021 781 | 780,13.67,1.27,3.58,57.42,0.23,2.06,1985.924644 782 | 781,14.56,1.40,2.66,40.56,1.30,1.77,2259.287013 783 | 782,16.38,1.86,3.01,49.55,1.06,1.99,3578.063124 784 | 783,14.36,1.42,2.51,71.95,1.36,2.11,899.2347624 785 | 784,15.49,1.21,3.19,38.37,0.97,2.06,2255.936649 786 | 785,16.63,1.28,2.90,55.67,1.53,2.28,3508.173332 787 | 786,23.31,2.27,2.72,17.93,2.04,2.19,996.6134001 788 | 787,13.12,1.00,2.97,59.58,1.03,2.19,1774.155302 789 | 788,12.87,1.10,3.30,51.38,0.64,1.94,2050.862756 790 | 789,12.87,1.09,3.08,66.30,0.70,1.91,1126.61335 791 | 790,15.91,1.32,2.22,50.17,1.85,2.04,3484.565113 792 | 791,12.11,1.16,3.69,47.38,0.83,2.30,1846.068147 793 | 792,14.28,1.28,3.71,61.42,0.89,2.36,1912.928959 794 | 793,11.00,0.78,3.00,55.27,1.34,2.15,1540.18872 795 | 794,16.28,1.38,2.52,61.78,0.77,1.57,2481.180222 796 | 795,12.53,0.92,2.94,38.53,0.54,1.50,1434.423858 797 | 796,13.94,1.07,3.05,31.66,1.33,1.99,1167.493538 798 | 797,10.14,1.06,3.63,57.88,0.25,2.00,1174.83094 799 | 798,12.02,1.06,3.09,43.69,0.28,1.43,1621.857161 800 | 799,7.71,0.67,2.89,51.53,1.55,2.32,1032.497867 801 | 800,12.08,1.07,2.80,81.40,1.16,2.31,200.0631795 802 | 801,12.38,1.26,3.22,46.17,0.89,1.88,1898.785234 803 | 802,14.02,0.95,4.01,72.80,0.89,2.72,749.5051435 804 | 803,17.67,1.91,2.63,39.81,1.08,1.88,3404.719728 805 | 804,17.52,1.52,3.18,10.94,1.51,1.90,131.786515 806 | 805,14.53,1.57,2.69,53.60,0.94,1.67,2623.894296 807 | 806,13.49,1.28,2.93,63.71,0.80,1.85,1488.15838 808 | 807,11.58,1.11,3.25,53.00,0.69,1.93,1683.695074 809 | 808,12.52,1.00,2.43,65.77,0.95,1.98,1129.82052 810 | 809,13.25,1.37,3.71,66.20,1.14,2.65,1246.280433 811 | 810,15.04,1.48,2.22,61.11,1.08,1.77,2209.802557 812 | 811,16.19,1.84,2.29,49.10,1.53,1.86,3592.43766 813 | 812,16.82,1.69,2.80,66.65,1.17,1.98,2028.709213 814 | 813,17.39,1.60,2.55,56.43,1.87,2.19,3957.762467 815 | 814,13.83,1.66,2.51,66.22,0.18,1.64,1273.735181 816 | 815,11.34,1.00,3.43,58.03,0.57,2.15,1417.906718 817 | 816,19.55,2.13,3.08,35.49,1.34,1.95,3578.753844 818 | 817,15.58,1.30,2.53,29.43,1.35,1.88,1221.039098 819 | 818,14.73,1.61,3.03,67.42,0.90,1.98,1386.491327 820 | 819,12.47,0.93,3.54,48.82,0.90,2.54,1964.548483 821 | 820,18.08,1.74,2.38,53.56,1.26,2.09,4481.149974 822 | 821,16.32,1.40,2.41,46.78,1.21,1.72,3457.771358 823 | 822,12.62,0.87,2.38,15.68,1.00,1.48,137.1866863 824 | 823,10.03,0.63,3.29,37.74,0.38,1.70,942.3652433 825 | 824,18.66,1.68,1.39,53.35,1.77,1.71,5058.155603 826 | 825,7.27,0.70,3.41,54.56,-0.04,1.68,831.6158193 827 | 826,15.78,1.61,2.55,52.64,1.37,2.04,3283.096774 828 | 827,15.73,1.86,3.74,31.90,1.10,2.15,1547.412398 829 | 828,12.38,0.78,4.09,31.40,0.72,2.07,866.8073955 830 | 829,12.89,0.88,2.90,51.24,0.81,1.97,2068.876855 831 | 830,18.48,1.78,2.85,46.89,1.45,2.45,4850.083875 832 | 831,14.74,1.13,2.45,36.86,0.92,1.59,1849.893328 833 | 832,12.55,1.17,3.43,56.93,0.79,2.27,1785.970797 834 | 833,13.58,0.87,2.95,52.16,1.13,2.20,2319.974657 835 | 834,11.76,1.08,4.18,61.21,0.43,2.45,1297.605529 836 | 835,11.98,1.30,3.17,27.12,0.54,1.69,547.3130211 837 | 836,13.56,1.14,3.59,42.96,0.48,1.93,2009.450069 838 | 837,16.55,1.74,2.28,63.39,1.33,1.96,2472.473868 839 | 838,15.22,1.30,3.52,42.24,1.14,2.26,2614.571992 840 | 839,14.54,1.30,2.04,66.27,0.87,1.64,1457.830305 841 | 840,14.37,1.78,2.98,47.62,0.97,1.87,2630.938995 842 | 841,15.40,1.36,2.86,46.29,1.01,1.99,2960.352018 843 | 842,10.14,1.33,4.26,61.89,-0.19,1.97,958.140151 844 | 843,11.09,0.94,3.16,29.62,0.83,1.96,623.7384181 845 | 844,18.37,1.78,2.56,44.22,2.07,2.34,4728.563021 846 | 845,14.71,1.47,2.39,26.33,0.66,1.15,752.9381575 847 | 846,9.29,0.51,2.82,63.86,0.30,1.60,763.3508789 848 | 847,11.85,1.24,3.26,24.76,0.08,1.38,400.3003704 849 | 848,18.59,1.63,2.91,49.20,1.00,1.90,4848.47219 850 | 849,18.18,1.48,3.27,45.48,1.24,2.25,4427.294837 851 | 850,18.72,1.75,2.57,44.74,1.59,1.96,4859.778766 852 | 851,20.96,2.22,2.45,33.84,1.53,1.84,3962.921984 853 | 852,15.31,1.21,2.76,55.20,0.80,1.97,2785.475979 854 | 853,11.98,1.01,4.63,60.31,0.76,2.87,1429.695935 855 | 854,18.16,1.96,2.12,41.55,1.97,1.97,4196.893018 856 | 855,13.61,1.26,2.75,55.04,0.76,1.74,2187.977203 857 | 856,13.67,1.14,2.89,28.69,0.62,1.73,817.0853649 858 | 857,15.21,1.41,3.11,32.37,0.78,1.81,1440.896413 859 | 858,16.10,1.18,2.16,26.77,1.09,1.29,984.8282289 860 | 859,13.00,1.54,3.10,64.54,0.20,1.71,1270.79939 861 | 860,18.32,1.74,3.10,57.18,1.30,2.48,4258.855882 862 | 861,14.96,0.77,2.25,34.65,1.07,1.67,1653.691037 863 | 862,18.21,1.74,3.34,51.06,1.12,2.28,4641.893149 864 | 863,15.07,1.69,3.04,39.39,1.07,2.17,2287.470387 865 | 864,17.75,1.54,2.72,59.32,1.67,2.35,3694.376324 866 | 865,15.77,1.95,4.10,44.54,0.04,1.97,2856.58501 867 | 866,14.19,1.19,2.69,28.70,1.22,1.83,921.3967692 868 | 867,13.80,1.19,3.15,46.08,1.28,2.07,2383.252298 869 | 868,14.84,1.38,3.43,48.80,1.04,2.11,2820.948029 870 | 869,12.54,1.25,3.59,58.03,0.47,2.03,1681.595435 871 | 870,10.13,0.87,3.49,63.79,0.16,1.93,865.274178 872 | 871,14.17,1.37,2.92,59.30,0.91,1.91,2089.396476 873 | 872,14.85,1.61,3.63,44.93,0.72,2.05,2629.226816 874 | 873,16.62,1.53,2.31,31.41,1.10,1.54,1672.500696 875 | 874,17.85,1.76,2.96,59.16,0.48,1.74,3488.654583 876 | 875,18.73,2.01,2.88,53.39,1.42,2.14,5029.047552 877 | 876,17.20,1.85,2.26,48.84,1.47,1.90,4131.95598 878 | 877,10.49,0.48,3.77,52.31,0.46,2.37,1403.229919 879 | 878,13.53,1.51,2.31,67.51,0.80,1.67,1148.659784 880 | 879,18.04,1.36,2.47,57.53,1.15,2.01,3953.126607 881 | 880,14.97,1.01,2.87,54.85,1.17,2.20,2728.432245 882 | 881,16.18,1.39,3.04,41.40,1.22,2.01,2934.090489 883 | 882,15.07,1.22,3.39,56.70,0.38,1.88,2504.126182 884 | 883,13.69,1.35,3.51,69.53,0.60,2.04,972.9957386 885 | 884,10.15,0.54,2.97,40.51,0.59,1.76,1114.45748 886 | 885,13.45,0.92,3.25,58.30,1.04,2.33,1954.785696 887 | 886,15.94,1.34,3.81,37.13,1.36,2.43,2317.315601 888 | 887,14.88,1.57,3.30,63.31,0.95,2.03,1896.132878 889 | 888,11.12,0.63,3.09,58.97,0.52,1.85,1304.752863 890 | 889,13.50,0.98,3.94,36.68,1.17,2.60,1552.865491 891 | 890,13.72,1.39,3.41,40.24,0.84,2.18,1911.658757 892 | 891,7.38,0.63,2.54,42.24,0.38,1.28,793.9068762 893 | 892,20.21,2.12,2.50,23.78,1.47,1.82,1334.070277 894 | 893,10.69,0.98,3.49,84.33,0.39,1.97,99.83486495 895 | 894,15.75,1.28,2.82,70.68,0.95,2.04,1200.970398 896 | 895,17.96,1.45,2.87,49.41,0.92,2.01,4388.297229 897 | 896,16.95,1.42,2.30,61.43,1.47,2.05,2931.474727 898 | 897,19.73,2.06,2.63,49.91,1.59,2.11,6031.878091 899 | 898,11.91,1.50,2.27,47.38,0.84,1.57,1814.325935 900 | 899,15.53,1.69,2.64,64.49,1.55,2.10,2021.05513 901 | 900,14.44,1.07,2.34,68.76,0.98,1.97,1179.69975 902 | 901,13.37,1.54,3.04,52.23,0.86,1.72,2247.460706 903 | 902,10.50,1.17,3.69,61.09,0.45,2.17,1095.672507 904 | 903,18.90,1.52,2.65,18.63,1.06,1.54,536.3979869 905 | 904,17.89,1.44,1.86,34.13,1.75,1.62,2593.317461 906 | 905,15.32,1.31,3.29,55.99,1.35,2.42,2849.555535 907 | 906,13.48,0.96,2.93,55.30,0.50,1.70,2079.097093 908 | 907,17.17,1.34,2.35,38.08,1.43,1.97,2930.73659 909 | 908,20.86,1.84,2.53,40.57,2.08,2.43,5953.509396 910 | 909,15.19,1.62,3.11,57.97,1.15,2.16,2609.063195 911 | 910,14.95,1.19,2.69,75.73,0.58,1.80,608.5049452 912 | 911,12.10,1.63,3.97,63.24,0.38,1.93,1231.648572 913 | 912,18.24,1.46,2.85,44.53,1.39,2.06,4412.783711 914 | 913,19.86,1.92,2.77,45.44,1.33,2.08,5730.401418 915 | 914,19.54,1.78,3.23,37.40,0.82,1.80,3838.755438 916 | 915,18.37,1.60,2.45,42.26,1.40,2.06,4222.117262 917 | 916,12.89,1.45,4.09,66.21,0.81,2.77,1158.146044 918 | 917,15.20,1.25,3.20,42.63,1.52,2.23,2713.041014 919 | 918,12.23,0.87,3.02,40.67,1.02,1.84,1571.246492 920 | 919,17.88,1.72,3.20,49.61,1.23,2.37,4471.658237 921 | 920,15.79,1.44,3.01,63.24,0.48,2.07,2089.208282 922 | 921,12.38,0.91,2.63,33.48,1.17,1.73,1062.835861 923 | 922,18.98,2.28,2.69,46.40,1.11,1.67,5114.831505 924 | 923,13.76,1.35,3.46,52.36,0.50,1.89,2302.666403 925 | 924,23.55,2.11,1.28,14.24,2.18,1.24,585.5575108 926 | 925,14.86,1.36,2.64,60.50,1.33,1.95,2250.595712 927 | 926,16.43,1.79,2.62,35.50,1.13,1.72,2237.994441 928 | 927,15.86,1.08,2.74,51.49,1.62,2.15,3365.008352 929 | 928,12.98,1.66,3.25,60.51,0.93,1.98,1686.087807 930 | 929,17.21,1.53,2.79,20.12,1.52,1.93,536.3312909 931 | 930,15.34,1.12,2.11,50.65,1.17,1.71,3042.027066 932 | 931,17.57,1.49,2.30,44.57,1.46,1.98,4038.091299 933 | 932,10.74,0.54,3.33,62.94,0.31,1.89,995.2862778 934 | 933,18.79,1.50,3.57,35.74,0.93,2.30,3113.096098 935 | 934,12.83,0.99,3.67,17.20,0.61,2.01,174.1636823 936 | 935,15.35,1.54,3.07,26.63,1.53,2.05,908.441964 937 | 936,14.88,1.64,3.47,51.29,0.38,1.77,2725.627772 938 | 937,14.69,1.29,2.39,62.93,1.04,1.93,1883.85096 939 | 938,7.77,0.39,2.80,40.24,0.37,1.43,768.4888126 940 | 939,15.87,1.92,3.20,32.82,0.58,1.64,1642.147875 941 | 940,18.75,1.64,1.45,58.05,1.37,1.55,4400.552244 942 | 941,15.63,1.54,2.85,40.83,0.84,1.70,2587.320835 943 | 942,18.06,2.08,2.60,56.29,1.64,2.18,4361.597078 944 | 943,12.05,0.86,3.21,42.36,0.50,1.77,1576.647972 945 | 944,14.44,1.51,2.81,65.32,1.16,1.93,1583.322847 946 | 945,16.69,1.62,3.44,36.22,1.48,2.52,2482.954015 947 | 946,15.80,1.00,3.29,42.13,0.43,1.97,2668.11441 948 | 947,16.84,1.63,3.16,60.43,1.60,2.60,3079.128701 949 | 948,13.46,1.52,3.04,56.59,0.10,1.53,1975.398611 950 | 949,14.63,1.96,3.02,21.47,1.26,1.79,441.3944238 951 | 950,12.20,1.07,3.36,28.87,0.82,1.69,681.7715215 952 | 951,10.50,0.94,3.11,54.54,0.45,1.82,1375.952266 953 | 952,18.68,1.82,2.50,43.35,1.66,1.87,4688.543288 954 | 953,16.88,1.89,2.45,65.82,0.63,1.50,2107.131598 955 | 954,15.42,1.40,2.80,18.98,1.50,1.93,352.6590755 956 | 955,13.01,1.28,2.38,50.41,0.48,1.55,2088.65047 957 | 956,17.92,1.68,2.30,57.84,1.33,1.92,3931.429401 958 | 957,15.97,1.16,2.63,52.55,1.41,2.09,3341.46207 959 | 958,13.32,1.16,2.45,57.86,1.05,1.74,1966.128608 960 | 959,18.10,2.26,3.34,56.09,1.02,2.15,4238.076628 961 | 960,16.21,1.39,2.77,59.83,1.21,2.32,2794.051735 962 | 961,18.00,1.72,1.71,28.46,1.74,1.49,1633.18461 963 | 962,17.86,1.94,2.50,26.22,0.28,0.93,1152.333122 964 | 963,11.60,0.55,2.18,53.54,0.60,1.50,1638.342799 965 | 964,17.98,1.45,2.94,25.17,0.90,1.86,1074.790902 966 | 965,16.61,1.25,1.83,60.13,1.54,1.86,2974.180021 967 | 966,19.06,2.25,3.20,55.53,1.57,2.39,5132.133582 968 | 967,12.83,1.27,3.15,29.87,1.09,2.09,841.7096278 969 | 968,18.96,1.76,2.17,29.28,1.58,1.95,2009.483936 970 | 969,11.71,0.63,4.01,44.03,0.04,1.84,1520.192211 971 | 970,11.91,1.69,3.83,28.94,0.38,1.78,650.1988476 972 | 971,17.44,1.74,3.44,57.33,1.33,2.38,3742.09038 973 | 972,10.95,0.80,3.67,47.06,0.12,1.93,1466.627778 974 | 973,12.94,0.97,2.88,38.29,1.25,1.94,1581.271103 975 | 974,15.72,1.33,2.51,35.09,1.42,1.95,1982.058606 976 | 975,14.02,1.50,3.01,62.59,1.04,2.16,1757.675482 977 | 976,14.49,1.58,3.00,22.54,1.08,1.99,484.5175293 978 | 977,11.80,1.07,3.64,35.35,0.35,1.76,1059.672113 979 | 978,19.29,1.61,2.82,58.56,1.23,1.97,4609.512101 980 | 979,7.22,0.35,3.60,63.09,-0.03,1.67,579.6243701 981 | 980,15.70,1.10,3.41,46.86,0.14,1.93,2907.919597 982 | 981,14.48,1.34,3.56,47.44,0.67,2.11,2576.102155 983 | 982,9.88,1.00,3.64,55.19,0.52,2.16,1248.129938 984 | 983,18.80,1.80,3.23,74.07,1.66,2.54,1401.211709 985 | 984,18.07,1.33,2.89,28.67,1.52,2.10,1640.769905 986 | 985,15.68,1.68,3.77,57.85,0.72,2.35,2733.704192 987 | 986,15.28,1.25,2.29,34.78,1.28,1.61,1798.975721 988 | 987,10.88,1.20,4.09,55.09,0.81,2.40,1482.876885 989 | 988,16.14,1.62,3.16,38.03,0.97,2.05,2460.098447 990 | 989,16.12,1.41,2.42,35.84,1.48,1.84,2219.56275 991 | 990,13.52,1.35,3.45,31.57,1.51,2.22,1113.605137 992 | 991,6.55,0.12,4.13,56.69,0.28,2.10,714.453061 993 | 992,20.37,1.90,2.37,37.76,1.40,1.99,4612.097972 994 | 993,12.92,1.36,3.68,71.40,0.11,1.91,705.6635532 995 | 994,17.13,1.79,2.88,51.45,1.77,2.28,4165.407602 996 | 995,11.95,1.14,2.97,67.18,0.80,2.06,931.610877 997 | 996,17.99,2.29,3.38,44.32,0.98,2.08,4211.527806 998 | 997,12.12,0.82,3.52,57.07,-0.04,1.73,1560.333735 999 | 998,15.55,1.50,2.48,58.25,1.89,2.35,2858.180459 1000 | 999,20.89,2.02,3.23,46.17,1.71,2.27,6934.576348 1001 | 1000,15.74,1.31,2.37,73.08,1.24,2.06,963.6757931 1002 | -------------------------------------------------------------------------------- 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4 | 5 | # Subsurface Geostatistics and Machine Learning Course 6 | 7 | Subsurface geostatistics and machine learning course. 8 | 9 | #### Course Objectives: 10 | 11 | You will gain: 12 | * knowledge concerning basic data analytics, geostatistics and machine learning for subsurface modeling. 13 | 14 | #### Course Agenda 15 | * Introduction: objectives, plan 16 | * General Overview - essential concepts from data analytics, geostatistics and machine learning 17 | * Data analytics - definitions, bootstrap, declustering 18 | * Spatial continuity - variogram calculation and modeling, trend modeling and spatial estimations 19 | * Inference - clustering, principal componnents 20 | * Prediction - decision tree, support vector machine and neural networks 21 | * Advanced Workflows - convolutional and recurent neural networks 22 | * Conclusions 23 | 24 | #### The Instructor: 25 | 26 | ### Michael Pyrcz, Associate Professor, University of Texas at Austin 27 | *Novel Data Analytics, Geostatistics and Machine Learning Subsurface Solutions* 28 | 29 | With over 17 years of experience in subsurface consulting, research and development, Michael has returned to academia driven by his passion for teaching and enthusiasm for enhancing engineers' and geoscientists' impact in subsurface resource development. 30 | 31 | For more about Michael check out these links: 32 | 33 | #### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig) | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1) 34 | 35 | Joined by Didi Ooi from Anadarko Advanced Analytics and Emerging Technology team, assisted with overview content and provided applications in class (not included here). 36 | 37 | #### Want to Work Together? 38 | 39 | I hope that this is helpful to those that want to learn more about subsurface modeling, data analytics and machine learning. Students and working professionals are welcome to participate. 40 | 41 | * Want to invite me to visit your company for training, mentoring, project review, workflow design and consulting, I'd be happy to drop by and work with you! 42 | 43 | * Interested in partnering, supporting my graduate student research or my Subsurface Data Analytics and Machine Learning consortium (co-PIs including Profs. Foster, Torres-Verdin and van Oort)? My research combines data analytics, stochastic modeling and machine learning theory with practice to develop novel methods and workflows to add value. We are solving challenging subsurface problems! 44 | 45 | * I can be reached at mpyrcz@austin.utexas.edu. 46 | 47 | I'm always happy to discuss, 48 | 49 | *Michael* 50 | 51 | Michael Pyrcz, Ph.D., P.Eng. Associate Professor The Hildebrand Department of Petroleum and Geosystems Engineering, Bureau of Economic Geology, The Jackson School of Geosciences, The University of Texas at Austin 52 | 53 | #### More Resources Available at: [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig) | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1) 54 | --------------------------------------------------------------------------------