├── 12_AI.csv ├── 12_sample_data.csv ├── 1D_Porosity.csv ├── 1D_Porosity.xlsx ├── 1D_Porosity_v2.csv ├── 1WellPorPerm.csv ├── 2D_MV_200wells.csv ├── 2D_Porosity_Small.csv ├── 2WellPorPermSample.xlsx ├── AI_grid.csv ├── About_Michael_Pyrcz.pdf ├── Bivariate_model_fit_check_data.csv ├── CA_TX_cities_data.csv ├── CITATION.cff ├── Density_Por_data.csv ├── GrainSize_Por.csv ├── LICENSE ├── Lithium_Trend_Map.csv ├── MPS_Training_image_and_Realizations_500.npz ├── NSCORE_Data.csv ├── NonlinearPor_Perm_data.csv ├── PGE383_Dataset_13_AI.csv ├── PGE383_Dataset_13_Wells.csv ├── PorPermSample1.csv ├── PorPermSample1.xlsx ├── PorPermSample3.csv ├── PorositySample1.xlsx ├── PorositySample2Units.csv ├── README.md ├── Random_Parabola.csv ├── SoftData_Contact2D.csv ├── Stochastic_1D_por_perm_demo.csv ├── VerticalWells.csv ├── VshSample1.xlsx ├── WellPorPermSample_1.xlsx ├── WellPorPermSample_2.xlsx ├── WellPorPermSample_3.csv ├── WellPorPermSample_3.xlsx ├── WellPorThick.csv ├── Well_Porosity_MooseJaw.csv ├── corr_formB_realizations.csv ├── dataset_101b.csv ├── imputation.csv ├── maple_side.jpg ├── nonlinear_facies_v1.csv ├── nonlinear_facies_v2.csv ├── nonlinear_facies_v3.csv ├── porosity_map.csv ├── porosity_truth_map.dat ├── res21_2D_wells.csv ├── res21_2D_wells_test.csv ├── res21_2d_sand_prop_map.npy ├── res21_ai_map.npy ├── res21_new_wells.csv ├── res21_planview.png ├── res21_production_history.csv ├── res21_sandy_shale_prop_map.npy ├── res21_shale_prop_map.npy ├── res21_shaly_sand_prop_map.npy ├── res21_top_depth_map.npy ├── res21_wells.csv ├── sample_data.csv ├── sample_data_Gaussian_mixture_v1.csv ├── sample_data_MV_biased.csv ├── sample_data_biased.csv ├── spatial_nonlinear_MV_facies_v1.csv ├── spatial_nonlinear_MV_facies_v13.csv ├── spatial_nonlinear_MV_facies_v13_truth_AI.csv ├── spatial_nonlinear_MV_facies_v13_truth_facies.csv ├── spatial_nonlinear_MV_facies_v13_truth_por.csv ├── spatial_nonlinear_MV_facies_v3.csv ├── spatial_nonlinear_MV_facies_v5.csv ├── spatial_nonlinear_MV_facies_v5_sand_only.csv ├── spatial_nonlinear_MV_facies_v5_sand_only_truth_AI.csv ├── spatial_nonlinear_MV_facies_v5_sand_only_truth_por.csv ├── spatial_nonlinear_MV_facies_v6_sand_only.csv ├── unconv_MV.csv ├── unconv_MV_missing.csv ├── unconv_MV_v2.csv ├── unconv_MV_v3.csv ├── unconv_MV_v4.csv └── unconv_MV_v5.csv /1D_Porosity.csv: -------------------------------------------------------------------------------- 1 | Depth,Nporosity 2 | 0.25,-1.37 3 | 0.5,-2.08 4 | 0.75,-1.67 5 | 1,-1.16 6 | 1.25,-0.24 7 | 1.5,-0.36 8 | 1.75,0.44 9 | 2,0.36 10 | 2.25,-0.02 11 | 2.5,-0.63 12 | 2.75,-1.26 13 | 3,-1.03 14 | 3.25,0.88 15 | 3.5,1.51 16 | 3.75,1.37 17 | 4,0.81 18 | 4.25,1.21 19 | 4.5,0.24 20 | 4.75,0.99 21 | 5,0.49 22 | 5.25,0.34 23 | 5.5,0.07 24 | 5.75,-0.26 25 | 6,-0.41 26 | 6.25,-0.14 27 | 6.5,-1.44 28 | 6.75,-0.75 29 | 7,-0.78 30 | 7.25,-0.85 31 | 7.5,-0.92 32 | 7.75,-0.66 33 | 8,0.47 34 | 8.25,0.85 35 | 8.5,0.95 36 | 8.75,2.35 37 | 9,0.69 38 | 9.25,1.31 39 | 9.5,0.66 40 | 9.75,0.72 41 | 10,0.21 42 | -------------------------------------------------------------------------------- /1D_Porosity.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/13cb4563800f1a9b7c224c8ba7ac858bb52ca4fa/1D_Porosity.xlsx -------------------------------------------------------------------------------- /1D_Porosity_v2.csv: -------------------------------------------------------------------------------- 1 | Depth,Porosity,Perm 2 | 0.25,16.0,275.7 3 | 0.50,16.6,127.3 4 | 0.75,12.0,147.1 5 | 1.00,20.6,227.0 6 | 1.25,12.4,142.5 7 | 1.50,7.1,69.7 8 | 1.75,14.4,89.9 9 | 2.00,14.7,156.7 10 | 2.25,19.7,153.5 11 | 2.50,9.2,96.5 12 | 2.75,14.7,148.2 13 | 3.00,16.2,156.2 14 | 3.25,13.2,194.9 15 | 3.50,12.6,182.9 16 | 3.75,11.0,94.8 17 | 4.00,16.7,235.8 18 | 4.25,15.6,164.1 19 | 4.50,16.9,187.4 20 | 4.75,14.3,137.8 21 | 5.00,18.8,237.9 22 | 5.25,10.1,106.1 23 | 5.50,12.3,97.9 24 | 5.75,19.0,167.3 25 | 6.00,14.8,199.9 26 | 6.25,9.9,140.0 27 | 6.50,11.7,185.0 28 | 6.75,15.4,139.6 29 | 7.00,10.2,116.7 30 | 7.25,12.1,88.7 31 | 7.50,13.1,131.4 32 | 7.75,12.2,75.9 33 | 8.00,14.5,77.8 34 | 8.25,11.2,93.9 35 | 8.50,11.1,152.8 36 | 8.75,13.7,130.4 37 | 9.00,21.5,224.0 38 | 9.25,12.1,67.2 39 | 9.50,17.9,206.0 40 | 9.75,12.0,75.7 41 | 10.00,13.6,215.4 42 | 10.25,12.2,150.5 43 | 10.50,12.1,82.0 44 | 10.75,8.3,75.0 45 | 11.00,13.0,128.3 46 | 11.25,17.2,296.6 47 | 11.50,10.7,125.8 48 | 11.75,13.4,151.6 49 | 12.00,16.8,190.9 50 | 12.25,14.9,218.9 51 | 12.50,14.8,160.2 52 | 12.75,17.1,145.7 53 | 13.00,12.1,213.2 54 | 13.25,13.2,196.4 55 | 13.50,18.5,188.2 56 | 13.75,12.5,151.9 57 | 14.00,7.4,63.9 58 | 14.25,14.9,149.7 59 | 14.50,16.4,114.6 60 | 14.75,10.2,106.7 61 | 15.00,19.1,181.7 62 | 15.25,11.4,147.3 63 | 15.50,15.5,178.6 64 | 15.75,8.9,104.3 65 | 16.00,17.0,276.8 66 | 16.25,18.2,267.8 67 | 16.50,20.6,308.3 68 | 16.75,13.1,97.0 69 | 17.00,12.6,111.8 70 | 17.25,12.1,171.5 71 | 17.50,16.3,226.0 72 | 17.75,12.1,169.1 73 | 18.00,16.6,146.3 74 | 18.25,12.0,268.8 75 | 18.50,16.4,277.9 76 | 18.75,20.1,229.6 77 | 19.00,13.0,129.1 78 | 19.25,17.2,174.7 79 | 19.50,20.0,230.3 80 | 19.75,20.3,598.9 81 | 20.00,14.4,190.2 82 | 20.25,18.8,301.7 83 | 20.50,15.2,140.7 84 | 20.75,17.5,141.0 85 | 21.00,19.9,339.3 86 | 21.25,18.2,261.9 87 | 21.50,13.8,125.7 88 | 21.75,15.7,196.5 89 | 22.00,13.9,101.9 90 | 22.25,12.6,166.0 91 | 22.50,15.8,122.9 92 | 22.75,11.1,60.1 93 | 23.00,20.3,397.9 94 | 23.25,16.2,260.7 95 | 23.50,22.6,272.7 96 | 23.75,15.0,165.3 97 | 24.00,13.4,84.5 98 | 24.25,14.1,236.1 99 | 24.50,14.1,326.2 100 | 24.75,18.9,274.8 101 | 25.00,18.7,213.7 102 | 25.25,20.8,335.8 103 | 25.50,11.1,178.6 104 | 25.75,19.4,189.0 105 | 26.00,12.2,286.4 106 | 26.25,14.9,145.2 107 | -------------------------------------------------------------------------------- /1WellPorPerm.csv: -------------------------------------------------------------------------------- 1 | Depth (m),Por (%),Perm (mD) 2 | 0.25,9.974432659,95.5651477 3 | 0.5,14.35712812,224.8361844 4 | 0.75,14.96186619,205.7910511 5 | 1,12.71636729,216.2829378 6 | 1.25,14.05919176,243.072993 7 | 1.5,12.28159916,194.8543035 8 | 1.75,15.01716701,198.0530093 9 | 2,10.88281904,98.55319105 10 | 2.25,15.92335258,197.8596346 11 | 2.5,14.8538963,164.200887 12 | 2.75,14.37299538,228.0757976 13 | 3,13.24380547,146.1387188 14 | 3.25,13.11017641,173.0060366 15 | 3.5,12.64972713,153.6661652 16 | 3.75,10.93743784,147.0197175 17 | 4,14.33196699,151.8698701 18 | 4.25,13.49788519,202.6740721 19 | 4.5,16.78782935,184.4341844 20 | 4.75,10.32976021,167.8238142 21 | 5,14.63840907,199.7771581 22 | 5.25,11.18804975,192.8051405 23 | 5.5,11.75610422,84.87221767 24 | 5.75,14.72616529,125.2950312 25 | 6,8.627557666,99.10841902 26 | 6.25,14.32885555,171.388529 27 | 6.5,9.040097605,151.7569108 28 | 6.75,1.683840754,38.4042377 29 | 7,11.69140205,210.8502392 30 | 7.25,11.66394846,244.1462564 31 | 7.5,7.383079674,88.13784605 32 | 7.75,11.9310949,102.1352811 33 | 8,12.33073909,165.4186514 34 | 8.25,14.27815617,141.5269728 35 | 8.5,12.8689804,124.5485035 36 | 8.75,15.56261919,309.2201157 37 | 9,13.42712449,170.6911829 38 | 9.25,12.70894998,183.3995917 39 | 9.5,12.55396554,162.9844774 40 | 9.75,12.76327317,151.3203727 41 | 10,11.95458423,151.6524716 42 | 10.25,11.10535515,73.91373062 43 | 10.5,11.86262341,112.1356047 44 | 10.75,14.21957702,308.439122 45 | 11,15.61471688,336.9190062 46 | 11.25,16.41371973,173.4208496 47 | 11.5,12.35374349,184.4458359 48 | 11.75,12.18997614,142.2687857 49 | 12,9.414039423,127.9722286 50 | 12.25,16.56426904,181.4851358 51 | 12.5,12.28057554,216.5199501 52 | 12.75,18.36106414,339.5893432 53 | 13,5.793477408,103.4213676 54 | 13.25,12.55173556,93.46681183 55 | 13.5,12.50172401,149.0198601 56 | 13.75,14.85884948,257.2756559 57 | 14,11.19658551,211.6902253 58 | 14.25,18.49724981,560.4204438 59 | 14.5,14.24848015,212.1564084 60 | 14.75,9.55524455,179.2179517 61 | 15,11.55319412,131.9609541 62 | 15.25,14.37015211,180.8697769 63 | 15.5,9.404479148,105.2299684 64 | 15.75,11.06333686,191.7703703 65 | 16,18.43490143,237.9639025 66 | 16.25,18.72830376,245.9274559 67 | 16.5,14.39897518,263.9017697 68 | 16.75,11.05097329,108.1978524 69 | 17,6.394509176,77.51492572 70 | 17.25,13.10992191,181.339954 71 | 17.5,21.93630436,404.8275143 72 | 17.75,12.49904629,157.9963262 73 | 18,10.94775595,182.6174701 74 | 18.25,11.62436883,124.6027972 75 | 18.5,10.10805331,112.6697688 76 | 18.75,7.923815151,79.69926756 77 | 19,14.31245746,124.5553285 78 | 19.25,16.22328428,267.2524704 79 | 19.5,8.203430409,134.4126902 80 | 19.75,6.064195075,58.5696594 81 | 20,5.117369315,59.60881058 82 | 20.25,9.574003636,71.83779484 83 | 20.5,9.214900559,264.3613233 84 | 20.75,10.96433108,132.0442002 85 | 21,12.7718774,227.6810823 86 | 21.25,12.89080871,136.9307365 87 | 21.5,17.28538666,239.3191139 88 | 21.75,12.18744952,98.97061039 89 | 22,8.704109145,114.4273443 90 | 22.25,15.27921957,496.4369713 91 | 22.5,8.64154521,76.34460806 92 | 22.75,8.07135271,131.6649821 93 | 23,15.34757593,208.4716162 94 | 23.25,8.014223593,143.7938238 95 | 23.5,12.16768109,174.406497 96 | 23.75,11.32249273,192.4009634 97 | 24,12.96822201,151.2338686 98 | 24.25,10.22602768,84.37318516 99 | 24.5,9.321376937,73.73787209 100 | 24.75,9.585467733,141.3471968 101 | 25,12.82140806,288.0849786 102 | 25.25,11.8911451,108.8110353 103 | 25.5,10.70348373,171.3851462 104 | 25.75,12.9980398,138.0831386 105 | 26,10.9043677,200.0477352 106 | -------------------------------------------------------------------------------- /2D_MV_200wells.csv: -------------------------------------------------------------------------------- 1 | X,Y,facies_threshold_0.3,porosity,permeability,acoustic_impedance 2 | 565,1485,1,0.1184,6.17,2.009 3 | 2585,1185,1,0.1566,6.275,2.864 4 | 2065,2865,2,0.192,92.297,3.524 5 | 3575,2655,1,0.1621,9.048,2.157 6 | 1835,35,1,0.1766,7.123,3.979 7 | 3375,2525,1,0.1239,1.468,2.337 8 | 2295,1325,1,0.179,31.933,3.491 9 | 3715,3045,2,0.1914,116.781,2.187 10 | 2865,2215,1,0.1763,3.003,2.048 11 | 55,1545,1,0.1674,5.213,2.251 12 | 2125,1105,1,0.1369,3.693,3.627 13 | 565,195,1,0.1095,0.2627,2.86 14 | 3475,1035,1,0.1677,9.914,2.742 15 | 545,3765,1,0.1817,14.311,3.045 16 | 2765,925,1,0.119,0.7731,2.323 17 | 1385,2415,2,0.1774,22.578,2.711 18 | 2965,2605,2,0.1418,18.743,2.583 19 | 245,3765,1,0.1296,9.092,3.801 20 | 1895,2325,2,0.1325,0.4642,3.771 21 | 2485,3525,1,0.1729,146.319,2.341 22 | 3685,515,1,0.08494,0.06073,3.872 23 | 2835,505,1,0.188,31.181,2.316 24 | 855,225,1,0.1147,1.432,3.081 25 | 3665,2685,1,0.1795,76.298,2.175 26 | 2625,3185,1,0.1981,124.222,2.451 27 | 165,2515,1,0.1258,3.523,3.173 28 | 1785,3145,2,0.215,201.363,2.877 29 | 745,3485,1,0.1781,3.254,2.484 30 | 1975,1445,1,0.1428,11.283,3.697 31 | 2085,1215,2,0.1495,3.227,3.801 32 | 3035,745,1,0.1435,1.504,2.221 33 | 1145,1245,1,0.1026,0.08758,2.533 34 | 585,2355,1,0.1772,28.663,2.859 35 | 2405,2005,2,0.19,5.153,2.761 36 | 2125,1515,2,0.1597,5.219,3.796 37 | 2235,2565,2,0.1453,15.9,3.89 38 | 165,2895,1,0.1653,15.528,2.789 39 | 1775,1175,1,0.176,10.832,3.734 40 | 3505,1525,2,0.2232,174.654,3.344 41 | 3375,1565,1,0.1336,1.73,2.944 42 | 2485,3925,1,0.1819,20.725,2.35 43 | 1975,3505,2,0.1591,5.24,2.308 44 | 2965,595,2,0.1328,1.521,2.537 45 | 1785,1045,1,0.1517,2.766,3.562 46 | 1045,255,1,0.1061,0.173,3.275 47 | 3345,565,1,0.08187,0.3709,3.008 48 | 2825,2255,2,0.1682,8.78,2.166 49 | 3555,1025,1,0.1367,1.408,2.972 50 | 865,1605,1,0.1628,19.452,2.015 51 | 945,1205,1,0.1305,1.226,2.072 52 | 1755,85,2,0.1097,0.7976,3.943 53 | 1655,2985,2,0.2062,17.585,3.444 54 | 2825,2055,2,0.168,12.08,2.03 55 | 3355,2305,1,0.1663,4.667,2.054 56 | 2005,3775,1,0.1231,1.961,2.083 57 | 1815,3345,2,0.1965,199.952,2.747 58 | 1005,1275,1,0.1292,0.8418,2.264 59 | 155,3735,1,0.1347,0.2424,3.911 60 | 1265,2735,2,0.1481,0.1702,2.814 61 | 3415,3805,2,0.1523,3.942,3.49 62 | 2615,1025,1,0.1388,1.491,2.383 63 | 2755,1655,2,0.1574,5.232,2.619 64 | 2315,3125,2,0.1769,4.867,2.985 65 | 845,3915,1,0.1982,410.57,2.781 66 | 2035,2395,2,0.161,5.438,3.984 67 | 375,405,1,0.1584,7.227,3.213 68 | 1215,1915,1,0.1594,0.979,3.614 69 | 415,3395,1,0.1146,1.097,3.114 70 | 365,1365,1,0.1367,5.1,2.453 71 | 2685,3435,2,0.1742,3.655,2.979 72 | 3295,3505,2,0.1585,2.675,2.954 73 | 3625,685,1,0.1065,0.3297,3.604 74 | 2525,2345,2,0.181,4.977,2.637 75 | 1005,805,1,0.1372,2.974,2.943 76 | 425,1505,1,0.1384,0.1845,2.046 77 | 545,2815,1,0.0991,0.0931,2.234 78 | 395,1235,1,0.137,5.716,2.801 79 | 2645,3015,2,0.1957,13.194,2.371 80 | 375,2055,1,0.1032,0.295,2.83 81 | 1265,3105,2,0.1973,114.044,2.75 82 | 795,2495,1,0.1336,16.908,2.718 83 | 2685,3235,1,0.1792,55.935,2.621 84 | 2925,1355,1,0.152,5.74,2.553 85 | 415,1125,1,0.08245,0.03486,3.283 86 | 3335,2465,1,0.1505,3.988,2.346 87 | 3365,1605,1,0.0938,1.539,3.017 88 | 1465,705,1,0.1563,10.279,3.243 89 | 2805,1055,1,0.1277,9.009,2.547 90 | 1795,1085,1,0.141,2.789,3.609 91 | 935,2515,1,0.1712,54.898,2.746 92 | 2915,1615,1,0.1428,31.099,2.471 93 | 3835,1095,1,0.07338,0.02198,3.775 94 | 3165,1865,1,0.1595,5.768,2.146 95 | 2725,3765,2,0.1079,0.4611,3.188 96 | 1365,2715,1,0.1191,0.2666,2.788 97 | 285,3835,1,0.132,0.607,3.851 98 | 725,2595,1,0.1394,2.766,2.481 99 | 1855,3025,2,0.2154,463.641,3.091 100 | 25,2695,1,0.1428,3.538,3.527 101 | 3705,3455,2,0.1416,1.687,2.81 102 | 2475,1865,2,0.1658,9.212,2.678 103 | 2565,2185,2,0.187,52.699,2.407 104 | 3165,3925,2,0.1796,17.616,3.313 105 | 1415,705,1,0.177,16.228,3.214 106 | 3365,135,1,0.1714,15.612,3.227 107 | 3775,3465,2,0.1438,2.238,3.028 108 | 2695,1915,1,0.186,19.002,2.067 109 | 35,515,1,0.0964,0.4258,3.222 110 | 3005,315,1,0.1455,3.509,2.667 111 | 2205,355,1,0.1322,0.3612,3.868 112 | 2365,355,1,0.06726,0.1517,3.833 113 | 2255,1045,1,0.1162,0.2283,3.295 114 | 2375,1835,2,0.1021,1.518,3.126 115 | 2325,3995,1,0.1396,1.243,2.131 116 | 3955,235,1,0.1139,0.1293,3.815 117 | 1975,1415,1,0.1576,3.005,3.761 118 | 2195,555,1,0.1417,3.185,3.796 119 | 2665,3205,2,0.2159,273.98,2.551 120 | 3325,3065,2,0.1352,3.213,2.267 121 | 1035,85,1,0.0964,0.1081,3.282 122 | 1555,2325,1,0.1853,13.939,2.869 123 | 925,555,1,0.1898,137.412,3.397 124 | 2065,1665,2,0.1785,9.32,3.822 125 | 2225,705,1,0.1648,3.656,3.572 126 | 1195,3695,2,0.1367,9.578,3.377 127 | 1965,3265,2,0.1644,14.558,2.769 128 | 455,2425,1,0.1376,9.587,2.777 129 | 1615,2285,2,0.1974,159.567,3.167 130 | 2585,2535,2,0.1498,2.279,2.911 131 | 505,475,1,0.1524,131.478,3.76 132 | 3745,2875,1,0.1579,9.802,2.205 133 | 665,705,1,0.147,0.976,3.826 134 | 3765,1925,1,0.1105,0.2586,3.57 135 | 3075,1285,1,0.1825,22.825,2.304 136 | 3385,905,1,0.1227,1.998,2.81 137 | 3505,2775,2,0.1414,0.984,2.359 138 | 195,2385,1,0.1347,0.5062,3.217 139 | 405,1985,1,0.165,6.308,2.589 140 | 1855,3095,2,0.2019,257.99,2.886 141 | 1635,1465,1,0.1487,2.697,3.922 142 | 3115,425,1,0.1784,4.983,2.525 143 | 1745,255,2,0.0784,1.015,3.949 144 | 3925,375,1,0.1061,0.03973,3.767 145 | 3885,2055,1,0.1491,12.667,3.317 146 | 1135,1895,1,0.0915,0.0932,3.44 147 | 2915,2805,2,0.1677,3.615,2.405 148 | 2295,2585,2,0.1811,11.37,3.825 149 | 2345,1835,2,0.1377,6.656,3.042 150 | 1975,2745,2,0.2158,361.704,3.839 151 | 1965,1215,1,0.1356,12.144,3.735 152 | 3845,1025,1,0.1062,0.08598,3.841 153 | 3595,925,1,0.132,2.575,3.39 154 | 3745,115,1,0.05,0.01653,3.527 155 | 385,1175,1,0.08678,0.5046,3.144 156 | 3405,1035,1,0.1474,2.522,2.84 157 | 1895,3475,2,0.164,21.14,2.383 158 | 1175,2855,1,0.15,2.499,2.544 159 | 995,635,1,0.1606,13.401,3.46 160 | 185,2645,2,0.1478,3.493,3.116 161 | 3475,1855,1,0.1645,14.927,2.84 162 | 2055,385,1,0.1415,1.058,3.878 163 | 1465,1855,2,0.1821,43.468,3.935 164 | 375,2875,1,0.1319,2.054,2.239 165 | 275,675,1,0.08012,0.05744,3.902 166 | 2455,2885,2,0.2158,9.592,2.773 167 | 2255,35,1,0.177,23.666,3.92 168 | 2725,3835,2,0.08209,0.7594,3.145 169 | 2495,285,2,0.1254,2.021,3.757 170 | 2565,1695,2,0.1611,6.744,2.957 171 | 2675,2965,2,0.1916,78.851,2.62 172 | 725,585,1,0.1742,7.771,3.807 173 | 3735,2585,1,0.2063,30.258,2.1 174 | 1455,365,1,0.122,4.784,3.41 175 | 1755,805,1,0.1541,2.403,3.121 176 | 175,3555,1,0.1435,13.416,3.53 177 | 3115,55,1,0.1505,2.648,2.954 178 | 2895,3245,2,0.192,61.929,3.17 179 | 3135,2295,2,0.1104,0.4525,2.162 180 | 2265,55,1,0.1717,5.692,3.913 181 | 1395,215,1,0.1394,3.722,3.501 182 | 2215,2585,2,0.1503,55.678,3.881 183 | 1685,3475,2,0.18,4.415,3.065 184 | 1495,3465,2,0.164,14.837,3.394 185 | 2695,1155,1,0.1808,9.382,2.434 186 | 415,185,1,0.1577,29.165,2.267 187 | 805,155,1,0.1211,0.3441,3.086 188 | 425,2755,1,0.1523,3.83,2.112 189 | 1305,1325,1,0.1467,0.7983,3.135 190 | 2855,1805,2,0.1591,14.714,2.192 191 | 1825,505,1,0.1367,2.73,3.692 192 | 3175,2555,2,0.192,88.459,2.416 193 | 2375,595,1,0.1359,1.038,3.574 194 | 1915,3805,1,0.1513,6.386,2.072 195 | 555,625,1,0.1473,0.6985,3.933 196 | 2635,2435,2,0.1377,23.883,2.625 197 | 2475,785,1,0.1634,9.542,2.945 198 | 3695,2325,1,0.1548,6.412,2.298 199 | 375,1705,1,0.1321,2.404,2.087 200 | 3795,535,1,0.06092,0.01582,3.907 201 | 3455,1645,1,0.1505,0.99,2.992 202 | -------------------------------------------------------------------------------- /2D_Porosity_Small.csv: -------------------------------------------------------------------------------- 1 | X,Y,Porosity 2 | 45.229787,53.65310365,23.58578644 3 | 16.95587808,99.35463799,10.0229342 4 | 54.07193898,50.75584027,23.72524512 5 | 70.68358192,92.63436744,13.03651389 6 | 95.32507398,7.839373675,9.427588498 7 | 93.89917273,65.15645539,13.29530009 8 | 12.18707364,32.26124603,14.82036346 9 | 83.29095059,95.51423294,10.69965035 10 | 79.77471739,76.68685463,14.90978196 11 | 56.75641493,91.6098464,14.35516557 12 | 71.91741363,83.00300585,14.87577163 13 | 41.03657464,21.4868039,17.71989011 14 | 60.32092329,27.82540008,18.85081306 15 | 1.546313147,5.643945075,8.721179404 16 | 68.49981025,67.95709006,18.45687384 17 | 19.11214025,57.69474846,17.23791265 18 | 60.09881209,38.32621232,21.1109127 19 | 48.5871879,75.95498955,18.49519408 20 | 2.951496237,89.74696922,9.570725876 21 | 9.892353509,50.50243171,14.99687549 22 | 4.252277239,7.468801782,9.611286603 23 | 4.852809491,14.60126964,10.74780719 24 | 32.23904677,95.30636246,12.73980016 25 | 77.00294649,69.78328311,16.39767473 26 | 7.990474115,87.59114066,10.84019774 27 | 29.38415105,25.11671562,17.18975032 28 | 2.596439515,1.744412559,8.205283569 29 | 84.98568575,64.6775692,15.48028362 30 | 81.861973,85.04928524,12.95840542 31 | 10.24993039,84.76085524,11.89942749 32 | -------------------------------------------------------------------------------- /2WellPorPermSample.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/13cb4563800f1a9b7c224c8ba7ac858bb52ca4fa/2WellPorPermSample.xlsx -------------------------------------------------------------------------------- /About_Michael_Pyrcz.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/13cb4563800f1a9b7c224c8ba7ac858bb52ca4fa/About_Michael_Pyrcz.pdf -------------------------------------------------------------------------------- /Bivariate_model_fit_check_data.csv: -------------------------------------------------------------------------------- 1 | Depth,Fines 2 | 10,0.323508407 3 | 20,0.204807828 4 | 30,0.320571473 5 | 40,0.28031979 6 | 50,0.441058031 7 | 60,0.586429661 8 | 70,0.366648444 9 | 80,0.620287411 10 | 90,0.599474937 11 | 100,0.749805672 12 | -------------------------------------------------------------------------------- /CA_TX_cities_data.csv: -------------------------------------------------------------------------------- 1 | Cities;Distance (km);Population (people);Median Income (USD);Travel to Work (min) 2 | Amarillo;477;203245;52543;17.8 3 | Austin;202;974581;67462;24.3 4 | Corpus Christi;449;326162;55709;19.2 5 | Dallas;279;1358066;50100;27 6 | El Paso;678;681877;45656;22.8 7 | Fort Worth;236;894195;59255;27.2 8 | Houston;424;2338187;51140;27.4 9 | Midland;266;144600;79744;18.8 10 | San Antonio;242;1544672;50980;24.4 11 | Waco;207;139324;37735;17.5 12 | Anaheim;398;350365;69443;28.5 13 | Bakersfield;205;384145;62340;22.6 14 | Fresno;57;531576;47189;21.8 15 | Los Angeles;365;3979576;58385;31.4 16 | Oakland;256;433031;68442;32.7 17 | Sacramento;236;513624;58456;25.6 18 | Santa Barbara;308;91364;74798;17 19 | San Diego;539;1423851;75456;24.1 20 | San Francisco;268;881549;104552;33.3 21 | San Jose;214;1021795;104234;30.2 22 | -------------------------------------------------------------------------------- /CITATION.cff: -------------------------------------------------------------------------------- 1 | cff-version: 1.2.0 2 | message: "If you use this data repository, please cite it as below." 3 | authors: 4 | - family-names: Pyrcz 5 | given-names: Michael J. 6 | orcid: https://orcid.org/0000-0002-5983-219X 7 | title: "GeoDataSets: Synthetic Subsurface Data Repository" 8 | version: 0.0.1 9 | doi: https://doi.org/10.5281/zenodo.5564874 10 | date-released: 2021-10-12 11 | -------------------------------------------------------------------------------- /Density_Por_data.csv: -------------------------------------------------------------------------------- 1 | Depth,Density,Porosity 2 | 0,1.281391401,16.61098204 3 | 0.25,1.404932256,13.66807333 4 | 0.5,2.346926245,9.590091762 5 | 0.75,1.348847,15.87790716 6 | 1,2.331652569,4.968240386 7 | 1.25,2.044451225,8.936061146 8 | 1.5,2.071623976,9.474240816 9 | 1.75,1.348392634,19.08760538 10 | 2,2.022877261,10.67288669 11 | 2.25,1.734372518,13.98193422 12 | 2.5,1.346446263,19.60071694 13 | 2.75,1.443188803,18.1316436 14 | 3,1.411964982,13.65804466 15 | 3.25,1.742533626,13.90115168 16 | 3.5,2.070014879,9.22465325 17 | 3.75,1.552689418,14.15730284 18 | 4,2.062119344,8.10087975 19 | 4.25,1.574742123,13.14340728 20 | 4.5,1.6816664,15.74831794 21 | 4.75,2.242330227,8.77822608 22 | 5,1.498494715,16.00038062 23 | 5.25,1.438899821,16.52985704 24 | 5.5,1.821962802,8.190404924 25 | 5.75,1.864560778,11.35754749 26 | 6,1.530698523,16.47675089 27 | 6.25,1.615384162,12.74384611 28 | 6.5,1.344084254,14.10590136 29 | 6.75,1.48361423,12.70748838 30 | 7,1.783735571,13.39351793 31 | 7.25,1.170097006,19.30595887 32 | 7.5,1.592215688,14.04959279 33 | 7.75,1.762359193,13.2748232 34 | 8,1.6874243,11.7462997 35 | 8.25,2.216014183,9.376752236 36 | 8.5,2.011019254,9.685327555 37 | 8.75,1.795190219,11.0150211 38 | 9,1.721329528,12.41160793 39 | 9.25,1.067960496,16.78685864 40 | 9.5,1.748787752,12.2585923 41 | 9.75,1.830100641,10.75710641 42 | 10,1.552712741,14.12071987 43 | 10.25,1.785164835,12.04269542 44 | 10.5,1.703634912,12.82602066 45 | 10.75,1.70832153,10.72846174 46 | 11,1.600907982,14.72467342 47 | 11.25,1.684449024,12.24480636 48 | 11.5,1.976908791,8.513226662 49 | 11.75,1.301056589,15.28057128 50 | 12,1.802991535,10.12025821 51 | 12.25,1.945379891,12.07114433 52 | 12.5,1.830768252,12.07878262 53 | 12.75,1.921065996,13.1881274 54 | 13,2.009664215,8.403007685 55 | 13.25,1.506766837,13.02187757 56 | 13.5,2.053912522,8.340398665 57 | 13.75,1.5474627,13.23491708 58 | 14,1.664853569,12.09656666 59 | 14.25,1.885086578,9.24260738 60 | 14.5,1.479878186,14.44313832 61 | 14.75,1.906633542,12.84569086 62 | 15,1.897086562,11.24583759 63 | 15.25,2.053700775,14.23092995 64 | 15.5,1.877235101,11.43335671 65 | 15.75,1.940447373,11.05807858 66 | 16,2.064278926,5.496011106 67 | 16.25,2.410559617,7.531067302 68 | 16.5,2.275680583,4.966421156 69 | 16.75,1.778580468,11.42634256 70 | 17,1.711017142,14.03703208 71 | 17.25,1.789746328,14.35608284 72 | 17.5,1.555590743,12.56106327 73 | 17.75,1.766822783,10.48505205 74 | 18,2.119651761,8.614564272 75 | 18.25,2.231985698,8.924206208 76 | 18.5,1.081640483,17.07847283 77 | 18.75,1.768993052,11.53103524 78 | 19,2.090104768,10.74347068 79 | 19.25,1.697005069,10.49509173 80 | 19.5,1.940665849,9.141132477 81 | 19.75,1.830084915,10.56122243 82 | 20,1.750351948,11.32594125 83 | 20.25,1.6662854,15.60944523 84 | 20.5,1.466517198,17.06652872 85 | 20.75,1.650921119,13.87684146 86 | 21,0.996735657,20.96494052 87 | 21.25,1.528019408,15.05175885 88 | 21.5,1.774020674,9.489298087 89 | 21.75,1.846019123,10.54648274 90 | 22,1.791432053,14.50674826 91 | 22.25,1.410996378,14.37198997 92 | 22.5,1.728705421,13.87951459 93 | 22.75,1.841451373,13.49375809 94 | 23,1.705465523,17.18536004 95 | 23.25,1.8303687,10.66002193 96 | 23.5,1.568988269,13.76706013 97 | 23.75,1.304008671,16.89862399 98 | 24,1.631896214,12.64829459 99 | 24.25,1.833308668,10.05040523 100 | 24.5,1.718085231,12.36588216 101 | 24.75,2.339324402,9.683182885 102 | 25,1.743518621,14.75806844 103 | 25.25,1.753577967,10.82605673 104 | 25.5,1.257020752,18.48580185 105 | 25.75,1.948154927,11.83286343 106 | 26,1.600547546,11.4692405 107 | -------------------------------------------------------------------------------- /GrainSize_Por.csv: -------------------------------------------------------------------------------- 1 | Grainsize,Porosity 2 | 2.689283565,5.4 3 | 6.683638,10.64758153 4 | 9.877105971,7.92627108 5 | 12.23934359,11.278953 6 | 27.62331232,10.5087534 7 | 27.94166989,14.96062111 8 | 28.09645698,10.61949373 9 | 29.96259559,11.89665822 10 | 30.6026846,12.47906753 11 | 31.78850208,16.86581914 12 | 35.97700717,16.61148534 13 | 42.2467799,16.71740604 14 | 44.86560106,15.0233509 15 | 54.4951214,15.60148588 16 | 59.4344562,16.78579283 17 | 71.21556216,17.48670288 18 | 73.86275619,19.64164529 19 | 76.98991133,22.98350967 20 | 88.40152275,20.46433382 21 | 97.02276558,23.43117181 22 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Copyright (c) 2018 Michael Pyrcz 2 | 3 | Permission is hereby granted, free of charge, to any person obtaining a copy 4 | of this software and associated documentation files (the "Software"), to deal 5 | in the Software without restriction, including without limitation the rights 6 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 7 | copies of the Software, and to permit persons to whom the Software is 8 | furnished to do so, subject to the following conditions: 9 | 10 | The above copyright notice and this permission notice shall be included in all 11 | copies or substantial portions of the Software. 12 | 13 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 14 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 15 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 16 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 17 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 18 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 19 | SOFTWARE. 20 | -------------------------------------------------------------------------------- /MPS_Training_image_and_Realizations_500.npz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/13cb4563800f1a9b7c224c8ba7ac858bb52ca4fa/MPS_Training_image_and_Realizations_500.npz -------------------------------------------------------------------------------- /NSCORE_Data.csv: -------------------------------------------------------------------------------- 1 | Index,Prob,Porosity,Nporosity 2 | 1,0.01,3.72,-2.35 3 | 2,0.02,3.96,-2.08 4 | 3,0.03,4.38,-1.91 5 | 4,0.04,4.57,-1.78 6 | 5,0.05,5.15,-1.67 7 | 6,0.06,5.28,-1.58 8 | 7,0.07,6.25,-1.51 9 | 8,0.08,6.48,-1.44 10 | 9,0.08,6.67,-1.37 11 | 10,0.09,6.7,-1.31 12 | 11,0.1,6.92,-1.26 13 | 12,0.11,7.06,-1.21 14 | 13,0.12,7.07,-1.16 15 | 14,0.13,7.29,-1.12 16 | 15,0.14,7.45,-1.07 17 | 16,0.15,7.54,-1.03 18 | 17,0.16,7.7,-0.99 19 | 18,0.17,7.89,-0.95 20 | 19,0.18,8.16,-0.92 21 | 20,0.19,8.24,-0.88 22 | 21,0.2,8.48,-0.85 23 | 22,0.21,8.98,-0.81 24 | 23,0.22,9.19,-0.78 25 | 24,0.23,9.3,-0.75 26 | 25,0.24,9.33,-0.72 27 | 26,0.25,9.37,-0.69 28 | 27,0.25,9.41,-0.66 29 | 28,0.26,9.62,-0.63 30 | 29,0.27,9.64,-0.6 31 | 30,0.28,9.74,-0.57 32 | 31,0.29,9.75,-0.55 33 | 32,0.3,9.87,-0.52 34 | 33,0.31,9.89,-0.49 35 | 34,0.32,9.9,-0.47 36 | 35,0.33,10.08,-0.44 37 | 36,0.34,10.31,-0.41 38 | 37,0.35,10.41,-0.39 39 | 38,0.36,10.47,-0.36 40 | 39,0.37,10.59,-0.34 41 | 40,0.38,10.6,-0.31 42 | 41,0.39,10.93,-0.29 43 | 42,0.4,10.94,-0.26 44 | 43,0.41,10.96,-0.24 45 | 44,0.42,11.06,-0.21 46 | 45,0.42,11.08,-0.19 47 | 46,0.43,11.13,-0.17 48 | 47,0.44,11.45,-0.14 49 | 48,0.45,11.46,-0.12 50 | 49,0.46,11.57,-0.09 51 | 50,0.47,11.58,-0.07 52 | 51,0.48,11.72,-0.05 53 | 52,0.49,11.84,-0.02 54 | 53,0.5,12.11,0 55 | 54,0.51,12.17,0.02 56 | 55,0.52,12.24,0.05 57 | 56,0.53,12.29,0.07 58 | 57,0.54,12.4,0.09 59 | 58,0.55,12.41,0.12 60 | 59,0.56,12.44,0.14 61 | 60,0.57,12.58,0.17 62 | 61,0.58,12.64,0.19 63 | 62,0.58,12.73,0.21 64 | 63,0.59,12.79,0.24 65 | 64,0.6,12.79,0.26 66 | 65,0.61,13.09,0.29 67 | 66,0.62,13.29,0.31 68 | 67,0.63,13.37,0.34 69 | 68,0.64,13.5,0.36 70 | 69,0.65,13.67,0.39 71 | 70,0.66,13.73,0.41 72 | 71,0.67,13.74,0.44 73 | 72,0.68,13.74,0.47 74 | 73,0.69,13.92,0.49 75 | 74,0.7,13.97,0.52 76 | 75,0.71,13.99,0.55 77 | 76,0.72,14.07,0.57 78 | 77,0.73,14.11,0.6 79 | 78,0.74,14.15,0.63 80 | 79,0.75,14.2,0.66 81 | 80,0.75,14.2,0.69 82 | 81,0.76,14.21,0.72 83 | 82,0.77,14.35,0.75 84 | 83,0.78,14.38,0.78 85 | 84,0.79,14.43,0.81 86 | 85,0.8,14.56,0.85 87 | 86,0.81,14.62,0.88 88 | 87,0.82,14.76,0.92 89 | 88,0.83,14.83,0.95 90 | 89,0.84,14.88,0.99 91 | 90,0.85,14.93,1.03 92 | 91,0.86,14.98,1.07 93 | 92,0.87,15.55,1.12 94 | 93,0.88,15.85,1.16 95 | 94,0.89,15.92,1.21 96 | 95,0.9,15.95,1.26 97 | 96,0.91,16.11,1.31 98 | 97,0.92,17.04,1.37 99 | 98,0.92,17.16,1.44 100 | 99,0.93,17.17,1.51 101 | 100,0.94,17.28,1.58 102 | 101,0.95,18.39,1.67 103 | 102,0.96,19.21,1.78 104 | 103,0.97,19.77,1.91 105 | 104,0.98,20.36,2.08 106 | 105,0.99,20.98,2.35 107 | -------------------------------------------------------------------------------- /NonlinearPor_Perm_data.csv: -------------------------------------------------------------------------------- 1 | Index,PorosityA,PermeabilityA,LogPorA,LogPermA,PorosityB,PermeabilityB,LogPorB,LogPermB 2 | 1,16,435,1.2,2.638489257,10,101.9,1,2.008238867 3 | 2,19.7,543,1.3,2.73479983,9.1,86.1,1,1.934981016 4 | 3,17,342,1.2,2.534026106,9.6,103,1,2.012881303 5 | 4,19.1,761,1.3,2.881384657,14.6,243.5,1.2,2.386511083 6 | 5,11.1,170.3,1,2.231159979,12.9,159,1.1,2.201311382 7 | 6,13.9,171.4,1.1,2.234072737,11.8,126.4,1.1,2.101850987 8 | 7,9.1,96.7,1,1.9854832,12,157.1,1.1,2.196176073 9 | 8,0.9,27.6,-0.1,1.44162361,14.1,194.1,1.1,2.287946581 10 | 9,8.5,136.4,0.9,2.13481704,15.1,230.4,1.2,2.362575437 11 | 10,7.2,131.7,0.9,2.119583313,11.8,152.5,1.1,2.183214502 12 | 11,20.6,893,1.3,2.950851459,13.5,190,1.1,2.278642382 13 | 12,14.3,131.9,1.2,2.120298598,17.8,299.6,1.2,2.476548711 14 | 13,11.4,108.8,1.1,2.036717891,7.2,74,0.9,1.869210929 15 | 14,12.9,180.3,1.1,2.256092973,3.3,43.3,0.5,1.636568876 16 | 15,10.9,156,1,2.193106767,13.5,164.2,1.1,2.215433551 17 | 16,8.5,88.4,0.9,1.946418541,6.5,67.5,0.8,1.829148509 18 | 17,8.7,96.5,0.9,1.984384675,17.2,357.4,1.2,2.553120786 19 | 18,14,230.6,1.1,2.362934073,16.6,302.3,1.2,2.480426202 20 | 19,17.4,187.5,1.2,2.273112153,13.1,202.1,1.1,2.305589862 21 | 20,14.3,154.6,1.2,2.189330095,12.9,185.9,1.1,2.269286282 22 | 21,8.1,112.6,0.9,2.05152198,11.5,119.7,1.1,2.07827006 23 | 22,12.6,85.6,1.1,1.932472413,14.8,181.1,1.2,2.257894443 24 | 23,11.4,165.9,1.1,2.219809777,15.6,217.6,1.2,2.337591751 25 | 24,11.2,99.2,1,1.996582586,13.5,174.5,1.1,2.24187957 26 | 25,12.6,261.4,1.1,2.417363134,8.8,105.5,0.9,2.023301187 27 | 26,12.9,193.6,1.1,2.287001477,6.9,66.5,0.8,1.822672142 28 | 27,11.9,167.6,1.1,2.224179801,16,218.3,1.2,2.339024084 29 | 28,7.4,85.3,0.9,1.930837555,14.5,231.9,1.2,2.365318018 30 | 29,13.1,223,1.1,2.348400895,15.6,261,1.2,2.416621026 31 | 30,13.9,162.4,1.1,2.210619587,17.5,334.9,1.2,2.524877013 32 | 31,13.7,363.3,1.1,2.560267389,14.2,239.8,1.2,2.379837238 33 | 32,7.6,81.2,0.9,1.909793,6.5,57.8,0.8,1.761601495 34 | 33,12.2,142,1.1,2.152313253,10.2,106,1,2.025223917 35 | 34,9.2,30,1,1.47666399,4.6,48.5,0.7,1.685911795 36 | 35,10.3,140.6,1,2.147839612,15.3,265.7,1.2,2.424367547 37 | 36,16.7,934,1.2,2.970346876,13.4,169.2,1.1,2.228302588 38 | 37,15.9,432,1.2,2.635483747,12.4,173.3,1.1,2.238830162 39 | 38,18.8,456,1.3,2.658964843,11.7,123.3,1.1,2.091084461 40 | 39,15.3,207.1,1.2,2.316182059,17.6,374.6,1.2,2.573576991 41 | 40,11.3,165.7,1.1,2.219413556,9.2,109.9,1,2.040936662 42 | 41,13.2,49,1.1,1.690077772,15,211.3,1.2,2.324990196 43 | 42,10.6,135.8,1,2.133056456,10.7,107.6,1,2.031962749 44 | 43,13.8,155.5,1.1,2.191591976,12.9,141.6,1.1,2.150916966 45 | 44,12.8,181.9,1.1,2.25986964,16.2,287.1,1.2,2.458038156 46 | 45,14.6,250,1.2,2.397940009,11.2,131.6,1.1,2.119372387 47 | 46,10,120.6,1,2.081342207,16.9,307.5,1.2,2.487866656 48 | 47,10.6,157.2,1,2.196424569,18.7,459.5,1.3,2.662323102 49 | 48,8.7,146.8,0.9,2.166842376,16.2,267.5,1.2,2.427269696 50 | 49,12.3,123.6,1.1,2.091990706,11.4,123.8,1.1,2.092882278 51 | 50,10,49.1,1,1.690744068,14.6,174.1,1.2,2.240714208 52 | 51,10.6,97.8,1,1.990188802,12.3,155.8,1.1,2.19253591 53 | 52,11,176.6,1,2.246980631,10.5,127.8,1,2.106378272 54 | 53,14.3,444.4,1.2,2.64776671,13.2,167,1.1,2.222616701 55 | 54,8.8,124.7,0.9,2.095786615,14.7,214,1.2,2.330478534 56 | 55,11.3,159.3,1.1,2.202208894,10.8,113.3,1,2.054164781 57 | 56,9.6,173.4,1,2.239008354,9.4,109.9,1,2.04096458 58 | 57,16.9,594,1.2,2.773786445,12.1,149,1.1,2.173232518 59 | 58,11.5,211.8,1.1,2.325988959,13.5,222.3,1.1,2.347027463 60 | 59,8.9,73.5,0.9,1.866404239,14,174.7,1.1,2.242305575 61 | 60,10,247.1,1,2.392874951,11.5,132.7,1.1,2.122864998 62 | 61,14.6,177.9,1.2,2.250088178,10.6,109,1,2.037296999 63 | 62,18.5,598,1.3,2.776701184,20.6,600.3,1.3,2.778377921 64 | 63,9.4,140.8,1,2.148729419,12.9,188.9,1.1,2.276325881 65 | 64,14.1,167.4,1.1,2.223693743,12.9,197.6,1.1,2.295770599 66 | 65,12.8,123.6,1.1,2.091965085,9.5,119.1,1,2.075762583 67 | 66,16.7,364.2,1.2,2.561377909,12.2,139.5,1.1,2.144487992 68 | 67,3.8,33.2,0.6,1.52112068,10.4,113.4,1,2.054684013 69 | 68,19.1,483,1.3,2.683947131,17.8,406.5,1.3,2.609054576 70 | 69,12,75.8,1.1,1.879768862,13,196.2,1.1,2.292753872 71 | 70,17.1,550,1.2,2.740362689,8.7,94.5,0.9,1.975430085 72 | 71,9.9,99,1,1.995488487,13.3,174.4,1.1,2.241661046 73 | 72,11.2,135,1,2.130369172,7.4,68.6,0.9,1.836142688 74 | 73,11.8,177.4,1.1,2.248995922,10.9,115,1,2.060688568 75 | 74,15.8,247.2,1.2,2.392969059,7.3,65.4,0.9,1.8154352 76 | 75,6.3,68.6,0.8,1.836283683,4.9,56.5,0.7,1.752073759 77 | 76,17.1,316.1,1.2,2.499888677,14.9,237.8,1.2,2.376222169 78 | 77,13.2,119.2,1.1,2.076164616,18.5,356.2,1.3,2.551684854 79 | 78,11.6,177.9,1.1,2.250170307,10,124.4,1,2.094648873 80 | 79,7.2,122.4,0.9,2.087891722,13.8,208.8,1.1,2.319670818 81 | 80,12,82.5,1.1,1.916348479,14.3,195.4,1.2,2.290834981 82 | 81,16.3,233.9,1.2,2.368970438,15,233.9,1.2,2.36904185 83 | 82,11,85.2,1,1.930233878,12,156.1,1.1,2.193501232 84 | 83,6.4,203.1,0.8,2.307644133,7.3,75.1,0.9,1.875512257 85 | 84,9,151.2,1,2.179692428,12.1,163.1,1.1,2.212548142 86 | 85,7.8,203.7,0.9,2.308992812,7.9,90.7,0.9,1.957650364 87 | 86,12.6,132.3,1.1,2.121430881,14.7,260.4,1.2,2.415684325 88 | 87,12.6,167.4,1.1,2.2236501,12.1,136.8,1.1,2.136199603 89 | 88,8.5,101,0.9,2.004264519,7.3,66.5,0.9,1.822990529 90 | 89,12.3,233.6,1.1,2.368565167,10.1,121.1,1,2.083309124 91 | 90,13.7,319.9,1.1,2.504947662,8.6,89.8,0.9,1.953191963 92 | 91,9.1,146.1,1,2.164650116,15.9,248.7,1.2,2.395699411 93 | 92,18.7,545,1.3,2.736396502,8.7,89.9,0.9,1.953681738 94 | 93,14.8,435,1.2,2.638489257,17.4,309.9,1.2,2.491264893 95 | 94,11.1,131.2,1,2.117778374,9.9,101.5,1,2.006487051 96 | 95,7.6,142.1,0.9,2.152542579,15.3,271.8,1.2,2.434257681 97 | 96,9.7,169.7,1,2.229773863,11.9,158.1,1.1,2.198922275 98 | 97,17.9,456,1.3,2.658964843,10.5,108.6,1,2.03573526 99 | 98,17,567,1.2,2.753583059,16.5,313.7,1.2,2.496464899 100 | 99,7.4,71.5,0.9,1.854336825,8.7,85.7,0.9,1.93293952 101 | 100,11.5,185.9,1.1,2.269357644,9.2,103.1,1,2.013167352 102 | 101,11.9,344,1.1,2.536558443,12,141.4,1.1,2.150373906 103 | 102,10.3,79.8,1,1.901868604,10.3,121.5,1,2.084692889 104 | 103,5.8,81.5,0.8,1.910925438,14.9,204.2,1.2,2.310073934 105 | 104,10.6,220.9,1,2.34425226,14.3,179,1.2,2.252763814 106 | 105,13.1,163.7,1.1,2.213954231,19.5,445.8,1.3,2.649109356 107 | -------------------------------------------------------------------------------- /PGE383_Dataset_13_Wells.csv: -------------------------------------------------------------------------------- 1 | ,X,Y,Facies,Porosity,Perm,AI 2 | 0,50.0,950.0,0.0,0.12757899269015366,6.417782166424711,5549.013511517055 3 | 3,50.0,800.0,0.0,0.1266476771591429,3.238737643709373,4600.016609218389 4 | 4,50.0,750.0,1.0,0.15324363309690964,1.0964669355729342,5329.511725544013 5 | 8,50.0,550.0,1.0,0.2105798895586585,447.5633092112408,4046.5605133721465 6 | 9,50.0,500.0,1.0,0.20456875790683385,403.19637872333954,2784.152172676395 7 | 10,50.0,450.0,1.0,0.23853902047113526,211.48413794533698,2709.394760458794 8 | 11,50.0,400.0,1.0,0.2299683731863955,1224.079442637511,2704.2568015700026 9 | 12,50.0,350.0,1.0,0.22240409436088754,271.49685662211397,3701.340849327212 10 | 13,50.0,300.0,1.0,0.17599533661112648,17.487224726812258,4260.5741894450175 11 | 15,50.0,200.0,1.0,0.15261204356559166,6.038086611636095,5888.887577389898 12 | 17,50.0,100.0,1.0,0.14344372365356603,13.892888850490982,6332.545942460783 13 | 22,100.0,800.0,1.0,0.13011199575893218,0.5301093115028418,4257.260030486569 14 | 23,100.0,750.0,1.0,0.135292672573493,0.6004727149994541,4977.53455426458 15 | 25,100.0,650.0,1.0,0.13706601781525415,4.8613165082351655,3851.4342850814683 16 | 26,100.0,600.0,1.0,0.16283270562428753,23.969540781992485,4676.329869627601 17 | 27,100.0,550.0,1.0,0.1950190968379356,26.635459801295266,4012.6811857914618 18 | 29,100.0,450.0,1.0,0.1974006853744637,178.2008785297234,1895.3264511638645 19 | 30,100.0,400.0,1.0,0.22212467390996,98.89867395385869,2517.1623881080136 20 | 31,100.0,350.0,1.0,0.1932077346389906,1673.8151979595111,4295.172375263054 21 | 36,100.0,100.0,0.0,0.14528278524613625,2.0976736106796965,6405.975414866016 22 | 37,100.0,50.0,0.0,0.11049458674763574,0.19652803404061328,5850.447684190518 23 | 39,150.0,900.0,1.0,0.1537846062537649,0.2463871039617197,5374.011545533274 24 | 41,150.0,800.0,1.0,0.12417587296308803,2.91457532973735,5077.115994565249 25 | 42,150.0,750.0,1.0,0.13651834302274177,8.001098586834779,5317.414329741913 26 | 46,150.0,550.0,1.0,0.16660752351735814,240.3220047519341,3280.2972760419216 27 | 47,150.0,500.0,1.0,0.21570915699561394,850.7874288073091,2614.072951556149 28 | 48,150.0,450.0,1.0,0.2094953097273222,72.1525436112714,3493.7484418804024 29 | 63,200.0,650.0,1.0,0.1368896751572422,29.1908322933623,4773.853454277851 30 | 64,200.0,600.0,1.0,0.1552216897355058,259.8944038873902,3444.5111917573486 31 | 65,200.0,550.0,1.0,0.1659565932011045,552.2153467784117,3704.248389285872 32 | 67,200.0,450.0,1.0,0.20862239007263128,82.78107564990523,2763.4614414759935 33 | 71,200.0,250.0,1.0,0.1334388965140106,74.95329161150036,6616.955730329275 34 | 73,200.0,150.0,0.0,0.15230781195147244,21.8828936534606,6579.723437511621 35 | 76,250.0,950.0,1.0,0.1479470651455525,0.3356577401293211,5069.589765214182 36 | 82,250.0,650.0,1.0,0.14976913337770864,36.3053148385581,4495.806697069619 37 | 83,250.0,600.0,1.0,0.16127044900130394,42.16672629218516,3561.5073825219956 38 | 86,250.0,450.0,1.0,0.157747621952374,177.30147263061423,3245.7678909579936 39 | 88,250.0,350.0,0.0,0.12285886742593574,0.051813343289549375,5057.007623990849 40 | 90,250.0,250.0,1.0,0.1488040630971588,37.564222503578975,5658.608075532629 41 | 91,250.0,200.0,1.0,0.1288039310688414,26.734951916884228,6834.960362844868 42 | 92,250.0,150.0,0.0,0.12667633785856244,5.584851194762578,6495.292033053827 43 | 94,250.0,50.0,0.0,0.12383030836765017,0.051993034790716666,5630.736983789174 44 | 98,300.0,800.0,1.0,0.15229135665381843,5.293761735165158,4590.107628689387 45 | 99,300.0,750.0,1.0,0.13915484908397074,0.08390391293504385,4723.322141329071 46 | 104,300.0,500.0,1.0,0.17463506178380106,17.816276183725506,2538.6442611386146 47 | 106,300.0,400.0,0.0,0.13174054960114165,0.5237943774313584,4329.268230078028 48 | 109,300.0,250.0,1.0,0.15763432575348124,18.805958250946762,6036.326332536358 49 | 110,300.0,200.0,1.0,0.15676381697004993,133.80183189791032,5593.3100505544435 50 | 113,300.0,50.0,0.0,0.1126127743011696,0.034537810568048354,5861.276044266575 51 | 115,350.0,900.0,0.0,0.12287314816809274,228.70791220170057,5158.447978289478 52 | 116,350.0,850.0,1.0,0.13938196714149165,16.968816801207605,4450.709519226561 53 | 119,350.0,700.0,1.0,0.16457243418264975,102.57359706895669,4250.752470704643 54 | 123,350.0,500.0,1.0,0.15387687834269886,11.272005617734534,3670.945826918789 55 | 125,350.0,400.0,0.0,0.11690548498532301,0.2689486604660745,4900.707962347655 56 | 126,350.0,350.0,0.0,0.12592726572259683,15.036367255986343,5675.17380780889 57 | 127,350.0,300.0,1.0,0.12281636894155598,45.021680441551496,5710.389677672711 58 | 128,350.0,250.0,1.0,0.156475038013439,6.128810234344614,5696.061177787939 59 | 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380,735.0,4.0,1.0,0.16051554717850955,174.30516017315256,4353.533478201639 192 | 381,695.0,-6.0,1.0,0.1509754005760522,9.4828589597315,3303.0356046366724 193 | 382,705.0,-6.0,1.0,0.159337155339016,24.953073160412597,3186.910509197106 194 | 383,715.0,-6.0,1.0,0.15838787984089883,26.430545243456173,3372.3418861591854 195 | 385,735.0,-6.0,1.0,0.16051554717850955,174.30516017315256,4353.533478201639 196 | 388,990.0,839.0,1.0,0.1479324155592309,0.408338942039194,5009.365104465986 197 | 390,490.0,979.0,0.0,0.10829588005556094,14.412965135847584,4351.362991086641 198 | 391,620.0,589.0,1.0,0.18339927968687764,8.787415533510096,2443.801488052711 199 | 392,950.0,959.0,0.0,0.12485999602887769,0.8870169923307593,4310.971897648723 200 | 393,800.0,29.0,1.0,0.17538857806202762,19.30836894711354,3641.254132623504 201 | 394,620.0,389.0,1.0,0.16274639085703638,100.1710076394839,5416.062744540795 202 | 395,160.0,769.0,1.0,0.14690643008355436,17.37581180742707,5020.287368503894 203 | 396,530.0,699.0,1.0,0.16051501417582387,10.320921343543272,4858.654936266696 204 | 397,640.0,259.0,1.0,0.15022393765436726,29.12870756661692,4686.012578530649 205 | 398,130.0,559.0,1.0,0.16864493896344354,53.06187071212283,4496.228446521308 206 | 400,710.0,479.0,1.0,0.22038666712848373,1285.5549283666974,4148.992797258884 207 | 402,340.0,799.0,1.0,0.15920328959919733,1.9324813689491245,4431.205643511573 208 | 403,190.0,539.0,1.0,0.19403681271464301,294.70493256470365,3194.7346276464505 209 | 405,600.0,249.0,1.0,0.1664139303781088,128.83642144445824,5556.94356216171 210 | 406,730.0,609.0,1.0,0.19921592508044378,4.788080063738266,3270.3148509671582 211 | 408,900.0,219.0,0.0,0.12396380197244544,2.069926979687592,5238.572304535934 212 | 410,90.0,699.0,1.0,0.13039434038344566,0.061115229323732166,4288.675835017795 213 | 411,690.0,529.0,1.0,0.2062324104994443,3.014836911101617,3651.2418295664133 214 | 412,210.0,379.0,1.0,0.14785208224077734,6.002813726806648,3874.9716347606172 215 | 415,440.0,849.0,1.0,0.15499179898093388,2.5444259251906183,4680.64488418918 216 | 417,770.0,749.0,1.0,0.15367737246843402,83.62306110396753,3443.4555429831244 217 | 420,740.0,419.0,1.0,0.18190019462253393,273.89336566685245,5989.320091335901 218 | 421,110.0,989.0,0.0,0.13072777134341812,18.987122312050897,5634.365456474817 219 | 426,600.0,579.0,1.0,0.1868722297491511,14.466802253883971,3275.2092761924205 220 | 429,630.0,59.0,1.0,0.15893295100946808,6.0995013861778915,4159.391909269356 221 | 433,410.0,109.0,0.0,0.1282144254908715,0.3971845888930276,5189.594251424729 222 | 435,300.0,489.0,1.0,0.15159505187522848,25.69486834190956,3196.1778063094507 223 | 436,790.0,229.0,1.0,0.11917178067483063,0.8450496416228839,6196.91034816502 224 | 437,550.0,79.0,1.0,0.14878549897704244,2.5971406018315415,4887.3794616253435 225 | 441,790.0,759.0,1.0,0.16298740016929672,76.58769353642619,3996.5269827748516 226 | 442,10.0,139.0,1.0,0.15325062311099438,22.005617679168047,6045.209373266501 227 | 445,910.0,29.0,1.0,0.18639411447501708,5.239064396209834,4619.215078189188 228 | 447,640.0,319.0,1.0,0.15098710949531544,11.054985516290461,5401.760166260412 229 | 448,430.0,829.0,1.0,0.1370150849015591,5.033905613862928,4584.088182995343 230 | 452,650.0,559.0,1.0,0.18382429012830814,2.0316971901767844,2768.6376166508408 231 | 454,690.0,769.0,1.0,0.16992264739014204,33.26859440815022,4440.351173792153 232 | 456,520.0,19.0,1.0,0.1553022673777675,2.5716752401172633,4766.7300755876095 233 | 458,840.0,699.0,1.0,0.15944675065288424,0.21589953619410382,3823.93184346794 234 | 459,180.0,409.0,1.0,0.18670490480166677,434.7581952436896,3069.0684405272104 235 | 460,970.0,89.0,1.0,0.17506715129141737,29.930798971306654,4511.594286381904 236 | 463,380.0,49.0,0.0,0.11290860324839158,1.0512877627827593,5096.1299862149635 237 | 464,300.0,659.0,1.0,0.16073855438035736,69.3270910359549,3756.4833340224873 238 | 465,980.0,519.0,1.0,0.12248844903008127,14.972433745839712,5401.840043627232 239 | 466,710.0,269.0,1.0,0.14920751304394328,128.25445836921446,4527.378221547312 240 | 469,110.0,819.0,0.0,0.12434272355259715,2.0556440839742516,4714.0400373090815 241 | 471,810.0,619.0,1.0,0.17806051485349542,4.567620096916805,2016.6340594392623 242 | 472,70.0,399.0,1.0,0.21302332642199864,107.55303552142588,2544.489716151822 243 | 474,640.0,369.0,1.0,0.17822725242698323,27.2017699668483,4672.363064811873 244 | 476,900.0,669.0,1.0,0.14423944796002053,21.778246522449148,4230.207715059046 245 | 479,640.0,459.0,1.0,0.1710959771637501,46.856556549113705,3959.1247911595806 246 | 480,810.0,49.0,1.0,0.16856025373281477,24.866833624809814,3824.5889428167206 247 | 482,880.0,929.0,1.0,0.1296410239550602,0.7120561854021832,4499.112462909467 248 | 483,690.0,709.0,1.0,0.17347471774666187,75.95801368353301,4128.4827369765735 249 | 485,790.0,399.0,1.0,0.18416986779329475,29.938770960768068,4132.579968190876 250 | 491,80.0,119.0,1.0,0.12763659244023995,45.27417181474006,6108.52283488391 251 | 492,600.0,319.0,1.0,0.14552108568609845,74.65447454361279,5485.320285072977 252 | 493,80.0,79.0,0.0,0.1248895097795676,0.023065219638885717,6466.433960046151 253 | 496,480.0,979.0,0.0,0.12110938142934342,16.101523731642214,5127.5372073074395 254 | 497,30.0,509.0,1.0,0.21596634276381815,99.82480975338959,2935.989283577979 255 | 498,690.0,759.0,1.0,0.1656683379869385,38.79439619905237,5037.932653765178 256 | 499,500.0,299.0,1.0,0.15626328682087465,246.67662711454466,6225.202637431731 257 | 501,30.0,129.0,1.0,0.13274645720069628,11.02558394146286,6191.1673995844285 258 | 502,400.0,99.0,0.0,0.13014573034621135,0.07719360565242976,4787.516537823299 259 | 505,610.0,839.0,1.0,0.1535933534223614,6.688241240788567,4469.181345865885 260 | 509,0.0,539.0,1.0,0.20321071645763528,483.75620739011094,3917.7766728490024 261 | 521,200.0,169.0,1.0,0.16585007648806493,56.72998414937563,5714.477906743932 262 | 528,320.0,499.0,1.0,0.16707416862860847,23.44553337645432,3947.7658375382352 263 | 529,0.0,469.0,1.0,0.21176186537020117,707.5968223783277,2602.095152936107 264 | 530,480.0,399.0,0.0,0.11793074133430698,10.146502571181651,4823.329689412855 265 | 533,610.0,799.0,1.0,0.13692645248576715,2.1657925197795427,3925.8771171236654 266 | 542,770.0,329.0,1.0,0.15837942334403063,19.164927059073754,4426.750248807589 267 | 544,220.0,839.0,0.0,0.1444241223253309,25.039611779429592,5133.447675683778 268 | 545,550.0,789.0,1.0,0.1486053041436649,6.001215318915032,4148.716699817745 269 | 547,750.0,69.0,1.0,0.1651347983700901,21.651023839042562,4506.029477461411 270 | 549,70.0,99.0,0.0,0.13742104500627875,1.1341854696428975,6701.393510512084 271 | 550,950.0,209.0,0.0,0.12456794548560154,3.998168382669568,5373.5754459423 272 | -------------------------------------------------------------------------------- /PorPermSample1.csv: -------------------------------------------------------------------------------- 1 | Depth,Porosity,Perm 2 | 0.25,12.99363384,265.5287384 3 | 0.5,13.58801077,116.8912203 4 | 0.75,8.962625378,136.9200163 5 | 1,17.63487852,216.668629 6 | 1.25,9.424403505,131.5941136 7 | 1.5,4.107222384,59.10135782 8 | 1.75,11.41731841,79.40469987 9 | 2,11.72502483,146.0378607 10 | 2.25,16.63532089,142.6730925 11 | 2.5,6.194650725,84.87475223 12 | 2.75,11.72958366,135.7836855 13 | 3,13.16787102,144.3866703 14 | 3.25,10.17080521,182.6092908 15 | 3.5,9.585109583,170.4935402 16 | 3.75,7.980931923,83.26190893 17 | 4,13.64607168,224.3707533 18 | 4.25,12.58548133,150.9542763 19 | 4.5,13.84200178,176.4314529 20 | 4.75,11.26608131,125.9084584 21 | 5,15.77946572,227.4123764 22 | 5.25,7.136920943,92.67804938 23 | 5.5,9.199358332,83.89427993 24 | 5.75,15.91117106,156.0833951 25 | 6,11.78190703,187.9048635 26 | 6.25,6.822578724,129.053599 27 | 6.5,8.622706216,171.3792516 28 | 6.75,12.37537153,128.8831899 29 | 7,7.145890663,102.711833 30 | 7.25,9.016184722,77.53559944 31 | 7.5,10.06990563,117.6273953 32 | 7.75,9.182931939,58.81137171 33 | 8,11.42431945,65.55086159 34 | 8.25,8.147399204,77.75825982 35 | 8.5,8.060306172,138.8166612 36 | 8.75,10.65702838,116.5849524 37 | 9,18.46082189,213.7443506 38 | 9.25,9.066832495,54.31821533 39 | 9.5,14.81029641,190.9187818 40 | 9.75,8.901621153,60.99273794 41 | 10,10.53169412,205.0919842 42 | 10.25,9.096386215,132.0952938 43 | 10.5,9.026787622,66.92125215 44 | 10.75,5.295602615,56.32805812 45 | 11,9.967299574,108.5960189 46 | 11.25,14.12910537,285.3406505 47 | 11.5,7.563809585,106.3539855 48 | 11.75,10.42429679,133.1571608 49 | 12,13.69910632,179.7310318 50 | 12.25,11.87766704,206.7147521 51 | 12.5,11.78144913,141.8153262 52 | 12.75,14.07432517,131.9918731 53 | 13,9.007157913,197.7733636 54 | 13.25,10.10608579,183.0627841 55 | 13.5,15.37181089,166.8875824 56 | 13.75,9.531453759,134.7390753 57 | 14,4.404816788,53.40482912 58 | 14.25,11.86535511,138.7956532 59 | 14.5,13.28633144,92.06674678 60 | 14.75,7.212025348,85.02517654 61 | 15,16.04126554,168.4215089 62 | 15.25,8.356492507,132.7074899 63 | 15.5,12.47983917,160.5237899 64 | 15.75,5.776503052,86.7892712 65 | 16,14.01213113,264.1949018 66 | 16.25,15.08029523,257.4477374 67 | 16.5,17.50028742,286.7648238 68 | 16.75,10.02668983,80.446873 69 | 17,9.536075098,89.63728313 70 | 17.25,8.905247405,144.7179822 71 | 17.5,13.27476244,214.0875635 72 | 17.75,9.051062251,143.661426 73 | 18,13.40948601,126.2631 74 | 18.25,8.89933188,244.0580763 75 | 18.5,13.35145044,258.5502715 76 | 18.75,17.04113874,210.7513283 77 | 19,9.92497277,103.4959288 78 | 19.25,14.1133371,162.8947047 79 | 19.5,16.95099936,206.5590422 80 | 19.75,17.20114743,573.4618835 81 | 20,11.3568498,161.0433837 82 | 20.25,15.78987625,279.8390004 83 | 20.5,12.07281796,112.2730234 84 | 20.75,14.41113683,123.3264633 85 | 21,16.89373032,321.0622178 86 | 21.25,14.98538378,234.478361 87 | 21.5,10.6585621,97.69179652 88 | 21.75,12.55158849,184.7965421 89 | 22,10.91080646,84.65752492 90 | 22.25,9.468459785,151.5493973 91 | 22.5,12.65431402,103.9786105 92 | 22.75,7.964977533,43.53414729 93 | 23,17.18529333,380.0888172 94 | 23.25,13.07229947,240.5602583 95 | 23.5,19.4341586,258.3948323 96 | 23.75,11.76804539,145.5869713 97 | 24,10.27012763,61.91630309 98 | 24.25,11.12139477,214.9201233 99 | 24.5,10.997725,305.1321744 100 | 24.75,15.69048784,245.6734946 101 | 25,15.4364361,193.0502928 102 | 25.25,17.76790105,311.6374506 103 | 25.5,7.879788002,144.3298369 104 | 25.75,16.20781811,162.3457205 105 | 26,9.217045817,263.4960226 106 | 26.25,11.86921716,132.6972037 107 | -------------------------------------------------------------------------------- /PorPermSample1.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/13cb4563800f1a9b7c224c8ba7ac858bb52ca4fa/PorPermSample1.xlsx -------------------------------------------------------------------------------- /PorPermSample3.csv: -------------------------------------------------------------------------------- 1 | Depth (m),Porosity (%),Permeability (mD) 2 | 0.25,11.8,62.6 3 | 0.5,24.2,301.9 4 | 0.75,23.9,170.2 5 | 1,28.7,314.5 6 | 1.25,21.1,156.4 7 | 1.5,15.3,89.0 8 | 1.75,14.9,171.2 9 | 2,15.0,136.4 10 | 2.25,20.8,115.2 11 | 2.5,8.6,81.9 12 | 2.75,12.6,141.2 13 | 3,15.5,392.1 14 | 3.25,17.7,114.6 15 | 3.5,14.5,147.5 16 | 3.75,14.0,232.3 17 | 4,10.4,91.9 18 | 4.25,17.0,133.8 19 | 4.5,17.7,112.8 20 | 4.75,16.9,154.5 21 | 5,17.5,136.5 22 | 5.25,22.8,162.8 23 | 5.5,15.4,154.8 24 | 5.75,21.3,115.6 25 | 6,14.9,146.9 26 | 6.25,19.3,247.9 27 | 6.5,14.5,165.7 28 | 6.75,12.8,171.3 29 | 7,5.4,54.2 30 | 7.25,9.8,83.1 31 | 7.5,22.1,134.8 32 | 7.75,14.3,105.0 33 | 8,28.4,206.6 34 | 8.25,22.8,227.3 35 | 8.5,17.1,300.9 36 | 8.75,12.4,102.4 37 | 9,16.0,166.8 38 | 9.25,14.8,62.8 39 | 9.5,18.1,181.2 40 | -------------------------------------------------------------------------------- /PorositySample1.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/13cb4563800f1a9b7c224c8ba7ac858bb52ca4fa/PorositySample1.xlsx -------------------------------------------------------------------------------- /PorositySample2Units.csv: -------------------------------------------------------------------------------- 1 | X1,X2 2 | 0.21 , 0.20 3 | 0.17 , 0.26 4 | 0.15 , 0.20 5 | 0.20 , 0.19 6 | 0.19 , 0.13 7 | 0.18 , 0.22 8 | 0.16 , 0.30 9 | 0.11 , 0.16 10 | 0.13 , 0.23 11 | 0.15 , 0.17 12 | 0.17 , 0.20 13 | 0.17 , 0.21 14 | 0.19 , 0.15 15 | 0.15 , 0.23 16 | 0.17 , 0.23 17 | 0.11 , 0.19 18 | 0.14 , 0.11 19 | 0.19 , 0.16 20 | 0.19 , 0.21 21 | 0.16 , 0.25 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 |

2 | 3 |

4 | 5 |

GeoDataSets: Synthetic Subsurface Data Repository (0.0.1)

6 | 7 |

Open-data multivariate, spatiotemporal datasets to support education and research!

8 | 9 | *To support education and repeatable research we need open-data, data that is openly accessible, exploitable, editable and shared by anyone for any purpose, licensed under an open license. For multivariate, spatiotemporal problems these datasets are not widely available. Also, it is very helpful to have access to the 'inaccessible', exhaustive truth model (the population from which samples are extracted). So I have used my geostatistics skills to make a wide variety of synthetic truth populations an sample datasets to support my educational content and research and in the spirit of open-data, I share it here for anyone to use.* 10 | 11 | ### Michael Pyrcz, Professor, The University of Texas at Austin, Data Analytics, Geostatistics and Machine Learning 12 | #### [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) 13 | 14 | *** 15 | 16 | ### Cite As: 17 | 18 | Pyrcz, Michael J. (2021). GeoDataSets: Synthetic Subsurface Data Repository (0.0.1). Zenodo. https://doi.org/10.5281/zenodo.5564874 19 | 20 | [![DOI](https://zenodo.org/badge/117575737.svg)](https://zenodo.org/doi/10.5281/zenodo.5564873) 21 | 22 | *** 23 | 24 | #### Repository Summary 25 | 26 | A collection of synthetic subsurface datasets to support education, publications, and prototyping. This repository includes a wide variety of synthetic, subsurface datasets with a variety of: 27 | 28 | ##### Data Dimensionality 29 | 30 | To support education with easy visualization and interactivity the datasets are 1D and 2D. 31 | 32 | * 1D cores from wells and 2D seismic maps. 33 | 34 | ##### Number of Features 35 | 36 | For multivariate analysis some of the datasets include up to 6 features with a variety of structures. 37 | 38 | * linear and nonlinear, homoscedastic and heteroscedastic, and multivariate constraints 39 | 40 | ##### Data Issues 41 | 42 | The datasets attempt to include typical issues such as non-physical values, random and structured noise 43 | 44 | I hope this is helpful, 45 | 46 | Michael 47 | 48 | #### The Repository Author: 49 | 50 | ### Michael Pyrcz, Professor, The University of Texas at Austin 51 | *Novel Data Analytics, Geostatistics and Machine Learning Subsurface Solutions* 52 | 53 | 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. 54 | 55 | For more about Michael check out these links: 56 | 57 | #### [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) 58 | 59 | #### Want to Work Together? 60 | 61 | I hope this content 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. 62 | 63 | * Want to invite me to visit your company for training, mentoring, project review, workflow design and / or consulting? I'd be happy to drop by and work with you! 64 | 65 | * 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! 66 | 67 | * I can be reached at mpyrcz@austin.utexas.edu. 68 | 69 | I'm always happy to discuss, 70 | 71 | *Michael* 72 | 73 | Michael Pyrcz, Ph.D., P.Eng. Professor, Cockrell School of Engineering and The Jackson School of Geosciences, The University of Texas at Austin 74 | 75 | #### 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) 76 | -------------------------------------------------------------------------------- /Random_Parabola.csv: -------------------------------------------------------------------------------- 1 | ,X,Y 2 | 0,-1.0,1.0 3 | 1,-0.9,0.81 4 | 2,-0.8,0.6400000000000001 5 | 3,-0.7000000000000001,0.4900000000000001 6 | 4,-0.6000000000000001,0.3600000000000001 7 | 5,-0.5000000000000001,0.2500000000000001 8 | 6,-0.40000000000000013,0.16000000000000011 9 | 7,-0.30000000000000016,0.0900000000000001 10 | 8,-0.20000000000000015,0.04000000000000006 11 | 9,-0.10000000000000014,0.01000000000000003 12 | 10,0.0,0.0 13 | 11,0.1,0.010000000000000002 14 | 12,0.2,0.04000000000000001 15 | 13,0.30000000000000004,0.09000000000000002 16 | 14,0.4,0.16000000000000003 17 | 15,0.5,0.25 18 | 16,0.6,0.36 19 | 17,0.7,0.48999999999999994 20 | 18,0.7999999999999999,0.6399999999999999 21 | 19,0.8999999999999999,0.8099999999999998 22 | 20,0.9999999999999999,0.9999999999999998 23 | -------------------------------------------------------------------------------- /SoftData_Contact2D.csv: -------------------------------------------------------------------------------- 1 | x,y,z,zmin,zmax,z10,z12,z14,z16,z18,z20,z22,z24,z26,z28,z30 2 | 500,1000,13,13,13,0,0,1,1,1,1,1,1,1,1,1 3 | 1000,1000,15,15,-9999,0,0,0,-9999,-9999,-9999,-9999,-9999,-9999,-9999,-9999 4 | 1300,1000,21,-9999,21,-9999,-9999,-9999,-9999,-9999,-9999,1,1,1,1,1 5 | 1700,1000,23,23,23,0,0,0,0,0,0,0,1,1,1,1 6 | -------------------------------------------------------------------------------- /Stochastic_1D_por_perm_demo.csv: -------------------------------------------------------------------------------- 1 | ,Porosity,Permeability 2 | 0,13.746407800465928,193.72152894016057 3 | 1,9.608478809683549,105.71866624858633 4 | 2,11.664360593308604,138.53929726965615 5 | 3,8.375337664006445,93.71998464443624 6 | 4,13.183358082297481,169.73882450234944 7 | 5,12.406460140205628,158.4975345113853 8 | 6,16.000001937768875,262.13960378465526 9 | 7,9.540229258616783,98.39712215501386 10 | 8,12.338821673148987,152.97747042443666 11 | 9,13.936781087373895,195.33063374965772 12 | 10,9.134570724386744,98.5317987761421 13 | 11,13.312476729818263,178.54256023165314 14 | 12,8.705049542416798,93.37837741684841 15 | 13,11.339229202346505,135.97047792320978 16 | 14,7.327169318266732,75.47692222802031 17 | 15,10.59527751109558,118.24228005333788 18 | 16,9.419957405213392,104.6563506756298 19 | 17,11.33972085905885,132.36314323179667 20 | 18,11.327537571197617,138.75789726502302 21 | 19,13.906474493685232,195.02321185095866 22 | 20,8.181712748828922,86.85113314529184 23 | 21,12.659071633606084,165.6855647737636 24 | 22,7.18398008815441,73.42774972753406 25 | 23,10.415031455889743,120.43282434384251 26 | 24,10.48987293210784,122.70813568874682 27 | 25,12.82761958467127,173.0839466859545 28 | 26,9.122833416498402,102.45495721217445 29 | 27,14.46305716194418,208.63511875297152 30 | 28,11.450729186642292,138.43628606472944 31 | 29,3.5692464566063933,45.35479470717521 32 | 30,6.869354613848292,74.30056249634576 33 | 31,18.35831480478289,365.1036467475892 34 | 32,21.68483990762835,605.7101403233376 35 | 33,11.368077406780992,135.92777150578812 36 | 34,13.115182006019685,178.3625860049918 37 | 35,15.250776068602047,236.4653924680071 38 | 36,17.729017662887454,342.46779701278456 39 | 37,10.66517055195241,124.48724921848594 40 | 38,15.817126143678825,254.4330149759489 41 | 39,10.66661832110878,119.13717413497456 42 | 40,8.026693994420496,85.55455174940509 43 | 41,11.80322730879176,144.05506847477116 44 | 42,16.677404440910607,290.34706557065044 45 | 43,9.726813542996274,104.81786720402178 46 | 44,13.00048005071988,169.6867173986133 47 | 45,13.201535149815395,179.22890731792538 48 | 46,12.217502131329837,151.25397345103354 49 | 47,12.599929138499714,165.248006824022 50 | 48,18.722318197289887,398.84907397340885 51 | 49,4.7165961381287245,52.66853801680941 52 | 50,13.778767308461692,195.10535563201964 53 | 51,14.866808283760786,223.6201625327496 54 | 52,11.174894906535641,131.5993128583605 55 | 53,14.229002051012955,205.64802330046572 56 | 54,10.733662557893878,124.35761865338048 57 | 55,12.747090261692255,165.2685618812688 58 | 56,4.0393759702629755,45.73030435292512 59 | 57,13.729003004919376,193.41416595440597 60 | 58,9.57274234128434,104.31141619376781 61 | 59,8.912161936449275,94.71056350858044 62 | 60,7.261918637392579,75.35205291196917 63 | 61,16.25729625209688,267.1720916438277 64 | 62,8.146706068738485,87.71074552206592 65 | 63,11.91202754497096,148.30316615599054 66 | 64,10.214880725887877,112.001053745286 67 | 65,17.96072944083707,340.8732083790761 68 | 66,12.024803504263774,158.45870906744594 69 | 67,11.4329715549936,133.8126133405991 70 | 68,11.554209284075847,139.0088908263564 71 | 69,9.350053626649068,101.84593830276337 72 | 70,9.774502938943932,108.30600783314442 73 | 71,16.017270324047722,264.8310928994014 74 | 72,11.17082110822374,132.32966852158577 75 | 73,14.779210849392632,221.21156434354734 76 | 74,8.52585444655434,89.86595615440024 77 | 75,10.115822537748546,114.39856225065725 78 | 76,13.024604843843376,173.693589644197 79 | 77,14.43780780004338,207.7234686047222 80 | 78,14.604040403844534,217.1473073464481 81 | 79,16.588634285543645,286.9499923309924 82 | 80,8.535072356859876,92.71606837254679 83 | 81,12.610219424578226,165.10050666127339 84 | 82,11.195383480979716,130.1011585925081 85 | 83,14.209854056826767,200.10140658815646 86 | 84,6.562836578596367,65.22760158371644 87 | 85,9.343164865426287,98.80994684009329 88 | 86,12.96614660487476,173.6842206288569 89 | 87,16.06887770516053,251.37514818897074 90 | 88,10.198202143201522,120.77982879704834 91 | 89,6.132875236017227,63.219222622072984 92 | 90,3.2587377609366293,44.50587461913492 93 | 91,6.89265451384077,70.20368507296568 94 | 92,13.024696982062554,168.71279462049006 95 | 93,11.287954534252222,132.04200710647817 96 | 94,18.10081966406682,346.96862374466764 97 | 95,11.348830189435096,139.62878935886977 98 | 96,18.93769237374032,402.26828680944647 99 | 97,15.498885628690017,249.01981027923378 100 | 98,17.778443088394805,351.626327027794 101 | 99,14.082298898714498,196.25370847643052 102 | 100,8.042614289320543,84.56447058028307 103 | 101,19.887758508380614,453.2288011895339 104 | 102,11.118544090271977,128.60614877255964 105 | 103,16.051620455252046,265.34178886584203 106 | 104,17.762477067968764,337.3358165633084 107 | -------------------------------------------------------------------------------- /VshSample1.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/13cb4563800f1a9b7c224c8ba7ac858bb52ca4fa/VshSample1.xlsx -------------------------------------------------------------------------------- /WellPorPermSample_1.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/13cb4563800f1a9b7c224c8ba7ac858bb52ca4fa/WellPorPermSample_1.xlsx -------------------------------------------------------------------------------- /WellPorPermSample_2.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/13cb4563800f1a9b7c224c8ba7ac858bb52ca4fa/WellPorPermSample_2.xlsx -------------------------------------------------------------------------------- /WellPorPermSample_3.csv: -------------------------------------------------------------------------------- 1 | Depth (m),Por (%),Perm (mD) 2 | 0.25,13.0,265.5 3 | 0.50,13.6,116.9 4 | 0.75,9.0,136.9 5 | 1.00,17.6,216.7 6 | 1.25,9.4,131.6 7 | 1.50,4.1,59.1 8 | 1.75,11.4,79.4 9 | 2.00,11.7,146.0 10 | 2.25,16.6,142.7 11 | 2.50,6.2,84.9 12 | 2.75,11.7,135.8 13 | 3.00,13.2,144.4 14 | 3.25,10.2,182.6 15 | 3.50,9.6,170.5 16 | 3.75,8.0,83.3 17 | 4.00,13.6,224.4 18 | 4.25,12.6,151.0 19 | 4.50,13.8,176.4 20 | 4.75,11.3,125.9 21 | 5.00,15.8,227.4 22 | 5.25,7.1,92.7 23 | 5.50,9.2,83.9 24 | 5.75,15.9,156.1 25 | 6.00,11.8,187.9 26 | 6.25,6.8,129.1 27 | 6.50,8.6,171.4 28 | 6.75,12.4,128.9 29 | 7.00,7.1,102.7 30 | 7.25,9.0,77.5 31 | 7.50,10.1,117.6 32 | 7.75,9.2,58.8 33 | 8.00,11.4,65.6 34 | 8.25,8.1,77.8 35 | 8.50,8.1,138.8 36 | 8.75,10.7,116.6 37 | 9.00,18.5,213.7 38 | 9.25,9.1,54.3 39 | 9.50,14.8,190.9 40 | 9.75,8.9,61.0 41 | 10.00,10.5,205.1 42 | 10.25,9.1,132.1 43 | 10.50,9.0,66.9 44 | 10.75,5.3,56.3 45 | 11.00,10.0,108.6 46 | 11.25,14.1,285.3 47 | 11.50,7.6,106.4 48 | 11.75,10.4,133.2 49 | 12.00,13.7,179.7 50 | 12.25,11.9,206.7 51 | 12.50,11.8,141.8 52 | 12.75,14.1,132.0 53 | 13.00,9.0,197.8 54 | 13.25,10.1,183.1 55 | 13.50,15.4,166.9 56 | 13.75,9.5,134.7 57 | 14.00,4.4,53.4 58 | 14.25,11.9,138.8 59 | 14.50,13.3,92.1 60 | 14.75,7.2,85.0 61 | 15.00,16.0,168.4 62 | 15.25,8.4,132.7 63 | 15.50,12.5,160.5 64 | 15.75,5.8,86.8 65 | 16.00,14.0,264.2 66 | 16.25,15.1,257.4 67 | 16.50,17.5,286.8 68 | 16.75,10.0,80.4 69 | 17.00,9.5,89.6 70 | 17.25,8.9,144.7 71 | 17.50,13.3,214.1 72 | 17.75,9.1,143.7 73 | 18.00,13.4,126.3 74 | 18.25,8.9,244.1 75 | 18.50,13.4,258.6 76 | 18.75,17.0,210.8 77 | 19.00,9.9,103.5 78 | 19.25,14.1,162.9 79 | 19.50,17.0,206.6 80 | 19.75,17.2,573.5 81 | 20.00,11.4,161.0 82 | 20.25,15.8,279.8 83 | 20.50,12.1,112.3 84 | 20.75,14.4,123.3 85 | 21.00,16.9,321.1 86 | 21.25,15.0,234.5 87 | 21.50,10.7,97.7 88 | 21.75,12.6,184.8 89 | 22.00,10.9,84.7 90 | 22.25,9.5,151.5 91 | 22.50,12.7,104.0 92 | 22.75,8.0,43.5 93 | 23.00,17.2,380.1 94 | 23.25,13.1,240.6 95 | 23.50,19.4,258.4 96 | 23.75,11.8,145.6 97 | 24.00,10.3,61.9 98 | 24.25,11.1,214.9 99 | 24.50,11.0,305.1 100 | 24.75,15.7,245.7 101 | 25.00,15.4,193.1 102 | 25.25,17.8,311.6 103 | 25.50,7.9,144.3 104 | 25.75,16.2,162.3 105 | 26.00,9.2,263.5 106 | 26.25,11.9,132.7 107 | -------------------------------------------------------------------------------- /WellPorPermSample_3.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/13cb4563800f1a9b7c224c8ba7ac858bb52ca4fa/WellPorPermSample_3.xlsx -------------------------------------------------------------------------------- /WellPorThick.csv: -------------------------------------------------------------------------------- 1 | Well ,Porosity,Thickness 2 | 1,0.291014943,28.61640066 3 | 2,0.27225175,20.22425267 4 | 3,0.219125086,19.59701553 5 | 4,0.184861264,18.52232132 6 | 5,0.189565886,22.10410417 7 | 6,0.209165652,15.28457268 8 | 7,0.191082365,15.98329287 9 | 8,0.351169449,32.723598 10 | 9,0.28321938,27.06116353 11 | 10,0.179206642,10.19190074 12 | 11,0.244652165,22.87013813 13 | 12,0.275381652,24.91912647 14 | 13,0.195573943,11.02048621 15 | 14,0.191243777,17.83833984 16 | 15,0.280308058,23.62712852 17 | 16,0.254470742,23.86709384 18 | 17,0.259722578,30.2965397 19 | 18,0.175008312,11.76652054 20 | 19,0.242615813,18.40146282 21 | 20,0.190473503,20.27463479 22 | 21,0.266971095,30.14481551 23 | 22,0.258028744,31.93893658 24 | 23,0.234334729,24.80338717 25 | 24,0.247890274,28.04857564 26 | 25,0.249271809,14.44720691 27 | -------------------------------------------------------------------------------- /Well_Porosity_MooseJaw.csv: -------------------------------------------------------------------------------- 1 | ,Well_Porosity 2 | 0,16.65401733375919 3 | 1,12.237558073826465 4 | 2,12.52192958536851 5 | 3,11.782990301501469 6 | 4,5.987011799483444 7 | 5,12.434033439570948 8 | 6,7.4964941331087145 9 | 7,12.633328352853129 10 | 8,10.325384833871771 11 | 9,15.253587194651416 12 | 10,11.441132627927974 13 | 11,12.043984124390766 14 | 12,8.77329159168995 15 | 13,13.926756222650628 16 | 14,11.458989866014706 17 | -------------------------------------------------------------------------------- /dataset_101b.csv: -------------------------------------------------------------------------------- 1 | X,Y,facies_threshold_0.3,porosity,permeability,accoustic_impedance 2 | 565,1485,1,0.1184,6.17,2.009 3 | 2585,1185,1,0.1566,6.275,2.864 4 | 2065,2865,2,0.192,92.297,3.524 5 | 3575,2655,1,0.1621,9.048,2.157 6 | 1835,35,1,0.1766,7.123,3.979 7 | 3375,2525,1,0.1239,1.468,2.337 8 | 2295,1325,1,0.179,31.933,3.491 9 | 3715,3045,2,0.1914,116.781,2.187 10 | 2865,2215,1,0.1763,3.003,2.048 11 | 55,1545,1,0.1674,5.213,2.251 12 | 2125,1105,1,0.1369,3.693,3.627 13 | 565,195,1,0.1095,0.2627,2.86 14 | 3475,1035,1,0.1677,9.914,2.742 15 | 545,3765,1,0.1817,14.311,3.045 16 | 2765,925,1,0.119,0.7731,2.323 17 | 1385,2415,2,0.1774,22.578,2.711 18 | 2965,2605,2,0.1418,18.743,2.583 19 | 245,3765,1,0.1296,9.092,3.801 20 | 1895,2325,2,0.1325,0.4642,3.771 21 | 2485,3525,1,0.1729,146.319,2.341 22 | 3685,515,1,0.08494,0.06073,3.872 23 | 2835,505,1,0.188,31.181,2.316 24 | 855,225,1,0.1147,1.432,3.081 25 | 3665,2685,1,0.1795,76.298,2.175 26 | 2625,3185,1,0.1981,124.222,2.451 27 | 165,2515,1,0.1258,3.523,3.173 28 | 1785,3145,2,0.215,201.363,2.877 29 | 745,3485,1,0.1781,3.254,2.484 30 | 1975,1445,1,0.1428,11.283,3.697 31 | 2085,1215,2,0.1495,3.227,3.801 32 | 3035,745,1,0.1435,1.504,2.221 33 | 1145,1245,1,0.1026,0.08758,2.533 34 | 585,2355,1,0.1772,28.663,2.859 35 | 2405,2005,2,0.19,5.153,2.761 36 | 2125,1515,2,0.1597,5.219,3.796 37 | 2235,2565,2,0.1453,15.9,3.89 38 | 165,2895,1,0.1653,15.528,2.789 39 | 1775,1175,1,0.176,10.832,3.734 40 | 3505,1525,2,0.2232,174.654,3.344 41 | 3375,1565,1,0.1336,1.73,2.944 42 | 2485,3925,1,0.1819,20.725,2.35 43 | 1975,3505,2,0.1591,5.24,2.308 44 | 2965,595,2,0.1328,1.521,2.537 45 | 1785,1045,1,0.1517,2.766,3.562 46 | 1045,255,1,0.1061,0.173,3.275 47 | 3345,565,1,0.08187,0.3709,3.008 48 | 2825,2255,2,0.1682,8.78,2.166 49 | 3555,1025,1,0.1367,1.408,2.972 50 | 865,1605,1,0.1628,19.452,2.015 51 | 945,1205,1,0.1305,1.226,2.072 52 | 1755,85,2,0.1097,0.7976,3.943 53 | 1655,2985,2,0.2062,17.585,3.444 54 | 2825,2055,2,0.168,12.08,2.03 55 | 3355,2305,1,0.1663,4.667,2.054 56 | 2005,3775,1,0.1231,1.961,2.083 57 | 1815,3345,2,0.1965,199.952,2.747 58 | 1005,1275,1,0.1292,0.8418,2.264 59 | 155,3735,1,0.1347,0.2424,3.911 60 | 1265,2735,2,0.1481,0.1702,2.814 61 | 3415,3805,2,0.1523,3.942,3.49 62 | 2615,1025,1,0.1388,1.491,2.383 63 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935,2515,1,0.1712,54.898,2.746 92 | 2915,1615,1,0.1428,31.099,2.471 93 | 3835,1095,1,0.07338,0.02198,3.775 94 | 3165,1865,1,0.1595,5.768,2.146 95 | 2725,3765,2,0.1079,0.4611,3.188 96 | 1365,2715,1,0.1191,0.2666,2.788 97 | 285,3835,1,0.132,0.607,3.851 98 | 725,2595,1,0.1394,2.766,2.481 99 | 1855,3025,2,0.2154,463.641,3.091 100 | 25,2695,1,0.1428,3.538,3.527 101 | 3705,3455,2,0.1416,1.687,2.81 102 | 2475,1865,2,0.1658,9.212,2.678 103 | 2565,2185,2,0.187,52.699,2.407 104 | 3165,3925,2,0.1796,17.616,3.313 105 | 1415,705,1,0.177,16.228,3.214 106 | 3365,135,1,0.1714,15.612,3.227 107 | 3775,3465,2,0.1438,2.238,3.028 108 | 2695,1915,1,0.186,19.002,2.067 109 | 35,515,1,0.0964,0.4258,3.222 110 | 3005,315,1,0.1455,3.509,2.667 111 | 2205,355,1,0.1322,0.3612,3.868 112 | 2365,355,1,0.06726,0.1517,3.833 113 | 2255,1045,1,0.1162,0.2283,3.295 114 | 2375,1835,2,0.1021,1.518,3.126 115 | 2325,3995,1,0.1396,1.243,2.131 116 | 3955,235,1,0.1139,0.1293,3.815 117 | 1975,1415,1,0.1576,3.005,3.761 118 | 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61,3925.0,4625.0,15.837603402312265,,7.083301066900001,2.022439944325832,3535.318569484767,26.227564476257363,1649.27975600044,,2514.5 63 | 62,1375.0,2775.0,14.73589451433313,128.20100042381438,7.172693124177212,1.8417859610070628,3886.9503066097095,28.289949696738272,1672.3701499350125,5.044439233924661,1146.0 64 | 63,5525.0,8125.0,13.22339147102635,134.52095276016223,7.290974178961386,2.2609999386822404,3358.935866392684,24.242730279809088,1664.359691223388,,1287.0 65 | 64,2775.0,8825.0,13.048206879928259,120.7254657473809,7.363314192350001,1.9747646013853537,3724.02106145922,,,,723.75 66 | 65,2225.0,6525.0,11.505015760939912,95.94612844500367,7.420023695420333,1.8961155893685109,4146.102175241906,,1684.1279657054288,,597.24 67 | 66,2975.0,5375.0,12.364319432423727,108.96113317591093,7.3558129367489204,1.8867689903356528,3971.414714412274,28.767190337284017,1659.4724334908537,,702.16 68 | 67,4375.0,7925.0,12.196322031725895,110.73836233225322,7.334629074260356,2.2035068319856252,,,1652.3419429364171,,704.82 69 | 68,5225.0,4425.0,11.634404324655332,,7.3731456368070045,2.28148433505,3423.1703726509686,25.129872288505844,1707.0356701427422,6.362096698820294,636.83 70 | 69,3375.0,775.0,12.323650497314798,105.228380113592,7.391037019560348,1.9039474879903087,4039.819036655809,29.487928798641452,1677.2113871536355,,1320.1 71 | 70,3575.0,9775.0,13.532038196935053,149.4221487076398,7.303712201115127,2.2782345497292593,3264.9196605235115,,1681.9266370028631,6.714150114126296,1022.1 72 | 71,6975.0,6525.0,13.534951434647615,125.42427986344418,7.223278397604339,2.069715419794619,3637.2826208622255,,1656.0768148810353,5.6509851127937605,998.59 73 | 72,3825.0,2625.0,11.317529137532848,89.18256959588851,,1.953051133301328,3912.9065475189987,29.37290516929671,1684.970783221758,5.710718260478631,647.54 74 | 73,7975.0,7525.0,12.975249999999999,116.3418243939581,7.334215619330654,1.9852367945929679,3725.3546711808754,27.983084369731024,1637.806457612037,,749.4 75 | -------------------------------------------------------------------------------- /res21_2D_wells_test.csv: -------------------------------------------------------------------------------- 1 | Well_ID,X,Y,Por,Perm,AI,Density,PVel,Youngs,SVel,Shear 2 | 74,7925.0,5525.0,12.297555555555554,,7.3867196106470585,2.1138754882,3497.3991631875,25.43894210923077,1641.4133292777778, 3 | 75,8125.0,4425.0,,71.99254151666666,7.39346353725,1.9543528357333335,3911.7542847368422,,1644.0801339473685, 4 | 76,7725.0,4625.0,13.390333333333333,195.2673847133333,7.2462481885789485,2.0793483142499998,3592.4732312,28.003327675,1658.4588236666668, 5 | 77,6825.0,4475.0,13.870105263157894,128.97471533428572,7.254625696210526,2.1576148964999997,3526.262903352941,24.569174398333335,1666.2235288888887,6.311061506642857 6 | 78,7425.0,3975.0,13.351166666666666,151.252341392,7.2912260586842095,1.9273813690555555,3695.171078,,1705.2968054117646,5.345275471947368 7 | 79,6875.0,4125.0,14.588533333333334,,7.19466005475,1.8876205781176472,3847.7315447058827,29.519404576,,5.4544731010000005 8 | 80,7525.0,4925.0,12.495294117647058,82.32674514,7.355744546777777,2.2668795630555554,3331.8450763749997,,1660.5467607058824,6.292981844444444 9 | 81,9025.0,4825.0,12.234105263157895,117.45857169399999,7.390554256588236,1.8624948693571428,4206.389962529412,,1625.7058572777778,5.476934598105263 10 | 82,6025.0,4425.0,12.278894736842105,126.92159559142858,7.312158987473684,2.1953008419375,3304.759974125,24.742881789473685,1694.2480922857142,6.333516314388889 11 | 83,6375.0,3725.0,12.07375,127.83882352250001,,1.9121844307499998,3842.9450199,29.52905164235294,,5.4925767696 12 | -------------------------------------------------------------------------------- /res21_2d_sand_prop_map.npy: 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| Well_ID,"Cumulative oil production (1 yr), MSTB","Cumulative oil production (2 yr), MSTB","Cumulative oil production (3 yr), MSTB","Cumulative Water production (1 yr), MSTB","Cumulative Water production (2 yr), MSTB","Cumulative Water production (3 yr), MSTB" 2 | 1,450.98,684.2,847.33,494.89,1236.4,2108.7 3 | 2,594.43,946.61,1201.2,226.97,646.5,1187.7 4 | 3,381.75,611.38,781.4,393.17,948.18,1603.1 5 | 4,795.82,1262.8,1573.2,253.25,782.38,1502.9 6 | 5,259.9,426.42,548.68,523.66,1187,1932.5 7 | 6,365.12,548.91,668.02,156.75,466.3,860.95 8 | 7,423.7,654.55,823.89,561.25,1340.6,2239.7 9 | 8,361.3,551.42,683.92,535.32,1285.6,2149 10 | 9,688.58,1063,1314.4,243.26,761.42,1459 11 | 10,229.35,388.35,518.27,222.51,528.21,880.8 12 | 11,512.8,791.55,978.14,189.4,589.27,1120.3 13 | 12,422.81,659.42,840.47,380.47,987.1,1714.1 14 | 13,357.06,569.71,732.29,536.04,1243.1,2049.9 15 | 14,472.57,723.88,897.16,440.96,1148.4,2003.3 16 | 15,183.76,289.93,375.02,133.43,347.43,599.44 17 | 16,275.73,460.3,608.09,708.08,1531.5,2435.5 18 | 17,596.15,882.17,1062.1,211.7,651.45,1238 19 | 18,300.81,470.42,597.31,318.22,807.52,1392.3 20 | 19,451.52,669.82,817.74,275.29,790.33,1439.1 21 | 20,171.98,268.98,346.96,566.18,1285.6,2073.2 22 | 21,381.52,596.08,751.92,411.35,1010.4,1712.2 23 | 22,872.1,1317.9,1611.3,240.62,830.75,1659.9 24 | 23,384.49,628.05,817.24,536.65,1280.8,2141.9 25 | 24,474.04,675.5,796.17,214.48,647.16,1207.3 26 | 25,269.78,445.37,578.87,317.62,743.32,1227.6 27 | 26,689.87,1069.4,1324.9,354.23,1003.7,1830.7 28 | 27,212.56,333.64,424.22,118.76,325.97,580.97 29 | 28,635.28,978.11,1209.6,252.95,762.44,1440.7 30 | 29,319.26,493.9,622.47,552.77,1300.6,2153.2 31 | 30,659.9,984.57,1194.2,246.96,779.5,1498.5 32 | 31,646.15,974.72,1185.4,215.36,674.77,1293.6 33 | 32,437.64,658.82,819.49,334.52,892.18,1563 34 | 33,428.43,641.34,780.12,152.27,479.53,911.93 35 | 34,246.25,386.18,492.86,82.22399999999999,247.25,465.38 36 | 35,578.46,905.9,1122.1,561.23,1434.9,2468.8 37 | 36,1058.4,1630.3,2013.2,864.57,2215.3,3862.4 38 | 37,293.42,440.52,539.98,352.56,857.83,1448.8 39 | 38,315.36,503.71,643.14,159.79,424.74,754.23 40 | 39,980.56,1483.9,1801.8,255.67,855.01,1716.7 41 | 40,558.34,880.05,1098.1,557.05,1409.2,2426.1 42 | 41,433.72,702.54,903.36,613.29,1420.6,2352.8 43 | 42,480.37,728.45,905.74,317.75,888.27,1599.1 44 | 43,596.68,944.82,1204.3,935.01,2161.6,3568 45 | 44,839.38,1330.9,1666.8,271.82,846.32,1618.4 46 | 45,318.66,494.5,618.01,195.85,537.06,962.24 47 | 46,226.19,361.43,470.12,285.85,690.27,1153.9 48 | 47,568.88,910.81,1136.3,359.61,998.41,1787.4 49 | 48,804.97,1219.9,1500,412.34,1195.7,2209.9 50 | 49,159.48,244.12,307.12,102.11,273.97,481.1 51 | 50,537.08,856.42,1095.3,210.69,609.57,1110.6 52 | 51,172.34,278.89,365.32,486.24,1076.6,1717.5 53 | 52,368.9,615.68,805.49,572.91,1298.8,2127.7 54 | 53,343.67,540.34,679.5,242.05,621.54,1086.8 55 | 54,1110.8,1719.1,2124.8,349.02,1166.6,2315.6 56 | 55,449.5,679.85,835.5,470.55,1184.4,2037.2 57 | 56,273.24,415.51,509.18,339.87,824.72,1377.9 58 | 57,713.41,1092.2,1345.3,222.96,722.98,1414.5 59 | 58,759.83,1123.7,1372.2,564.54,1575.4,2810.7 60 | 59,498.26,763.73,942.01,259.93,754.05,1378.1 61 | 60,448.42,667.44,812.2,207.79,639.24,1195.5 62 | 61,1289.8,2015.5,2514.5,490.87,1572.1,3052.6 63 | 62,558.84,899.77,1146,854.72,1989.9,3318.9 64 | 63,695.63,1044.2,1287,584.62,1507.9,2618.4 65 | 64,373.5,576.88,723.75,456.87,1110.7,1861.1 66 | 65,311.98,476.11,597.24,194.28,536.31,956.41 67 | 66,403.71,585.48,702.16,112.3,388.82,764.22 68 | 67,399.31,587.69,704.82,270.54,727.85,1290.8 69 | 68,332.98,511.25,636.83,127.16,384.31,723.27 70 | 69,592.6,991.62,1320.1,597.02,1407.5,2342.7 71 | 70,490.91,787.53,1022.1,1001.3,2282.4,3725.6 72 | 71,514.78,797.9,998.59,312.04,828.88,1477.7 73 | 72,323.71,513.79,647.54,152.89,414.71,745.22 74 | 73,347.15,573.85,749.4,388.93,941.69,1591.4 75 | -------------------------------------------------------------------------------- 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100.0,200.0,0.0,0.10209362141625762,2.396189192554137,5947.338115410894 10 | 100.0,100.0,1.0,0.13745312416710517,5.727602877832081,5823.241782736519 11 | 200.0,900.0,1.0,0.13706175229991896,14.771314229160836,5621.146994439374 12 | 200.0,800.0,1.0,0.12598387676231093,10.675435560783528,4292.700500464626 13 | 200.0,700.0,0.0,0.12175428949827675,3.0858253664765947,5397.40021829629 14 | 200.0,600.0,0.0,0.09514727800973659,0.9625654663384925,4619.7864776869155 15 | 200.0,500.0,0.0,0.087499881453658,1.8232715185978983,4949.880889907528 16 | 200.0,400.0,0.0,0.09858270435157662,4.571021440257367,5789.623270093056 17 | 200.0,300.0,0.0,0.10744025130132935,13.581879773101154,7881.898531340294 18 | 200.0,200.0,0.0,0.0935419548437891,0.40880328351223283,6104.848941026725 19 | 200.0,100.0,0.0,0.07994472198843103,0.7345484564681812,6485.732295975461 20 | 300.0,900.0,1.0,0.11151587797289962,27.99981687958923,4183.46677337813 21 | 300.0,800.0,1.0,0.1194685079421786,61.005351844470965,5224.543978491442 22 | 300.0,700.0,1.0,0.13419997284825042,44.595946033674956,4556.5405550607975 23 | 300.0,600.0,1.0,0.16120488730589033,190.7401408446768,3997.088593646979 24 | 300.0,500.0,1.0,0.10717381422834814,13.301607456849725,5684.914852310402 25 | 300.0,400.0,1.0,0.11167357347256232,10.851073760851108,5499.752990128663 26 | 300.0,300.0,0.0,0.1052373047910865,6.312197651179605,4715.683507460024 27 | 300.0,200.0,0.0,0.10326165223728052,2.817351328372321,6217.196211644737 28 | 300.0,100.0,0.0,0.09905700249175467,3.188778219134942,6456.338011724537 29 | 400.0,900.0,0.0,0.07849403285877754,1.1098023610952135,5440.288662248112 30 | 400.0,800.0,0.0,0.1104477685531558,4.116216873588337,5956.295434393631 31 | 400.0,700.0,1.0,0.12278782591133688,18.826989146673785,4937.336807748967 32 | 400.0,600.0,1.0,0.12083589292013495,5.97043070310137,4040.57250873449 33 | 400.0,500.0,1.0,0.11396159676653493,132.12410961253704,4459.0133101291285 34 | 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2816,2700,8290,21.903816441562032,962.1494983,3722.161691379356,0 36 | 3536,0,790,20.769133262205706,0,3743.1184258151293,0 37 | 2028,4200,9890,17.086116366945255,837.7180270156948,3956.3637387677754,0 38 | 264,7300,690,13.15974580586624,379.04436920150397,4344.443245580548,0 39 | 4107,3100,9490,24.22132291,472.9206012794488,3773.7819100280285,0 40 | 4551,200,2290,13.637288328530772,291.3980248016071,4206.276203640162,0 41 | 1435,2300,8690,21.39334427217903,595.0711201647655,3800.362461467312,0 42 | 1225,1000,590,18.196081500805597,450.0676263733565,3859.750511309601,0 43 | 2187,3000,9590,22.215107643014026,485.81812244644925,3809.096125842152,0 44 | 18,5600,890,13.711914009572384,136.01801546017168,4142.086493116563,0 45 | 1795,4100,8290,15.674229399071473,328.35963775376206,4066.622064,0 46 | 1356,800,6890,19.579052343283653,681.3259986622259,3899.043935238514,0 47 | 408,100,7990,24.31949261381442,704.0133909038199,3845.7715844391596,0 48 | 1914,1300,9090,24.287551641421764,674.9207113041928,3589.2766704402597,0 49 | 1057,0,590,15.713142430095315,725.557937,3836.4359576490806,0 50 | 1304,1500,5590,12.632539194104517,356.09694516190683,4055.530564184451,0 51 | 950,2900,6990,22.706156688317854,515.1886783455965,3652.999855425258,0 52 | 564,4900,1590,13.531384990700456,111.28678874826528,4218.672814525998,0 53 | 824,8300,4790,16.069237770923092,115.36478577017499,4153.4753802808245,0 54 | 102,3600,2490,11.562936540324303,348.01443603235685,4299.190474255368,0 55 | 4264,3000,6390,18.378080552616755,265.16596479216264,3986.8779075521584,0 56 | 2637,500,9490,25.927230929687283,388.3028217645389,3652.482858605057,0 57 | 804,7500,8990,13.537693955185933,235.33661472511764,4445.408467495431,0 58 | 1298,3200,7090,21.69961565,481.03573610509767,3730.971131708225,0 59 | 3159,1000,4890,13.772092415188236,453.3383450898248,4261.681958902953,0 60 | 1846,8700,1390,17.888939768002835,352.19002891610626,3971.6286230592887,0 61 | 599,7100,490,16.151435271267538,556.8201493896095,4033.8842967453556,0 62 | 1713,9200,490,19.989605500889624,729.9395846503203,3869.4971076408865,0 63 | 3838,8700,4890,15.10482191311221,424.0066143589705,4439.2029341398975,0 64 | 4767,1100,790,18.841969967589694,840.7282850807051,3939.7278985003322,0 65 | 2949,2700,9490,21.66430612365115,711.1440659548347,3655.221751527469,0 66 | 800,3400,8690,17.846177321610973,230.08365546788042,3737.9141316616083,0 67 | 373,9250,3250,13.532441662584597,104.0807324455489,4161.987375894726,0 68 | 3121,800,290,21.64699189274554,390.05082509805817,3809.833521952832,0 69 | 1105,7400,3490,19.81851798,0,3938.4326255939277,0 70 | 798,7200,2890,15.168149368484782,386.5604012196684,4106.545065569902,0 71 | 1416,1700,9090,24.977843805883772,957.6811483907074,3596.4012663064673,0 72 | 1378,100,8690,21.933494492399426,1149.0226724169236,3614.5181769601622,0 73 | 1142,2800,2590,14.534612515318027,383.56828027135646,4199.559783045712,0 74 | 2979,3000,8590,20.909028325492198,570.2489476006932,3741.068073297606,0 75 | 3421,3200,5190,15.358028958924045,985.3714365354938,4027.7323032883423,0 76 | 4583,6700,7290,11.25750092466748,0,4708.782400711758,0 77 | 4122,7900,990,19.820810278904283,220.2631135406184,3988.514333196579,0 78 | 2330,1000,790,15.47793873,920.6459831920031,3785.16075,0 79 | 4587,500,9890,22.719282032766007,917.2474251891917,3747.319093071215,0 80 | 745,1000,7290,14.42787310063987,126.60359024200761,3814.3017166628456,0 81 | 3326,6100,7090,12.236954488404146,116.67944271003273,4320.153047054327,0 82 | 757,1700,8690,22.248923303172745,946.3327957811405,3607.8255731021927,0 83 | 2331,2800,8290,23.26994997908278,250.2383154214108,3666.6866428422218,0 84 | 3099,900,490,16.150751023819957,221.46281774542075,3922.504430345552,0 85 | 2013,300,9790,19.644446706544834,495.12488135018566,3683.744820602672,0 86 | 2271,3000,9990,19.68751362384349,342.95035997168054,3916.939190271516,0 87 | 3724,4100,9090,16.08300904836243,661.8959162224484,4180.347290666054,0 88 | 536,4100,4390,20.610354949135374,983.9345548808174,4017.198445568231,0 89 | 1466,8300,4190,13.377973179848198,585.5900217005494,4118.544309,0 90 | 42,1250,8750,23.32517077393795,507.43039221635803,3668.068135337997,0 91 | 195,1600,6990,21.77832661207232,725.0042632935416,3970.841652207113,0 92 | 3907,9100,790,20.099189166374728,792.3630058954475,3905.005292326742,0 93 | 4312,7900,8190,9.510972147394343,434.3506708882231,4523.831407676027,0 94 | 3259,200,6390,11.225054081529088,488.02005710209136,4135.428157889827,0 95 | 3142,4200,3690,14.456974214731904,844.3123897109947,4069.7835967037504,0 96 | 4069,6100,5190,12.550036926925625,382.6145023275019,4120.1181878254865,0 97 | 2192,700,5990,16.977271275018598,133.6836173430139,3943.360863805997,0 98 | 1865,7300,5090,13.117774189065267,288.53382972011764,4314.924376,0 99 | 2055,500,1390,17.17983056596174,56.92250293490923,3977.3094978972354,0 100 | 1843,4300,6690,16.118478312478928,385.1408811899837,4207.587718530261,0 101 | 2304,2800,8490,20.418969357084826,804.6695568598437,3721.223169347146,0 102 | 1138,2400,7690,20.665109737627542,345.4325334449545,3679.543241066558,0 103 | 1082,2400,6890,23.403507054786076,542.1236046058112,3703.8573300528546,0 104 | 2070,7700,9090,15.497229586407842,436.93405665906215,4186.509150435751,0 105 | 4193,9400,3490,13.436354645479325,105.67541875692035,4271.604111830051,0 106 | 2908,4900,1790,14.283914485521393,184.45923487433248,4317.832356641456,0 107 | 3513,600,490,18.576034585105177,913.5513396346818,3861.988176284228,0 108 | 4261,1600,9490,25.809264194992124,1082.1014401096277,3557.467570898184,0 109 | 2864,2500,2590,11.274287600571164,824.2800013201884,4318.312764771218,0 110 | 1703,7800,790,15.755543169248291,731.9609730494466,4000.730708728275,0 111 | 1191,1200,9490,22.485452686390037,709.3859201286923,3784.5412320554865,0 112 | 27,400,790,15.62095758794202,553.5208561169911,3973.479766456751,0 113 | 1903,200,290,17.704460413531557,486.75375698113675,3859.166437502438,0 114 | 663,3400,9190,18.568582497580426,978.9986170124521,3925.722775591382,0 115 | 2250,3700,9690,16.136983255373927,618.5870466798602,4109.632088920433,0 116 | 4758,1200,9890,21.80816831836151,595.5617723814736,3578.843341612992,0 117 | 4884,1200,7690,21.744020292162634,691.9813397911522,3736.1882040550195,0 118 | 2226,7200,1190,15.705813735898031,597.0263886745935,3981.5591540577275,0 119 | 3991,1400,2590,15.33269096983388,448.4683400275235,4631.996151,0 120 | 197,2000,9390,22.013782784006054,1025.5855673543163,3687.2944689334454,0 121 | 4269,1600,9690,26.023676068001137,617.4707340801847,3630.8414451813655,0 122 | 500,1000,8990,20.731537269002402,509.4352866738195,3616.6237772611066,0 123 | 3163,6300,4690,10.342825783832092,242.11958494601686,4158.245400473436,0 124 | 4104,3900,990,17.47755023464745,923.0922477115716,3964.614458489143,0 125 | 4375,1000,9790,23.95676013711359,1018.8481701158837,3694.4818884356214,0 126 | 1174,1800,9390,23.97923099645694,681.7902083212022,3649.4760055455586,0 127 | 2299,1600,4190,12.679975875912874,584.3130786217624,4293.541787836769,0 128 | 4955,1800,9290,23.967664118031216,341.4200162991544,3639.3024595821184,0 129 | 4748,9100,690,20.98673259,755.7299840307783,3880.142689170814,0 130 | 3293,1100,7490,19.60177492219071,557.8189914527823,3752.593265425757,0 131 | 1585,400,7190,15.02077336385892,353.1733984244353,3751.3809158351555,0 132 | 249,900,390,19.603568031031546,844.0243723607666,3734.290531027418,0 133 | 1866,1600,8690,26.728055053270463,969.4033305880282,3563.023707167522,0 134 | 4571,5500,2990,9.645082084754822,0,4142.264716408464,0 135 | 2803,2700,9290,19.867456656304473,265.2044227468014,3725.505997172233,0 136 | 2039,1700,6890,19.19584364364689,67.64743367,4058.1162596335885,0 137 | 4441,100,190,18.402477452804586,343.5089006873098,3966.5810005502804,0 138 | 2368,6100,5590,17.573787545748075,118.24093172711713,4244.617469801609,0 139 | 3109,2000,9890,20.89186299701817,729.3135853604356,3747.0101991332785,0 140 | 3331,2300,8890,19.85807105247154,128.4493991221127,3699.9058316615137,0 141 | 3934,3800,6290,11.098159098520648,235.46622725853265,4188.815760492386,0 142 | 3500,3300,2690,14.310262679485769,796.4796678867791,4230.773980070558,0 143 | 293,7250,3250,20.727860047530523,433.63935187801104,3978.5662694230605,0 144 | 2996,2300,1690,13.052648625972065,378.43584898418567,4109.1661828846045,0 145 | 4848,1700,4990,18.04100358781941,0,4228.881278242814,0 146 | 1649,1400,2190,14.109193323504474,3.85091505,4213.786568799663,0 147 | 4240,5900,790,13.97368724250824,403.37386115463335,4141.741951644252,0 148 | 3656,3300,3990,13.343616574519821,634.7038942154311,4036.6260777410384,0 149 | 637,200,7390,15.65983650145937,294.5842629202261,3696.7739920734725,0 150 | 22,750,8750,21.63803085765802,593.3015941286255,3767.9368587689305,0 151 | 4456,8700,590,19.41104394690114,207.2316796975988,3849.3909124607367,0 152 | 1610,900,290,20.70594415754922,506.5730664655203,3680.377994195239,0 153 | 4025,1100,6990,19.347026862570427,921.7063817576657,3740.6489287274576,0 154 | 1990,9200,1290,19.715145068739453,1105.5088910645284,4161.549628425725,0 155 | 2171,2600,1590,18.408813186832447,1119.8843066191075,4084.7788636740647,0 156 | 821,400,9590,22.905382574475595,1231.009253657946,3754.6308832571112,0 157 | 499,4000,490,14.884529144228466,619.5699960054072,4407.821170484457,0 158 | 3191,1900,8090,21.69659139945754,56.79661507,3549.859605416103,0 159 | 4593,7500,990,17.306230774266407,314.6314925741092,3940.9504886169593,0 160 | 4762,8700,9390,14.077357899907021,974.9602685266343,4345.557666418329,0 161 | 428,3300,2090,17.23432406798434,835.8301533493513,4309.573531391349,0 162 | 907,2300,1390,18.37698611117252,370.1949494639209,3985.257307091819,0 163 | 1008,900,9190,24.593446116103465,51.02872297128374,3723.6687223537806,0 164 | 995,3800,6990,18.553936355931086,678.6822849243104,3870.823151215548,0 165 | 4303,2300,9990,21.24803846,767.3356899075925,3635.4247517113213,0 166 | 3938,200,9890,21.531914729842313,761.3910778220921,3762.3543686646285,0 167 | 4525,2800,6590,19.399546559455825,750.6399036172351,3882.598871792247,0 168 | 1125,0,9690,22.745657388100575,475.8598230583725,3757.900971942407,0 169 | 54,1250,2750,11.632724438820354,282.47644740937096,4136.885363298006,0 170 | 4606,6700,3490,19.77105233784861,382.5266720126795,3917.2309637482226,0 171 | 3942,3500,590,17.77924079914838,369.6031745563501,4062.0973966901925,0 172 | 4757,2900,4490,13.199714762838452,482.6782659518604,4020.8215859346924,0 173 | 3552,2200,8590,21.336353684817823,425.4667258893221,3854.3869237993945,0 174 | 4566,1500,9390,24.450753661144727,930.8557724,3674.9286867700825,0 175 | 3187,800,7990,22.648503923675115,602.0030665500313,3686.1375565000358,0 176 | 4697,700,9690,22.965596103369883,577.9671022625449,3665.9429452690965,0 177 | 2668,8600,9490,14.860537860709496,396.2660364523296,4319.438496324142,0 178 | 41,1250,9250,24.265082419809218,1201.7850851220014,3623.2386234767464,0 179 | 2457,1400,7690,23.487903598576665,740.2313065287904,3654.873612331694,0 180 | 3033,2500,9590,23.332571286207347,119.97594995708914,3662.915284212236,0 181 | 2896,3500,8090,20.094252923131144,0,3877.5323350059066,0 182 | 4820,1800,4790,11.81491246310133,570.8548789540432,4156.845174170858,0 183 | 4037,1800,9490,26.40048020141171,670.4441052,3638.9117176096906,0 184 | 1283,4700,6590,10.358774941331163,494.4967937717768,4396.143873,0 185 | 1712,800,9190,26.45893983313578,655.0343455438333,3712.5356079201047,0 186 | 4040,6300,5890,13.74062883810807,730.5324526,4451.333932110803,0 187 | 4706,7100,2690,20.971971151392697,502.8212593357928,3894.064323961423,0 188 | 4215,8900,3390,12.152673925714609,13.644339336121448,4243.758567,0 189 | 3050,2700,9690,24.761210161815832,395.8180508757354,3645.8184494726133,0 190 | 340,4600,2890,12.263892375504025,0,4284.783160519416,0 191 | 4547,5500,7790,14.926871172193001,264.9798233080438,4161.873902865355,0 192 | 2418,800,9290,22.97398748489903,873.787144,3670.9640020732895,0 193 | 55,1250,2250,14.312134939808988,82.08975132290288,4110.879453921348,0 194 | 2003,2100,390,15.212822321836109,286.94712611226794,4130.639682844926,0 195 | 4212,4600,9690,16.17845185556444,554.1662686987279,4045.0411775753396,0 196 | 3005,5400,890,11.343006364463598,517.7324142766859,4101.711315771508,0 197 | 3705,7200,3190,15.790511184186308,631.6557895014004,3954.4776495705964,0 198 | 2744,7900,6790,9.224354317579358,364.14517312342946,4644.848452157967,0 199 | 1042,6600,3990,14.690445610388872,705.2691711262838,3969.2086185574617,0 200 | 1296,4200,9590,18.66267854095298,611.5215701531624,4123.511972022584,0 201 | 4464,8600,6290,13.634834070609575,731.7196965510509,4622.052020840558,0 202 | 891,0,8090,23.04000008767983,1236.1048804074983,3850.8597469966076,0 203 | 2450,2900,9790,22.35329350417443,721.8778585193003,3703.868135,0 204 | 333,1500,7190,22.061525032215837,1144.5494879023136,3703.813685725904,0 205 | 3711,3300,9390,23.013928935708513,794.5984089843972,3794.839329249812,0 206 | 2599,4000,5390,11.773805451163012,397.9278428164168,4257.245344926653,0 207 | 446,3700,5690,12.786093159999458,582.6504985333763,4274.920183725485,0 208 | 317,1500,8290,25.315865320989857,602.2652189062667,3571.9212282583467,0 209 | 4144,0,7090,17.263970593830805,511.9901046856982,3649.4180651672195,0 210 | 529,1100,7290,20.74493242613012,630.6228483218033,3751.071926,0 211 | 4233,1600,790,19.787303849866767,526.6247414092962,3954.109023967101,0 212 | 1763,9500,890,15.745460362563568,665.1777356694179,3901.287352,0 213 | 3664,6600,6390,16.196469804902083,594.7625721063565,4534.736488220651,0 214 | 1318,4300,5390,14.17401386173268,0,4436.7262467163755,0 215 | 147,6300,3290,16.33855126,1173.8244140933748,4009.7711607261804,0 216 | 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4532,6600,2590,18.863479713245294,979.1959606476778,4055.803335759837,0 230 | 2358,8800,2190,19.95431912402367,307.6542180270655,3968.6290130782063,0 231 | 1346,2000,990,14.205996115856113,379.29085320960826,4040.806314892104,0 232 | 1751,7000,6990,12.540393626728205,0,4430.681469079908,0 233 | 1024,3100,8190,19.328055788144674,430.8765950948332,3841.864066157928,0 234 | 1498,1900,9690,21.37389412664047,902.8344462157329,3656.8982469793646,0 235 | 2928,2800,890,17.63081558921223,655.3560471703296,4122.533622394063,0 236 | 3700,3200,8690,22.71292029311281,436.9368691034466,3967.0574781610994,0 237 | 4730,2400,9790,27.594891730048346,836.5621463,3669.4840762559074,0 238 | 3542,700,6090,11.484916816133676,487.0261329,4199.3918282802315,0 239 | 1401,7900,90,19.497026454079144,224.05446281905506,4019.9994619635636,0 240 | 1324,6600,4290,13.796814542763622,264.04646218407163,3978.7929527772953,0 241 | 4922,3700,5890,12.502070656812164,192.61593866451489,4219.262589583366,0 242 | 2769,3300,9690,19.42695392142408,740.7687147457384,3792.6606398958443,0 243 | 2342,100,1890,15.161882168479636,307.2561077930393,4020.599705109129,0 244 | 3466,900,6690,13.370517266632213,477.30176990418545,4012.252841600281,0 245 | 4228,1800,90,16.861891781151318,561.6138257340917,3992.582088439265,0 246 | 863,2600,9790,22.084158665807113,638.9424442055192,3788.704185719659,0 247 | 58,1250,750,18.597037074361882,689.2130705212123,3812.1784026315545,0 248 | 1726,1100,1190,17.02412811536146,673.3258736164637,4180.920853101325,0 249 | 2932,100,8390,19.061938325322622,450.6283487903743,3669.6832478620795,0 250 | 1035,9400,1690,17.183274246584432,434.1477906,3988.746294301332,0 251 | 56,1600,9090,24.778903844263667,999.6308225298133,3578.5219610609192,0 252 | 3632,8700,1290,18.231025761839703,297.8810338481985,3968.6398220027713,0 253 | 1361,1800,8090,22.48874009,1003.9768860829577,3628.4080798208115,0 254 | 4498,6100,3890,13.05664383100119,836.5126915805231,3959.297793801687,0 255 | 4489,1000,7790,24.309250875393268,317.1978371181839,3762.538720166862,0 256 | 3689,2800,6690,17.975969703031634,29.841434525080047,3835.4766652501303,0 257 | 4911,2900,9890,21.630859657865667,251.4316871265192,3791.535237449181,0 258 | 2685,1800,5890,13.374971590261227,23.32852979619082,3962.2306261989866,0 259 | 3356,1700,7790,23.625849018647962,1165.031652727861,3662.3091730175083,0 260 | 2369,1600,9990,23.936376546306196,769.3411100033233,3653.0984566056713,0 261 | 755,3100,8490,21.46689397897487,863.8204864584619,3788.1916541327732,0 262 | 862,8000,90,22.18001108481895,1096.0957557788802,4068.549324544221,0 263 | 84,5700,3090,12.596271663645197,672.1286757517689,4078.872989227027,0 264 | 75,1900,9890,22.336602991891173,1021.8989204494137,3768.047721896504,0 265 | 4171,7400,2290,19.351773998637483,171.44526958026393,3945.7030151844215,0 266 | 3188,7100,4490,18.07596954973169,462.7488824124402,3817.9779883585556,0 267 | 2255,5300,5390,13.339673026507645,655.3568349723329,4348.173369409155,0 268 | 3671,9800,8390,10.857180101732546,749.8366407089521,4513.877994303644,0 269 | 4049,2200,8790,20.758688676981702,393.2983139049398,3770.9919901424482,0 270 | 434,6200,5490,13.495207950133771,0,4063.687795450929,0 271 | 3277,3500,8590,19.95718334280078,238.01857478659548,3853.1795426219296,0 272 | -------------------------------------------------------------------------------- /unconv_MV_v3.csv: -------------------------------------------------------------------------------- 1 | Well,Por,LogPerm,AI,Brittle,TOC,VR,Prod 2 | 1,12.08,1.07,2.80,81.40,1.16,2.31,1695.360819 3 | 2,12.38,1.26,3.22,46.17,0.89,1.88,3007.096063 4 | 3,14.02,0.95,4.01,72.80,0.89,2.72,2531.938259 5 | 4,17.67,1.91,2.63,39.81,1.08,1.88,5288.514854 6 | 5,17.52,1.52,3.18,10.94,1.51,1.90,2859.469624 7 | 6,14.53,1.57,2.69,53.60,0.94,1.67,4017.374438 8 | 7,13.49,1.28,2.93,63.71,0.80,1.85,2952.812773 9 | 8,11.58,1.11,3.25,53.00,0.69,1.93,2670.933846 10 | 9,12.52,1.00,2.43,65.77,0.95,1.98,2474.048178 11 | 10,13.25,1.37,3.71,66.20,1.14,2.65,2722.893266 12 | 11,15.04,1.48,2.22,61.11,1.08,1.77,3828.247174 13 | 12,16.19,1.84,2.29,49.10,1.53,1.86,5095.810104 14 | 13,16.82,1.69,2.80,66.65,1.17,1.98,4091.637316 15 | 14,17.39,1.60,2.55,56.43,1.87,2.19,5631.743856 16 | 15,13.83,1.66,2.51,66.22,0.18,1.64,2873.608798 17 | 16,11.34,1.00,3.43,58.03,0.57,2.15,2423.769381 18 | 17,19.55,2.13,3.08,35.49,1.34,1.95,5836.426637 19 | 18,15.58,1.30,2.53,29.43,1.35,1.88,3225.083588 20 | 19,14.73,1.61,3.03,67.42,0.90,1.98,3155.030659 21 | 20,12.47,0.93,3.54,48.82,0.90,2.54,3074.158402 22 | 21,18.08,1.74,2.38,53.56,1.26,2.09,6167.837326 23 | 22,16.32,1.40,2.41,46.78,1.21,1.72,5026.346076 24 | 23,12.62,0.87,2.38,15.68,1.00,1.48,1770.586346 25 | 24,10.03,0.63,3.29,37.74,0.38,1.70,1781.692901 26 | 25,18.66,1.68,1.39,53.35,1.77,1.71,6720.654413 27 | 26,7.27,0.70,3.41,54.56,-0.04,1.68,1087.058602 28 | 27,15.78,1.61,2.55,52.64,1.37,2.04,4778.082354 29 | 28,15.73,1.86,3.74,31.90,1.10,2.15,3497.054089 30 | 29,12.38,0.78,4.09,31.40,0.72,2.07,2250.406525 31 | 30,12.89,0.88,2.90,51.24,0.81,1.97,3244.507305 32 | 31,18.48,1.78,2.85,46.89,1.45,2.45,6527.986797 33 | 32,14.74,1.13,2.45,36.86,0.92,1.59,3496.723458 34 | 33,12.55,1.17,3.43,56.93,0.79,2.27,2962.390499 35 | 34,13.58,0.87,2.95,52.16,1.13,2.20,3583.292064 36 | 35,11.76,1.08,4.18,61.21,0.43,2.45,2427.658732 37 | 36,11.98,1.30,3.17,27.12,0.54,1.69,1928.277856 38 | 37,13.56,1.14,3.59,42.96,0.48,1.93,3351.917842 39 | 38,16.55,1.74,2.28,63.39,1.33,1.96,4356.575147 40 | 39,15.22,1.30,3.52,42.24,1.14,2.26,4163.132891 41 | 40,14.54,1.30,2.04,66.27,0.87,1.64,3165.456822 42 | 41,14.37,1.78,2.98,47.62,0.97,1.87,3987.338499 43 | 42,15.40,1.36,2.86,46.29,1.01,1.99,4456.421771 44 | 43,10.14,1.33,4.26,61.89,-0.19,1.97,1819.32951 45 | 44,11.09,0.94,3.16,29.62,0.83,1.96,1786.293005 46 | 45,18.37,1.78,2.56,44.22,2.07,2.34,6414.798704 47 | 46,14.71,1.47,2.39,26.33,0.66,1.15,2687.726662 48 | 47,9.29,0.51,2.82,63.86,0.30,1.60,1485.937828 49 | 48,11.85,1.24,3.26,24.76,0.08,1.38,1791.039317 50 | 49,18.59,1.63,2.91,49.20,1.00,1.90,6550.386315 51 | 50,18.18,1.48,3.27,45.48,1.24,2.25,6151.415394 52 | 51,18.72,1.75,2.57,44.74,1.59,1.96,6587.705576 53 | 52,20.96,2.22,2.45,33.84,1.53,1.84,6431.79272 54 | 53,15.31,1.21,2.76,55.20,0.80,1.97,4310.395172 55 | 54,11.98,1.01,4.63,60.31,0.76,2.87,2573.310641 56 | 55,18.16,1.96,2.12,41.55,1.97,1.97,5977.95625 57 | 56,13.61,1.26,2.75,55.04,0.76,1.74,3492.570837 58 | 57,13.67,1.14,2.89,28.69,0.62,1.73,2501.783899 59 | 58,15.21,1.41,3.11,32.37,0.78,1.81,3303.374424 60 | 59,16.10,1.18,2.16,26.77,1.09,1.29,3167.265025 61 | 60,13.00,1.54,3.10,64.54,0.20,1.71,2686.370349 62 | 61,18.32,1.74,3.10,57.18,1.30,2.48,6059.940751 63 | 62,14.96,0.77,2.25,34.65,1.07,1.67,3402.579086 64 | 63,18.21,1.74,3.34,51.06,1.12,2.28,6315.590413 65 | 64,15.07,1.69,3.04,39.39,1.07,2.17,3892.251843 66 | 65,17.75,1.54,2.72,59.32,1.67,2.35,5518.303436 67 | 66,15.77,1.95,4.10,44.54,0.04,1.97,4463.393776 68 | 67,14.19,1.19,2.69,28.70,1.22,1.83,2695.314206 69 | 68,13.80,1.19,3.15,46.08,1.28,2.07,3678.068113 70 | 69,14.84,1.38,3.43,48.80,1.04,2.11,4230.116305 71 | 70,12.54,1.25,3.59,58.03,0.47,2.03,2883.423358 72 | 71,10.13,0.87,3.49,63.79,0.16,1.93,1748.969453 73 | 72,14.17,1.37,2.92,59.30,0.91,1.91,3544.912776 74 | 73,14.85,1.61,3.63,44.93,0.72,2.05,4092.364769 75 | 74,16.62,1.53,2.31,31.41,1.10,1.54,3787.503242 76 | 75,17.85,1.76,2.96,59.16,0.48,1.74,5391.379987 77 | 76,18.73,2.01,2.88,53.39,1.42,2.14,6715.356698 78 | 77,17.20,1.85,2.26,48.84,1.47,1.90,5717.029936 79 | 78,10.49,0.48,3.77,52.31,0.46,2.37,2221.596264 80 | 79,13.53,1.51,2.31,67.51,0.80,1.67,2713.853649 81 | 80,18.04,1.36,2.47,57.53,1.15,2.01,5772.51098 82 | 81,14.97,1.01,2.87,54.85,1.17,2.20,4190.906321 83 | 82,16.18,1.39,3.04,41.40,1.22,2.01,4612.730948 84 | 83,15.07,1.22,3.39,56.70,0.38,1.88,4049.133206 85 | 84,13.69,1.35,3.51,69.53,0.60,2.04,2622.001003 86 | 85,10.15,0.54,2.97,40.51,0.59,1.76,1934.911796 87 | 86,13.45,0.92,3.25,58.30,1.04,2.33,3286.022718 88 | 87,15.94,1.34,3.81,37.13,1.36,2.43,4106.811499 89 | 88,14.88,1.57,3.30,63.31,0.95,2.03,3561.623164 90 | 89,11.12,0.63,3.09,58.97,0.52,1.85,2290.074381 91 | 90,13.50,0.98,3.94,36.68,1.17,2.60,3002.448881 92 | 91,13.72,1.39,3.41,40.24,0.84,2.18,3314.008251 93 | 92,7.38,0.63,2.54,42.24,0.38,1.28,1083.997243 94 | 93,20.21,2.12,2.50,23.78,1.47,1.82,4340.321678 95 | 94,10.69,0.98,3.49,84.33,0.39,1.97,1313.580022 96 | 95,15.75,1.28,2.82,70.68,0.95,2.04,3246.842395 97 | 96,17.96,1.45,2.87,49.41,0.92,2.01,6073.667303 98 | 97,16.95,1.42,2.30,61.43,1.47,2.05,4782.524323 99 | 98,19.73,2.06,2.63,49.91,1.59,2.11,7671.102916 100 | 99,11.91,1.50,2.27,47.38,0.84,1.57,2841.106204 101 | 100,15.53,1.69,2.64,64.49,1.55,2.10,3797.854774 102 | 101,14.44,1.07,2.34,68.76,0.98,1.97,2939.373219 103 | 102,13.37,1.54,3.04,52.23,0.86,1.72,3482.221551 104 | 103,10.50,1.17,3.69,61.09,0.45,2.17,2000.189228 105 | 104,18.90,1.52,2.65,18.63,1.06,1.54,3463.971339 106 | 105,17.89,1.44,1.86,34.13,1.75,1.62,4744.155956 107 | 106,15.32,1.31,3.29,55.99,1.35,2.42,4358.662609 108 | 107,13.48,0.96,2.93,55.30,0.50,1.70,3384.908522 109 | 108,17.17,1.34,2.35,38.08,1.43,1.97,4830.54738 110 | 109,20.86,1.84,2.53,40.57,2.08,2.43,7865.496173 111 | 110,15.19,1.62,3.11,57.97,1.15,2.16,4152.714512 112 | 111,14.95,1.19,2.69,75.73,0.58,1.80,2635.017852 113 | 112,12.10,1.63,3.97,63.24,0.38,1.93,2457.10448 114 | 113,18.24,1.46,2.85,44.53,1.39,2.06,6153.991131 115 | 114,19.86,1.92,2.77,45.44,1.33,2.08,7479.838025 116 | 115,19.54,1.78,3.23,37.40,0.82,1.80,6024.335491 117 | 116,18.37,1.60,2.45,42.26,1.40,2.06,6043.934192 118 | 117,12.89,1.45,4.09,66.21,0.81,2.77,2577.89621 119 | 118,15.20,1.25,3.20,42.63,1.52,2.23,4231.240824 120 | 119,12.23,0.87,3.02,40.67,1.02,1.84,2732.976567 121 | 120,17.88,1.72,3.20,49.61,1.23,2.37,6117.309423 122 | 121,15.79,1.44,3.01,63.24,0.48,2.07,3906.15734 123 | 122,12.38,0.91,2.63,33.48,1.17,1.73,2395.213215 124 | 123,18.98,2.28,2.69,46.40,1.11,1.67,6832.601393 125 | 124,13.76,1.35,3.46,52.36,0.50,1.89,3610.669468 126 | 125,23.55,2.11,1.28,14.24,2.18,1.24,4537.450554 127 | 126,14.86,1.36,2.64,60.50,1.33,1.95,3817.101002 128 | 127,16.43,1.79,2.62,35.50,1.13,1.72,4159.31856 129 | 128,15.86,1.08,2.74,51.49,1.62,2.15,4855.465353 130 | 129,12.98,1.66,3.25,60.51,0.93,1.98,2985.345079 131 | 130,17.21,1.53,2.79,20.12,1.52,1.93,3087.066942 132 | 131,15.34,1.12,2.11,50.65,1.17,1.71,4503.730218 133 | 132,17.57,1.49,2.30,44.57,1.46,1.98,5730.296039 134 | 133,10.74,0.54,3.33,62.94,0.31,1.89,1979.073347 135 | 134,18.79,1.50,3.57,35.74,0.93,2.30,5325.67512 136 | 135,12.83,0.99,3.67,17.20,0.61,2.01,1844.590046 137 | 136,15.35,1.54,3.07,26.63,1.53,2.05,2943.562745 138 | 137,14.88,1.64,3.47,51.29,0.38,1.77,4170.037252 139 | 138,14.69,1.29,2.39,62.93,1.04,1.93,3510.43345 140 | 139,7.77,0.39,2.80,40.24,0.37,1.43,1151.574538 141 | 140,15.87,1.92,3.20,32.82,0.58,1.64,3597.937545 142 | 141,18.75,1.64,1.45,58.05,1.37,1.55,6259.644052 143 | 142,15.63,1.54,2.85,40.83,0.84,1.70,4234.653775 144 | 143,18.06,2.08,2.60,56.29,1.64,2.18,6076.521717 145 | 144,12.05,0.86,3.21,42.36,0.50,1.77,2697.715316 146 | 145,14.44,1.51,2.81,65.32,1.16,1.93,3236.108888 147 | 146,16.69,1.62,3.44,36.22,1.48,2.52,4396.485807 148 | 147,15.80,1.00,3.29,42.13,0.43,1.97,4332.565278 149 | 148,16.84,1.63,3.16,60.43,1.60,2.60,4866.019477 150 | 149,13.46,1.52,3.04,56.59,0.10,1.53,3304.287839 151 | 150,14.63,1.96,3.02,21.47,1.26,1.79,2441.362701 152 | 151,12.20,1.07,3.36,28.87,0.82,1.69,2075.032467 153 | 152,10.50,0.94,3.11,54.54,0.45,1.82,2205.747231 154 | 153,18.68,1.82,2.50,43.35,1.66,1.87,6454.680727 155 | 154,16.88,1.89,2.45,65.82,0.63,1.50,4162.716676 156 | 155,15.42,1.40,2.80,18.98,1.50,1.93,2553.452427 157 | 156,13.01,1.28,2.38,50.41,0.48,1.55,3287.383667 158 | 157,17.92,1.68,2.30,57.84,1.33,1.92,5729.988012 159 | 158,15.97,1.16,2.63,52.55,1.41,2.09,4863.070033 160 | 159,13.32,1.16,2.45,57.86,1.05,1.74,3265.739231 161 | 160,18.10,2.26,3.34,56.09,1.02,2.15,5993.918258 162 | 161,16.21,1.39,2.77,59.83,1.21,2.32,4515.872469 163 | 162,18.00,1.72,1.71,28.46,1.74,1.49,4065.46508 164 | 163,17.86,1.94,2.50,26.22,0.28,0.93,3683.597361 165 | 164,11.60,0.55,2.18,53.54,0.60,1.50,2642.806335 166 | 165,17.98,1.45,2.94,25.17,0.90,1.86,3653.371799 167 | 166,16.61,1.25,1.83,60.13,1.54,1.86,4736.868844 168 | 167,19.06,2.25,3.20,55.53,1.57,2.39,6862.820159 169 | 168,12.83,1.27,3.15,29.87,1.09,2.09,2333.784963 170 | 169,18.96,1.76,2.17,29.28,1.58,1.95,4556.184142 171 | 170,11.71,0.63,4.01,44.03,0.04,1.84,2581.070967 172 | 171,11.91,1.69,3.83,28.94,0.38,1.78,1988.596243 173 | 172,17.44,1.74,3.44,57.33,1.33,2.38,5483.878273 174 | 173,10.95,0.80,3.67,47.06,0.12,1.93,2371.721609 175 | 174,12.94,0.97,2.88,38.29,1.25,1.94,2899.214847 176 | 175,15.72,1.33,2.51,35.09,1.42,1.95,3813.169169 177 | 176,14.02,1.50,3.01,62.59,1.04,2.16,3268.828721 178 | 177,14.49,1.58,3.00,22.54,1.08,1.99,2442.094088 179 | 178,11.80,1.07,3.64,35.35,0.35,1.76,2263.803777 180 | 179,19.29,1.61,2.82,58.56,1.23,1.97,6531.973105 181 | 180,7.22,0.35,3.60,63.09,-0.03,1.67,891.4526978 182 | 181,15.70,1.10,3.41,46.86,0.14,1.93,4484.928176 183 | 182,14.48,1.34,3.56,47.44,0.67,2.11,3970.769808 184 | 183,9.88,1.00,3.64,55.19,0.52,2.16,1972.763685 185 | 184,18.80,1.80,3.23,74.07,1.66,2.54,4073.433647 186 | 185,18.07,1.33,2.89,28.67,1.52,2.10,4087.611732 187 | 186,15.68,1.68,3.77,57.85,0.72,2.35,4354.473023 188 | 187,15.28,1.25,2.29,34.78,1.28,1.61,3581.187282 189 | 188,10.88,1.20,4.09,55.09,0.81,2.40,2367.71562 190 | 189,16.14,1.62,3.16,38.03,0.97,2.05,4256.566703 191 | 190,16.12,1.41,2.42,35.84,1.48,1.84,4075.219934 192 | 191,13.52,1.35,3.45,31.57,1.51,2.22,2685.799399 193 | 192,6.55,0.12,4.13,56.69,0.28,2.10,839.8220626 194 | 193,20.37,1.90,2.37,37.76,1.40,1.99,6774.728279 195 | 194,12.92,1.36,3.68,71.40,0.11,1.91,2253.251527 196 | 195,17.13,1.79,2.88,51.45,1.77,2.28,5726.071238 197 | 196,11.95,1.14,2.97,67.18,0.80,2.06,2203.839738 198 | 197,17.99,2.29,3.38,44.32,0.98,2.08,5949.843842 199 | 198,12.12,0.82,3.52,57.07,-0.04,1.73,2701.389046 200 | 199,15.55,1.50,2.48,58.25,1.89,2.35,4415.829234 201 | 200,20.89,2.02,3.23,46.17,1.71,2.27,8590.384044 202 | -------------------------------------------------------------------------------- /unconv_MV_v4.csv: -------------------------------------------------------------------------------- 1 | Well,Por,Perm,AI,Brittle,TOC,VR,Prod 2 | 1,12.08,2.92,2.8,81.4,1.16,2.31,1695.360819 3 | 2,12.38,3.53,3.22,46.17,0.89,1.88,3007.096063 4 | 3,14.02,2.59,4.01,72.8,0.89,2.72,2531.938259 5 | 4,17.67,6.75,2.63,39.81,1.08,1.88,5288.514854 6 | 5,17.52,4.57,3.18,10.94,1.51,1.9,2859.469624 7 | 6,14.53,4.81,2.69,53.6,0.94,1.67,4017.374438 8 | 7,13.49,3.60,2.93,63.71,0.8,1.85,2952.812773 9 | 8,11.58,3.03,3.25,53,0.69,1.93,2670.933846 10 | 9,12.52,2.72,2.43,65.77,0.95,1.98,2474.048178 11 | 10,13.25,3.94,3.71,66.2,1.14,2.65,2722.893266 12 | 11,15.04,4.39,2.22,61.11,1.08,1.77,3828.247174 13 | 12,16.19,6.30,2.29,49.1,1.53,1.86,5095.810104 14 | 13,16.82,5.42,2.8,66.65,1.17,1.98,4091.637316 15 | 14,17.39,4.95,2.55,56.43,1.87,2.19,5631.743856 16 | 15,13.83,5.26,2.51,66.22,0.18,1.64,2873.608798 17 | 16,11.34,2.72,3.43,58.03,0.57,2.15,2423.769381 18 | 17,19.55,8.41,3.08,35.49,1.34,1.95,5836.426637 19 | 18,15.58,3.67,2.53,29.43,1.35,1.88,3225.083588 20 | 19,14.73,5.00,3.03,67.42,0.9,1.98,3155.030659 21 | 20,12.47,2.53,3.54,48.82,0.9,2.54,3074.158402 22 | 21,18.08,5.70,2.38,53.56,1.26,2.09,6167.837326 23 | 22,16.32,4.06,2.41,46.78,1.21,1.72,5026.346076 24 | 23,12.62,2.39,2.38,15.68,1,1.48,1770.586346 25 | 24,10.03,1.88,3.29,37.74,0.38,1.7,1781.692901 26 | 25,18.66,5.37,1.39,53.35,1.77,1.71,6720.654413 27 | 26,7.27,2.01,3.41,54.56,-0.04,1.68,1087.058602 28 | 27,15.78,5.00,2.55,52.64,1.37,2.04,4778.082354 29 | 28,15.73,6.42,3.74,31.9,1.1,2.15,3497.054089 30 | 29,12.38,2.18,4.09,31.4,0.72,2.07,2250.406525 31 | 30,12.89,2.41,2.9,51.24,0.81,1.97,3244.507305 32 | 31,18.48,5.93,2.85,46.89,1.45,2.45,6527.986797 33 | 32,14.74,3.10,2.45,36.86,0.92,1.59,3496.723458 34 | 33,12.55,3.22,3.43,56.93,0.79,2.27,2962.390499 35 | 34,13.58,2.39,2.95,52.16,1.13,2.2,3583.292064 36 | 35,11.76,2.94,4.18,61.21,0.43,2.45,2427.658732 37 | 36,11.98,3.67,3.17,27.12,0.54,1.69,1928.277856 38 | 37,13.56,3.13,3.59,42.96,0.48,1.93,3351.917842 39 | 38,16.55,5.70,2.28,63.39,1.33,1.96,4356.575147 40 | 39,15.22,3.67,3.52,42.24,1.14,2.26,4163.132891 41 | 40,14.54,3.67,2.04,66.27,0.87,1.64,3165.456822 42 | 41,14.37,5.93,2.98,47.62,0.97,1.87,3987.338499 43 | 42,15.4,3.90,2.86,46.29,1.01,1.99,4456.421771 44 | 43,10.14,3.78,4.26,61.89,-0.19,1.97,1819.32951 45 | 44,11.09,2.56,3.16,29.62,0.83,1.96,1786.293005 46 | 45,18.37,5.93,2.56,44.22,2.07,2.34,6414.798704 47 | 46,14.71,4.35,2.39,26.33,0.66,1.15,2687.726662 48 | 47,9.29,1.67,2.82,63.86,0.3,1.6,1485.937828 49 | 48,11.85,3.46,3.26,24.76,0.08,1.38,1791.039317 50 | 49,18.59,5.10,2.91,49.2,1,1.9,6550.386315 51 | 50,18.18,4.39,3.27,45.48,1.24,2.25,6151.415394 52 | 51,18.72,5.75,2.57,44.74,1.59,1.96,6587.705576 53 | 52,20.96,9.21,2.45,33.84,1.53,1.84,6431.79272 54 | 53,15.31,3.35,2.76,55.2,0.8,1.97,4310.395172 55 | 54,11.98,2.75,4.63,60.31,0.76,2.87,2573.310641 56 | 55,18.16,7.10,2.12,41.55,1.97,1.97,5977.95625 57 | 56,13.61,3.53,2.75,55.04,0.76,1.74,3492.570837 58 | 57,13.67,3.13,2.89,28.69,0.62,1.73,2501.783899 59 | 58,15.21,4.10,3.11,32.37,0.78,1.81,3303.374424 60 | 59,16.1,3.25,2.16,26.77,1.09,1.29,3167.265025 61 | 60,13,4.66,3.1,64.54,0.2,1.71,2686.370349 62 | 61,18.32,5.70,3.1,57.18,1.3,2.48,6059.940751 63 | 62,14.96,2.16,2.25,34.65,1.07,1.67,3402.579086 64 | 63,18.21,5.70,3.34,51.06,1.12,2.28,6315.590413 65 | 64,15.07,5.42,3.04,39.39,1.07,2.17,3892.251843 66 | 65,17.75,4.66,2.72,59.32,1.67,2.35,5518.303436 67 | 66,15.77,7.03,4.1,44.54,0.04,1.97,4463.393776 68 | 67,14.19,3.29,2.69,28.7,1.22,1.83,2695.314206 69 | 68,13.8,3.29,3.15,46.08,1.28,2.07,3678.068113 70 | 69,14.84,3.97,3.43,48.8,1.04,2.11,4230.116305 71 | 70,12.54,3.49,3.59,58.03,0.47,2.03,2883.423358 72 | 71,10.13,2.39,3.49,63.79,0.16,1.93,1748.969453 73 | 72,14.17,3.94,2.92,59.3,0.91,1.91,3544.912776 74 | 73,14.85,5.00,3.63,44.93,0.72,2.05,4092.364769 75 | 74,16.62,4.62,2.31,31.41,1.1,1.54,3787.503242 76 | 75,17.85,5.81,2.96,59.16,0.48,1.74,5391.379987 77 | 76,18.73,7.46,2.88,53.39,1.42,2.14,6715.356698 78 | 77,17.2,6.36,2.26,48.84,1.47,1.9,5717.029936 79 | 78,10.49,1.62,3.77,52.31,0.46,2.37,2221.596264 80 | 79,13.53,4.53,2.31,67.51,0.8,1.67,2713.853649 81 | 80,18.04,3.90,2.47,57.53,1.15,2.01,5772.51098 82 | 81,14.97,2.75,2.87,54.85,1.17,2.2,4190.906321 83 | 82,16.18,4.01,3.04,41.4,1.22,2.01,4612.730948 84 | 83,15.07,3.39,3.39,56.7,0.38,1.88,4049.133206 85 | 84,13.69,3.86,3.51,69.53,0.6,2.04,2622.001003 86 | 85,10.15,1.72,2.97,40.51,0.59,1.76,1934.911796 87 | 86,13.45,2.51,3.25,58.3,1.04,2.33,3286.022718 88 | 87,15.94,3.82,3.81,37.13,1.36,2.43,4106.811499 89 | 88,14.88,4.81,3.3,63.31,0.95,2.03,3561.623164 90 | 89,11.12,1.88,3.09,58.97,0.52,1.85,2290.074381 91 | 90,13.5,2.66,3.94,36.68,1.17,2.6,3002.448881 92 | 91,13.72,4.01,3.41,40.24,0.84,2.18,3314.008251 93 | 92,7.38,1.88,2.54,42.24,0.38,1.28,1083.997243 94 | 93,20.21,8.33,2.5,23.78,1.47,1.82,4340.321678 95 | 94,10.69,2.66,3.49,84.33,0.39,1.97,1313.580022 96 | 95,15.75,3.60,2.82,70.68,0.95,2.04,3246.842395 97 | 96,17.96,4.26,2.87,49.41,0.92,2.01,6073.667303 98 | 97,16.95,4.14,2.3,61.43,1.47,2.05,4782.524323 99 | 98,19.73,7.85,2.63,49.91,1.59,2.11,7671.102916 100 | 99,11.91,4.48,2.27,47.38,0.84,1.57,2841.106204 101 | 100,15.53,5.42,2.64,64.49,1.55,2.1,3797.854774 102 | 101,14.44,2.92,2.34,68.76,0.98,1.97,2939.373219 103 | 102,13.37,4.66,3.04,52.23,0.86,1.72,3482.221551 104 | 103,10.5,3.22,3.69,61.09,0.45,2.17,2000.189228 105 | 104,18.9,4.57,2.65,18.63,1.06,1.54,3463.971339 106 | 105,17.89,4.22,1.86,34.13,1.75,1.62,4744.155956 107 | 106,15.32,3.71,3.29,55.99,1.35,2.42,4358.662609 108 | 107,13.48,2.61,2.93,55.3,0.5,1.7,3384.908522 109 | 108,17.17,3.82,2.35,38.08,1.43,1.97,4830.54738 110 | 109,20.86,6.30,2.53,40.57,2.08,2.43,7865.496173 111 | 110,15.19,5.05,3.11,57.97,1.15,2.16,4152.714512 112 | 111,14.95,3.29,2.69,75.73,0.58,1.8,2635.017852 113 | 112,12.1,5.10,3.97,63.24,0.38,1.93,2457.10448 114 | 113,18.24,4.31,2.85,44.53,1.39,2.06,6153.991131 115 | 114,19.86,6.82,2.77,45.44,1.33,2.08,7479.838025 116 | 115,19.54,5.93,3.23,37.4,0.82,1.8,6024.335491 117 | 116,18.37,4.95,2.45,42.26,1.4,2.06,6043.934192 118 | 117,12.89,4.26,4.09,66.21,0.81,2.77,2577.89621 119 | 118,15.2,3.49,3.2,42.63,1.52,2.23,4231.240824 120 | 119,12.23,2.39,3.02,40.67,1.02,1.84,2732.976567 121 | 120,17.88,5.58,3.2,49.61,1.23,2.37,6117.309423 122 | 121,15.79,4.22,3.01,63.24,0.48,2.07,3906.15734 123 | 122,12.38,2.48,2.63,33.48,1.17,1.73,2395.213215 124 | 123,18.98,9.78,2.69,46.4,1.11,1.67,6832.601393 125 | 124,13.76,3.86,3.46,52.36,0.5,1.89,3610.669468 126 | 125,23.55,8.25,1.28,14.24,2.18,1.24,4537.450554 127 | 126,14.86,3.90,2.64,60.5,1.33,1.95,3817.101002 128 | 127,16.43,5.99,2.62,35.5,1.13,1.72,4159.31856 129 | 128,15.86,2.94,2.74,51.49,1.62,2.15,4855.465353 130 | 129,12.98,5.26,3.25,60.51,0.93,1.98,2985.345079 131 | 130,17.21,4.62,2.79,20.12,1.52,1.93,3087.066942 132 | 131,15.34,3.06,2.11,50.65,1.17,1.71,4503.730218 133 | 132,17.57,4.44,2.3,44.57,1.46,1.98,5730.296039 134 | 133,10.74,1.72,3.33,62.94,0.31,1.89,1979.073347 135 | 134,18.79,4.48,3.57,35.74,0.93,2.3,5325.67512 136 | 135,12.83,2.69,3.67,17.2,0.61,2.01,1844.590046 137 | 136,15.35,4.66,3.07,26.63,1.53,2.05,2943.562745 138 | 137,14.88,5.16,3.47,51.29,0.38,1.77,4170.037252 139 | 138,14.69,3.63,2.39,62.93,1.04,1.93,3510.43345 140 | 139,7.77,1.48,2.8,40.24,0.37,1.43,1151.574538 141 | 140,15.87,6.82,3.2,32.82,0.58,1.64,3597.937545 142 | 141,18.75,5.16,1.45,58.05,1.37,1.55,6259.644052 143 | 142,15.63,4.66,2.85,40.83,0.84,1.7,4234.653775 144 | 143,18.06,8.00,2.6,56.29,1.64,2.18,6076.521717 145 | 144,12.05,2.36,3.21,42.36,0.5,1.77,2697.715316 146 | 145,14.44,4.53,2.81,65.32,1.16,1.93,3236.108888 147 | 146,16.69,5.05,3.44,36.22,1.48,2.52,4396.485807 148 | 147,15.8,2.72,3.29,42.13,0.43,1.97,4332.565278 149 | 148,16.84,5.10,3.16,60.43,1.6,2.6,4866.019477 150 | 149,13.46,4.57,3.04,56.59,0.1,1.53,3304.287839 151 | 150,14.63,7.10,3.02,21.47,1.26,1.79,2441.362701 152 | 151,12.2,2.92,3.36,28.87,0.82,1.69,2075.032467 153 | 152,10.5,2.56,3.11,54.54,0.45,1.82,2205.747231 154 | 153,18.68,6.17,2.5,43.35,1.66,1.87,6454.680727 155 | 154,16.88,6.62,2.45,65.82,0.63,1.5,4162.716676 156 | 155,15.42,4.06,2.8,18.98,1.5,1.93,2553.452427 157 | 156,13.01,3.60,2.38,50.41,0.48,1.55,3287.383667 158 | 157,17.92,5.37,2.3,57.84,1.33,1.92,5729.988012 159 | 158,15.97,3.19,2.63,52.55,1.41,2.09,4863.070033 160 | 159,13.32,3.19,2.45,57.86,1.05,1.74,3265.739231 161 | 160,18.1,9.58,3.34,56.09,1.02,2.15,5993.918258 162 | 161,16.21,4.01,2.77,59.83,1.21,2.32,4515.872469 163 | 162,18,5.58,1.71,28.46,1.74,1.49,4065.46508 164 | 163,17.86,6.96,2.5,26.22,0.28,0.93,3683.597361 165 | 164,11.6,1.73,2.18,53.54,0.6,1.5,2642.806335 166 | 165,17.98,4.26,2.94,25.17,0.9,1.86,3653.371799 167 | 166,16.61,3.49,1.83,60.13,1.54,1.86,4736.868844 168 | 167,19.06,9.49,3.2,55.53,1.57,2.39,6862.820159 169 | 168,12.83,3.56,3.15,29.87,1.09,2.09,2333.784963 170 | 169,18.96,5.81,2.17,29.28,1.58,1.95,4556.184142 171 | 170,11.71,1.88,4.01,44.03,0.04,1.84,2581.070967 172 | 171,11.91,5.42,3.83,28.94,0.38,1.78,1988.596243 173 | 172,17.44,5.70,3.44,57.33,1.33,2.38,5483.878273 174 | 173,10.95,2.23,3.67,47.06,0.12,1.93,2371.721609 175 | 174,12.94,2.64,2.88,38.29,1.25,1.94,2899.214847 176 | 175,15.72,3.78,2.51,35.09,1.42,1.95,3813.169169 177 | 176,14.02,4.48,3.01,62.59,1.04,2.16,3268.828721 178 | 177,14.49,4.85,3,22.54,1.08,1.99,2442.094088 179 | 178,11.8,2.92,3.64,35.35,0.35,1.76,2263.803777 180 | 179,19.29,5.00,2.82,58.56,1.23,1.97,6531.973105 181 | 180,7.22,1.42,3.6,63.09,-0.03,1.67,891.4526978 182 | 181,15.7,3.00,3.41,46.86,0.14,1.93,4484.928176 183 | 182,14.48,3.82,3.56,47.44,0.67,2.11,3970.769808 184 | 183,9.88,2.72,3.64,55.19,0.52,2.16,1972.763685 185 | 184,18.8,6.05,3.23,74.07,1.66,2.54,4073.433647 186 | 185,18.07,3.78,2.89,28.67,1.52,2.1,4087.611732 187 | 186,15.68,5.37,3.77,57.85,0.72,2.35,4354.473023 188 | 187,15.28,3.49,2.29,34.78,1.28,1.61,3581.187282 189 | 188,10.88,3.32,4.09,55.09,0.81,2.4,2367.71562 190 | 189,16.14,5.05,3.16,38.03,0.97,2.05,4256.566703 191 | 190,16.12,4.10,2.42,35.84,1.48,1.84,4075.219934 192 | 191,13.52,3.86,3.45,31.57,1.51,2.22,2685.799399 193 | 192,6.55,1.13,4.13,56.69,0.28,2.1,839.8220626 194 | 193,20.37,6.69,2.37,37.76,1.4,1.99,6774.728279 195 | 194,12.92,3.90,3.68,71.4,0.11,1.91,2253.251527 196 | 195,17.13,5.99,2.88,51.45,1.77,2.28,5726.071238 197 | 196,11.95,3.13,2.97,67.18,0.8,2.06,2203.839738 198 | 197,17.99,9.87,3.38,44.32,0.98,2.08,5949.843842 199 | 198,12.12,2.27,3.52,57.07,-0.04,1.73,2701.389046 200 | 199,15.55,4.48,2.48,58.25,1.89,2.35,4415.829234 201 | 200,20.89,7.54,3.23,46.17,1.71,2.27,8590.384044 202 | -------------------------------------------------------------------------------- /unconv_MV_v5.csv: -------------------------------------------------------------------------------- 1 | Well,Por,Perm,AI,Brittle,TOC,VR,Prod 2 | 1,12.08,2.92,2.8,81.4,1.16,2.31,4165.196191 3 | 2,12.38,3.53,3.22,46.17,0.89,1.88,3561.146205 4 | 3,14.02,2.59,4.01,72.8,0.89,2.72,4284.348574 5 | 4,17.67,6.75,2.63,39.81,1.08,1.88,5098.680869 6 | 5,17.52,4.57,3.18,10.94,1.51,1.9,3406.132832 7 | 6,14.53,4.81,2.69,53.6,0.94,1.67,4395.763259 8 | 7,13.49,3.6,2.93,63.71,0.8,1.85,4104.400989 9 | 8,11.58,3.03,3.25,53,0.69,1.93,3496.742701 10 | 9,12.52,2.72,2.43,65.77,0.95,1.98,4025.851153 11 | 10,13.25,3.94,3.71,66.2,1.14,2.65,4285.026122 12 | 11,15.04,4.39,2.22,61.11,1.08,1.77,4691.546305 13 | 12,16.19,6.3,2.29,49.1,1.53,1.86,5128.20297 14 | 13,16.82,5.42,2.8,66.65,1.17,1.98,5113.940775 15 | 14,17.39,4.95,2.55,56.43,1.87,2.19,5546.431951 16 | 15,13.83,5.26,2.51,66.22,0.18,1.64,4323.568513 17 | 16,11.34,2.72,3.43,58.03,0.57,2.15,3539.984263 18 | 17,19.55,8.41,3.08,35.49,1.34,1.95,5425.900608 19 | 18,15.58,3.67,2.53,29.43,1.35,1.88,3796.037029 20 | 19,14.73,5,3.03,67.42,0.9,1.98,4534.585915 21 | 20,12.47,2.53,3.54,48.82,0.9,2.54,3803.411386 22 | 21,18.08,5.7,2.38,53.56,1.26,2.09,5778.851488 23 | 22,16.32,4.06,2.41,46.78,1.21,1.72,4771.307836 24 | 23,12.62,2.39,2.38,15.68,1,1.48,2486.075498 25 | 24,10.03,1.88,3.29,37.74,0.38,1.7,2515.440716 26 | 25,18.66,5.37,1.39,53.35,1.77,1.71,6046.257538 27 | 26,7.27,2.01,3.41,54.56,-0.04,1.68,2351.289487 28 | 27,15.78,5,2.55,52.64,1.37,2.04,4971.979256 29 | 28,15.73,6.42,3.74,31.9,1.1,2.15,3999.613909 30 | 29,12.38,2.18,4.09,31.4,0.72,2.07,2760.485982 31 | 30,12.89,2.41,2.9,51.24,0.81,1.97,3825.661812 32 | 31,18.48,5.93,2.85,46.89,1.45,2.45,5859.748328 33 | 32,14.74,3.1,2.45,36.86,0.92,1.59,3775.981178 34 | 33,12.55,3.22,3.43,56.93,0.79,2.27,3907.28923 35 | 34,13.58,2.39,2.95,52.16,1.13,2.2,4118.233273 36 | 35,11.76,2.94,4.18,61.21,0.43,2.45,3621.261108 37 | 36,11.98,3.67,3.17,27.12,0.54,1.69,2718.652945 38 | 37,13.56,3.13,3.59,42.96,0.48,1.93,3608.47473 39 | 38,16.55,5.7,2.28,63.39,1.33,1.96,5249.625543 40 | 39,15.22,3.67,3.52,42.24,1.14,2.26,4239.53187 41 | 40,14.54,3.67,2.04,66.27,0.87,1.64,4471.241364 42 | 41,14.37,5.93,2.98,47.62,0.97,1.87,4363.202854 43 | 42,15.4,3.9,2.86,46.29,1.01,1.99,4495.004769 44 | 43,10.14,3.78,4.26,61.89,-0.19,1.97,3098.436639 45 | 44,11.09,2.56,3.16,29.62,0.83,1.96,2677.297348 46 | 45,18.37,5.93,2.56,44.22,2.07,2.34,5779.876876 47 | 46,14.71,4.35,2.39,26.33,0.66,1.15,3210.90138 48 | 47,9.29,1.67,2.82,63.86,0.3,1.6,2967.240201 49 | 48,11.85,3.46,3.26,24.76,0.08,1.38,2415.825125 50 | 49,18.59,5.1,2.91,49.2,1,1.9,5563.040771 51 | 50,18.18,4.39,3.27,45.48,1.24,2.25,5337.145786 52 | 51,18.72,5.75,2.57,44.74,1.59,1.96,5670.537767 53 | 52,20.96,9.21,2.45,33.84,1.53,1.84,5899.353594 54 | 53,15.31,3.35,2.76,55.2,0.8,1.97,4601.071319 55 | 54,11.98,2.75,4.63,60.31,0.76,2.87,3741.129167 56 | 55,18.16,7.1,2.12,41.55,1.97,1.97,5605.978153 57 | 56,13.61,3.53,2.75,55.04,0.76,1.74,4079.994302 58 | 57,13.67,3.13,2.89,28.69,0.62,1.73,3146.528143 59 | 58,15.21,4.1,3.11,32.37,0.78,1.81,3691.832452 60 | 59,16.1,3.25,2.16,26.77,1.09,1.29,3542.532883 61 | 60,13,4.66,3.1,64.54,0.2,1.71,3969.558019 62 | 61,18.32,5.7,3.1,57.18,1.3,2.48,5851.024387 63 | 62,14.96,2.16,2.25,34.65,1.07,1.67,3733.769597 64 | 63,18.21,5.7,3.34,51.06,1.12,2.28,5620.911404 65 | 64,15.07,5.42,3.04,39.39,1.07,2.17,4319.662079 66 | 65,17.75,4.66,2.72,59.32,1.67,2.35,5620.445827 67 | 66,15.77,7.03,4.1,44.54,0.04,1.97,4431.905847 68 | 67,14.19,3.29,2.69,28.7,1.22,1.83,3376.2837 69 | 68,13.8,3.29,3.15,46.08,1.28,2.07,3999.97933 70 | 69,14.84,3.97,3.43,48.8,1.04,2.11,4336.465709 71 | 70,12.54,3.49,3.59,58.03,0.47,2.03,3767.10242 72 | 71,10.13,2.39,3.49,63.79,0.16,1.93,3180.611366 73 | 72,14.17,3.94,2.92,59.3,0.91,1.91,4320.554389 74 | 73,14.85,5,3.63,44.93,0.72,2.05,4220.557084 75 | 74,16.62,4.62,2.31,31.41,1.1,1.54,4087.529805 76 | 75,17.85,5.81,2.96,59.16,0.48,1.74,5321.469922 77 | 76,18.73,7.46,2.88,53.39,1.42,2.14,6053.071368 78 | 77,17.2,6.36,2.26,48.84,1.47,1.9,5446.810082 79 | 78,10.49,1.62,3.77,52.31,0.46,2.37,3190.699612 80 | 79,13.53,4.53,2.31,67.51,0.8,1.67,4276.410007 81 | 80,18.04,3.9,2.47,57.53,1.15,2.01,5518.256409 82 | 81,14.97,2.75,2.87,54.85,1.17,2.2,4555.146788 83 | 82,16.18,4.01,3.04,41.4,1.22,2.01,4489.29306 84 | 83,15.07,3.39,3.39,56.7,0.38,1.88,4319.787412 85 | 84,13.69,3.86,3.51,69.53,0.6,2.04,4113.145433 86 | 85,10.15,1.72,2.97,40.51,0.59,1.76,2734.773959 87 | 86,13.45,2.51,3.25,58.3,1.04,2.33,4142.406714 88 | 87,15.94,3.82,3.81,37.13,1.36,2.43,4208.174933 89 | 88,14.88,4.81,3.3,63.31,0.95,2.03,4519.923344 90 | 89,11.12,1.88,3.09,58.97,0.52,1.85,3364.213781 91 | 90,13.5,2.66,3.94,36.68,1.17,2.6,3562.635128 92 | 91,13.72,4.01,3.41,40.24,0.84,2.18,3806.229207 93 | 92,7.38,1.88,2.54,42.24,0.38,1.28,2119.315516 94 | 93,20.21,8.33,2.5,23.78,1.47,1.82,4877.71473 95 | 94,10.69,2.66,3.49,84.33,0.39,1.97,3591.891958 96 | 95,15.75,3.6,2.82,70.68,0.95,2.04,4700.224408 97 | 96,17.96,4.26,2.87,49.41,0.92,2.01,5350.949293 98 | 97,16.95,4.14,2.3,61.43,1.47,2.05,5278.785405 99 | 98,19.73,7.85,2.63,49.91,1.59,2.11,6455.048131 100 | 99,11.91,4.48,2.27,47.38,0.84,1.57,3671.944944 101 | 100,15.53,5.42,2.64,64.49,1.55,2.1,4948.929165 102 | 101,14.44,2.92,2.34,68.76,0.98,1.97,4464.894985 103 | 102,13.37,4.66,3.04,52.23,0.86,1.72,4003.874956 104 | 103,10.5,3.22,3.69,61.09,0.45,2.17,3376.059883 105 | 104,18.9,4.57,2.65,18.63,1.06,1.54,3856.991967 106 | 105,17.89,4.22,1.86,34.13,1.75,1.62,4689.43224 107 | 106,15.32,3.71,3.29,55.99,1.35,2.42,4748.315024 108 | 107,13.48,2.61,2.93,55.3,0.5,1.7,3890.428004 109 | 108,17.17,3.82,2.35,38.08,1.43,1.97,4733.965648 110 | 109,20.86,6.3,2.53,40.57,2.08,2.43,6480.140811 111 | 110,15.19,5.05,3.11,57.97,1.15,2.16,4751.960471 112 | 111,14.95,3.29,2.69,75.73,0.58,1.8,4429.601197 113 | 112,12.1,5.1,3.97,63.24,0.38,1.93,3695.605482 114 | 113,18.24,4.31,2.85,44.53,1.39,2.06,5334.209437 115 | 114,19.86,6.82,2.77,45.44,1.33,2.08,6171.948872 116 | 115,19.54,5.93,3.23,37.4,0.82,1.8,5188.165252 117 | 116,18.37,4.95,2.45,42.26,1.4,2.06,5429.61122 118 | 117,12.89,4.26,4.09,66.21,0.81,2.77,4190.949492 119 | 118,15.2,3.49,3.2,42.63,1.52,2.23,4321.08436 120 | 119,12.23,2.39,3.02,40.67,1.02,1.84,3278.519165 121 | 120,17.88,5.58,3.2,49.61,1.23,2.37,5568.129512 122 | 121,15.79,4.22,3.01,63.24,0.48,2.07,4761.541276 123 | 122,12.38,2.48,2.63,33.48,1.17,1.73,3096.041435 124 | 123,18.98,9.78,2.69,46.4,1.11,1.67,5984.91987 125 | 124,13.76,3.86,3.46,52.36,0.5,1.89,3987.451637 126 | 125,23.55,8.25,1.28,14.24,2.18,1.24,5107.668954 127 | 126,14.86,3.9,2.64,60.5,1.33,1.95,4590.775041 128 | 127,16.43,5.99,2.62,35.5,1.13,1.72,4394.908724 129 | 128,15.86,2.94,2.74,51.49,1.62,2.15,4801.169597 130 | 129,12.98,5.26,3.25,60.51,0.93,1.98,4118.586934 131 | 130,17.21,4.62,2.79,20.12,1.52,1.93,3762.933398 132 | 131,15.34,3.06,2.11,50.65,1.17,1.71,4583.194189 133 | 132,17.57,4.44,2.3,44.57,1.46,1.98,5257.439724 134 | 133,10.74,1.72,3.33,62.94,0.31,1.89,3258.271193 135 | 134,18.79,4.48,3.57,35.74,0.93,2.3,4896.3969 136 | 135,12.83,2.69,3.67,17.2,0.61,2.01,2508.507049 137 | 136,15.35,4.66,3.07,26.63,1.53,2.05,3655.497757 138 | 137,14.88,5.16,3.47,51.29,0.38,1.77,4300.222781 139 | 138,14.69,3.63,2.39,62.93,1.04,1.93,4566.400754 140 | 139,7.77,1.48,2.8,40.24,0.37,1.43,2107.139414 141 | 140,15.87,6.82,3.2,32.82,0.58,1.64,3989.012964 142 | 141,18.75,5.16,1.45,58.05,1.37,1.55,5903.37822 143 | 142,15.63,4.66,2.85,40.83,0.84,1.7,4260.004869 144 | 143,18.06,8,2.6,56.29,1.64,2.18,5996.900444 145 | 144,12.05,2.36,3.21,42.36,0.5,1.77,3196.99447 146 | 145,14.44,4.53,2.81,65.32,1.16,1.93,4476.367366 147 | 146,16.69,5.05,3.44,36.22,1.48,2.52,4605.799987 148 | 147,15.8,2.72,3.29,42.13,0.43,1.97,4180.788056 149 | 148,16.84,5.1,3.16,60.43,1.6,2.6,5400.374809 150 | 149,13.46,4.57,3.04,56.59,0.1,1.53,3950.292582 151 | 150,14.63,7.1,3.02,21.47,1.26,1.79,3418.470532 152 | 151,12.2,2.92,3.36,28.87,0.82,1.69,2705.868622 153 | 152,10.5,2.56,3.11,54.54,0.45,1.82,3219.49199 154 | 153,18.68,6.17,2.5,43.35,1.66,1.87,5607.51549 155 | 154,16.88,6.62,2.45,65.82,0.63,1.5,5083.318118 156 | 155,15.42,4.06,2.8,18.98,1.5,1.93,3341.157722 157 | 156,13.01,3.6,2.38,50.41,0.48,1.55,3867.438514 158 | 157,17.92,5.37,2.3,57.84,1.33,1.92,5629.970179 159 | 158,15.97,3.19,2.63,52.55,1.41,2.09,4859.067707 160 | 159,13.32,3.19,2.45,57.86,1.05,1.74,4092.730535 161 | 160,18.1,9.58,3.34,56.09,1.02,2.15,5898.169102 162 | 161,16.21,4.01,2.77,59.83,1.21,2.32,5085.588965 163 | 162,18,5.58,1.71,28.46,1.74,1.49,4470.882859 164 | 163,17.86,6.96,2.5,26.22,0.28,0.93,3923.997348 165 | 164,11.6,1.73,2.18,53.54,0.6,1.5,3458.846102 166 | 165,17.98,4.26,2.94,25.17,0.9,1.86,4013.751035 167 | 166,16.61,3.49,1.83,60.13,1.54,1.86,5175.59912 168 | 167,19.06,9.49,3.2,55.53,1.57,2.39,6395.708841 169 | 168,12.83,3.56,3.15,29.87,1.09,2.09,3182.815944 170 | 169,18.96,5.81,2.17,29.28,1.58,1.95,4862.060183 171 | 170,11.71,1.88,4.01,44.03,0.04,1.84,2940.975811 172 | 171,11.91,5.42,3.83,28.94,0.38,1.78,2791.133133 173 | 172,17.44,5.7,3.44,57.33,1.33,2.38,5449.314018 174 | 173,10.95,2.23,3.67,47.06,0.12,1.93,3031.432666 175 | 174,12.94,2.64,2.88,38.29,1.25,1.94,3460.397749 176 | 175,15.72,3.78,2.51,35.09,1.42,1.95,4158.294202 177 | 176,14.02,4.48,3.01,62.59,1.04,2.16,4441.251847 178 | 177,14.49,4.85,3,22.54,1.08,1.99,3333.963492 179 | 178,11.8,2.92,3.64,35.35,0.35,1.76,2819.977847 180 | 179,19.29,5,2.82,58.56,1.23,1.97,5880.785643 181 | 180,7.22,1.42,3.6,63.09,-0.03,1.67,2362.269336 182 | 181,15.7,3,3.41,46.86,0.14,1.93,4290.072266 183 | 182,14.48,3.82,3.56,47.44,0.67,2.11,4144.2208 184 | 183,9.88,2.72,3.64,55.19,0.52,2.16,3141.540928 185 | 184,18.8,6.05,3.23,74.07,1.66,2.54,5692.716924 186 | 185,18.07,3.78,2.89,28.67,1.52,2.1,4319.373276 187 | 186,15.68,5.37,3.77,57.85,0.72,2.35,4807.05583 188 | 187,15.28,3.49,2.29,34.78,1.28,1.61,3899.879873 189 | 188,10.88,3.32,4.09,55.09,0.81,2.4,3413.73739 190 | 189,16.14,5.05,3.16,38.03,0.97,2.05,4385.713419 191 | 190,16.12,4.1,2.42,35.84,1.48,1.84,4291.702607 192 | 191,13.52,3.86,3.45,31.57,1.51,2.22,3407.341602 193 | 192,6.55,1.13,4.13,56.69,0.28,2.1,2187.774422 194 | 193,20.37,6.69,2.37,37.76,1.4,1.99,5899.275409 195 | 194,12.92,3.9,3.68,71.4,0.11,1.91,3855.930544 196 | 195,17.13,5.99,2.88,51.45,1.77,2.28,5489.491177 197 | 196,11.95,3.13,2.97,67.18,0.8,2.06,3847.571003 198 | 197,17.99,9.87,3.38,44.32,0.98,2.08,5601.227131 199 | 198,12.12,2.27,3.52,57.07,-0.04,1.73,3409.575363 200 | 199,15.55,4.48,2.48,58.25,1.89,2.35,5087.592149 201 | 200,20.89,7.54,3.23,46.17,1.71,2.27,6662.622385 202 | --------------------------------------------------------------------------------