import numpy as npimport pandas as pd
不同类型的label可区分
def data_vasual(): """ 绘制散点图 :return: """ feature_data = pd.read_csv('./dataset/feature').values import matplotlib.pyplot as plt # 不导入这个就会报错。 from mpl_toolkits.mplot3d import Axes3D f1 = plt.figure(1) ax = f1.add_subplot(111, projection='3d') X = feature_data[:999, 0] Y = feature_data[:999, 1] Z = feature_data[:999, 2] ax.scatter(X, Y, Z, marker='x', color='m', label='1', s=30) # 绘制数据点 ax.set_xlabel('longitude') ax.set_ylabel('latitude') ax.set_zlabel('deepth') f1.show() print(1)
feature:
licheng,youxi,bingbang40920,8.326976,0.95395214488,7.153469,1.67390426052,1.441871,0.80512475136,13.147394,0.42896438344,1.669788,0.13429672993,10.14174,1.032954999999999835948,6.830792,1.21319242666,13.276369,0.5438867497,8.631577,0.74927835483,12.273169,1.50805350242,3.723498,0.83191763275,8.385879,1.6694855569,4.875435,0.72865851052,4.680098,0.62522477372,15.29957,0.33135143673,1.889461,0.19128361364,7.516754,1.26916469673,14.239195,0.26133315669,0.0,1.25018528488,10.528555,1.3048446487,3.540265,0.82248337708,2.991551,0.833920000000000122620,5.297865,0.63830628782,6.593803,0.18710819739,2.81676,1.68620936788,12.458258,0.6496175741,0.0,1.65641828567,9.968648,0.7312326808,1.364838,0.64010341611,0.230453,1.15199636661,11.865402,0.8828143605,0.12046,1.35201315360,8.545204,1.34042963796,5.856649,0.1600059999999999810743,9.665617999999998,0.77862670808,9.778763,1.08410372011,4.932976,0.6320265914,2.216246,0.58709514851,14.305635999999998,0.63231733553,12.591889,0.68658144952,3.424649,1.00450417934,0.0,0.14757327738,8.533823,0.20532429290,9.829528,0.2386242330,11.492186,0.26349936429,3.570968,0.83225439623,1.7712279999999998,0.20761232404,3.513921,0.99185427268,4.398172,0.9750245477,4.276823,1.17487414254,5.946014,1.61424468613,13.79897,0.72437541539,10.393591,1.66372400000000027917,3.007577,0.29730221331,1.031938,0.4861748338,4.7512120000000015,0.0646935176,3.692269,1.65511318983,10.448091,0.26765268837,10.585786,0.32955713438,1.604501,0.06906448849,3.679497,0.96146612285,3.795146,0.69669399999999997826,2.531885,1.6591735565,9.73334,0.97774610346,6.093067,1.4137981823,7.712960000000002,1.0549279744,11.470364,0.760460999999999916857,2.886529,0.93441639336,10.054373,1.13835165230,9.97247,0.8818762463,2.335785,1.366145000000000227353,11.375155,1.52862616191,0.0,0.605618999999999912258,4.126787,0.35750142377,6.319522,1.05860225607,8.680527,0.0869549999999999977450,14.856391,1.12982358732,2.454285,0.2223846426,7.292202,0.54860732688,8.745137,0.85734864890,8.579001,0.6830488554,2.507302,0.869177000000000128861,11.415476,1.50546642050,4.83854,1.680891999999999832193,10.339507,0.58364664895,6.573742,1.1514332355,6.539397,0.4620650,2.209159,0.72356770406,11.196378,0.83632657399,4.229595,0.12825341732,9.505944,0.00527311429,8.652725,1.34893475270,17.101108,0.4907125459,7.871839,0.71766273520,8.262131,1.36164640279,9.015635,1.65855521540,9.215351,0.80676217694,6.375007,0.03367822329,2.262014,1.02216946570,5.67711,0.709468999999999942403,11.293017,0.20797633654,6.590043,1.3531179171,4.71196,0.19416728122,8.768099000000001,1.10804134095,11.502519,0.5450971774,4.682812,0.57811240131,12.446578,0.30075413994,12.908384,1.65772277064,12.601108,0.97452711210,3.929456,0.0254666122,9.751503,1.1820515341,3.043767,0.888168000000000144373,4.391522,0.807128454,11.695276,0.679014999999999963771,7.879742,0.1542639217,5.613163,0.93363269076,9.140172,0.851324489,4.258644,0.20689216871,6.799831,1.22117139776,8.752758,0.4844185901,1.123033,1.18035240987,10.833248,1.5854267479,3.051618,0.02678138768,5.308408999999998,0.0306834933,1.841792,0.02809932311,2.261978,1.60560326501,11.573696,1.06134737433,8.038764,1.0839123503,10.734007,0.1037150000000000368607,9.661909,0.35077227742,9.00585,0.54873711303,0.0,0.5391310,5.75714,1.06237332729,9.164656,1.62456524619,1.31834,1.43624342414,14.075597,0.69593420210,10.10755,1.30839833225,7.960292999999999,1.2197654483,6.317292,0.01820918475,12.664194,0.59565333926,2.906644,0.58165743865,2.388241,0.91393826547,6.024471,0.48621544404,7.226764,1.25532916674,4.183997,1.275298123,11.850211,1.09698142747,11.661797,1.16793556054,3.574967,0.49466610933,0.0,0.10747518121,7.9376570000000015,0.90479911272,3.3650269999999995,1.01408516297,0.0,0.36749128168,13.860672,1.2932740963,10.306714,1.21159431685,7.228002,0.6706755164,4.50874,1.03619217595,0.366328,0.1636521862,3.2994440000000003,0.57515257087,0.573287,0.60791563082,9.183738,0.0122851213,7.842646,1.0606366487,4.750964,0.558244805,11.438702,1.55633430302,8.243063000000001,1.12276868680,7.949016999999999,0.27186517591,7.875477,0.22708574391,9.569087,0.36485637217,7.750103,0.86909442814,0.0,1.51529314738,3.39603,0.63397719896,11.916091,0.02529414673,0.460758,0.689585999999999932011,13.087566,0.47600258736,4.589016,1.672654744,8.397217,1.53410329482,5.562772,1.68938827698,10.905159,0.61909111443,1.311441,1.16988756117,10.64717,0.98014139514,0.0,0.48191826627,8.503025,0.830861000000000116525,0.43688,1.39531424368,6.127867,1.10217922160,12.112492,0.359686030,1.264968,1.1415826468,6.067568,1.32704722945,8.010964,1.68164818520,3.791084,0.3040719999999999534914,11.773195,1.2626216121,8.339588000000001,1.44335738063,2.563092,1.46401323410,5.9542160000000015,0.95378235073,9.288374,0.767318000000000152914,3.976796,1.04310916801,8.585227,1.4557089533,1.271946,0.79650616721,0.0,0.2427785832,0.0,0.08974944591,11.521298,0.3008610143,1.139447,0.41537321609,5.69909,1.39189223817,2.449378,1.3225615640,0.0,1.228388847,3.168365,0.05399299999999998550939,10.42861,1.12625728521,2.94307,1.44681632901,10.441348,0.97528342850,12.478764,1.62872613499,5.856902,0.36388340345,2.47642,0.09607543547,1.826637,0.81145770758,4.324451,0.32823519780,1.376085,1.17835944484,5.342462,0.39452754462,11.835521,0.693301000000000120085,12.423687,1.42426442291,12.161273,0.07113147550,8.14836,1.649193999999999811938,1.531067,1.54975640699,3.200912,0.30967970908,8.862691,0.53050673989,6.370551,0.3693511872,2.468841,0.1450648463,11.054212,0.14150815987,2.03708,0.715243000000000170036,13.36403,0.54997232967,10.249135,0.19273563249,10.464252,1.669766999999999842795,9.424574,0.01372514459,4.458901999999998,0.26844419973,0.0,0.5759765494,9.686082,1.02980867902,13.649401999999998,1.05261825621,13.181148,0.27301427545,3.877472,0.401658656,1.413952,0.451387327,4.248986,1.43024964555,8.779183,0.84594699999999998998,4.1562519999999985,0.09710911752,5.580018,0.15840176319,15.04044,1.36689827665,12.79387,1.30732367417,3.254877,0.66954621808,10.725607,0.58858815326,8.256473,0.76589120057,8.033892,1.61856279341,10.702532,0.20479215636,5.062996,1.13255535602,10.772286,0.66872128544,1.892354,0.837028000000000157663,1.019966,0.3723278727,15.546043,0.72974268255,11.638205,0.40912514964,3.427886,0.97561621835,11.246174,1.4755867487,0.0,0.6450458700,0.0,1.42401726226,8.242553,0.27906965899,8.70006,0.1018076543,0.812344,0.26033446556,2.448235,1.17682971038,13.230078,0.61614747657,0.236133,0.3408400000000000319600,11.155826,0.33513137422,11.029636,0.50576899999999991363,2.901181,1.646633000000000226535,3.924594,1.1431247707,2.5248060000000003,1.29284838055,3.527474,1.4491586286,3.384281,0.889268000000000110747,0.0,1.10759244883,11.89889,0.40644156823,3.529892,1.37584468086,11.442677,0.69691970242,10.308145,0.42272211409,8.540529,0.727372999999999967671,7.156949000000001,1.69168261238,0.720675,0.847573999999999917774,0.22940500000000005,1.038603000000000253376,3.399331,0.07750130930,6.157239,0.58013328987,1.239698,0.71998913655,6.036854,0.0165487227,5.2586650000000015,0.93372240409,12.393001,1.57128113605,9.627613,0.93584226400,11.130453,0.597610000000000113491,8.842595,0.34976830232,10.69001,1.45659543253,5.714718,1.6747855536,3.052505,1.3358048807,0.0,0.05902525783,9.945307,1.28795222812,2.719723,1.14214877826,11.154055,1.60848638172,2.687918,0.66083631676,10.037847,0.96224574038,12.404762,1.1120844738,10.237305,0.63342217410,4.745392,0.662525688,4.639461,1.56943136642,3.14931,0.639668999999999929956,13.406875,1.639193999999999860350,6.068668,0.881240999999999923758,9.477022,0.899002000000000125780,3.89762,0.560201000000000111342,5.463615,1.20367736109,3.369267,1.57504314292,5.234562,0.825954000000000111160,0.0,0.7221723762,12.979069,0.504068000000000139567,5.376564,0.55747625647,13.52791,1.58673214814,2.196889,0.78458773590,10.691748,0.00750935187,1.659242,0.44706649459,8.369667,0.65669731657,13.157197,0.1432486259,8.199667,0.90850833101,4.441669,0.43938127107,9.846492,0.64452317824,0.01954,0.97794943536,8.253774,0.748767705,6.03862,1.509645999999999835283,6.0915870000000005,1.69464171308,8.98682,1.22516531054,11.508473,1.62429652387,8.807734,0.713922000000000140328,0.0,0.816676000000000134844,8.889202000000003,1.66541411607,3.178117,0.54275264306,7.013795,0.13990932721,9.605014,0.0652539999999999933170,1.23054,1.33167437192,10.412811,0.89080313089,0.0,0.567160999999999966491,9.699991,0.12201115941,0.0,0.0611914272,4.455293,0.27213548812,3.020977,1.50280328818,8.099278,0.21631735394,1.157764,1.60321771791,10.105396,0.12106740668,11.230148,0.40860339580,9.070058,0.01137911786,0.5664600000000001,0.47883719251,0.0,0.487356594,8.956369,1.19348454495,1.523057,0.62052811844,2.749006,0.16985545465,9.235393,0.1883531033,10.555573,0.40392716633,6.956372,1.51930813887,0.636281,1.27398452603,3.5747370000000003,0.07516372000,9.032486,1.46180968497,5.958993,0.02301235135,2.4353,1.211744000000000226397,10.539731,1.6382487313,7.646702,0.05651391273,20.919349,0.64457124743,1.424726,0.838446999999999931690,6.7486630000000005,0.89022315432,2.289167,0.11488158394,5.548377,0.40223833962,6.057226999999999,0.43266631442,10.828595,0.55995531044,11.31816,0.27109429938,13.265311,0.6339039875,0.0,1.49671551542,6.517133,0.40251911878,4.934374,1.520028000000000269241,10.151738,0.89643337776,2.425781,1.55946768997,9.778962,1.19549867416,12.21995,0.657677000000000159225,7.394151,0.95443429138,8.518535,0.7425465962,2.7987,0.66263210847,0.63793,0.61737370527,10.75049,0.0974159610,0.625382,0.14096964734,10.027968,0.28278725941,9.817347,0.3641972763,0.646828,1.26606955601,3.347111,0.91429431128,11.816892,0.1937985181,0.0,1.48019869982,10.945666,0.99321952440,10.244706,0.28053957350,2.579801,1.14917257869,2.63041,0.09886956557,11.7462,1.695516999999999542342,8.104232000000001,1.326277000000000215560,12.409743,0.79029534826,12.167844,1.3280868569,3.198408,0.29928777623,16.055513,0.541052000000000178184,7.138659,0.158480999999999987036,4.831041,0.76141969616,10.08289,1.37361121546,10.066867,0.7884736715,8.129538,0.32991320522,3.012463,1.13810842349,3.720391,0.8459749037,0.773493,1.14825626728,10.962941,1.037324587,0.177621,0.16261448915,3.085853,0.9678999824,8.426781,0.2025584135,1.825927,1.1283479666,2.185155,1.01017359333,7.184595,1.261337999999999836198,0.0,0.11652534909,8.901752,1.03352747516,2.4514970000000003,1.35879555807,3.2136310000000003,0.43204414036,3.974739,0.72392942856,9.601306,0.61923264007,8.363897,0.44534159428,6.381484,1.36501913730,0.0,1.40391441740,9.609836,1.43810563546,9.904741,0.98586230417,7.1858070000000005,1.48910269636,5.466703,1.216570999999999864660,0.0,0.91589814883,4.575443,0.5356717965,3.277076,1.01086868620,10.246623,1.2396348738,2.341735,1.0602357544,3.201046,0.4988436377,6.066013,0.12092736842,8.829379,0.895656999999999981046,15.833048000000002,1.56824567736,13.516711,1.22015332492,0.664284,1.11675539299,6.325139,0.60510977289,8.677499000000001,0.34437333835,8.188005,0.96489671890,9.414263,0.3840332054,9.196547,1.13825338579,10.202967999999998,0.45236355984,2.119439,1.48166172694,13.635078,0.858313999999999942299,0.08344299999999999,0.70166926635,9.149096,1.0514468579,1.933803,1.37438837302,14.115544,0.67619822878,8.933736,0.9433524364,2.661254,0.9461174985,0.988432,1.30502737068,2.063741,1.12594641137,2.22059,0.69075467759,6.424849,0.806640999999999911831,1.156153,1.61367434502,3.03272,0.6018474088,3.076828,0.95208915199,0.0,0.31810517309,7.75048,0.554014999999999942816,10.958135,1.482543751,10.222017999999998,0.48867858335,2.367988,0.43574175039,7.686053999999999,1.38145542878,11.464879,1.48158942770,11.075735,0.0897268848,3.543989,0.34585331340,8.123889,1.2828841413,4.331769,0.75446712731,0.120865,1.21196122447,6.116109,0.70152333564,7.4745339999999985,0.5057948907,8.819453999999997,0.6492928762,6.802144,0.61528446696,12.666325,0.9319636851,8.63618,0.39933367639,11.730991,1.289833171,8.132449000000001,0.03906226674,10.296589,1.4961448739,7.583906,1.00576466668,9.777806,0.496377000000000168732,8.833546,0.51387669995,4.907899,1.518036000000000282008,8.362736,1.28593925054,9.084726,1.606312000000000233085,14.164141,0.5609741379,9.080683,0.9899239417,6.522767,0.03854812556,3.690342,0.462281000000000139432,3.563706,0.24201938010,1.06587,1.14156969306,6.683796000000001,1.45631738000,1.7128740000000002,0.24394546321,13.109929,1.28011166293,11.32791,0.78097722730,4.545711,1.2332545952,3.367889,0.46810472308,8.326224,0.56734760338,8.978339,1.44203413301,5.655826,1.58215927884,8.855312,0.57068411188,6.649568,0.54423356796,3.966325,0.850418571,1.924045,1.6647824914,6.004812,0.28036910784,0.0,0.37584939296,9.923018,0.09219213113,2.389084,0.11928470204,13.663189,0.13325146813,11.434976,0.32121611697,0.35827,1.29285844183,9.598873,0.2235242225,6.375275,0.608039999999999929066,11.580532,0.4584014245,5.319324,1.5980734379,4.324031,1.60348144441,2.35837,1.2732042022,0.0,1.18270826866,12.824376,0.890411000000000157070,1.587247,1.45698232932,8.510324,1.52068351967,10.428884,1.18773444432,8.346618,0.04231867066,7.541444,0.80922617262,2.540946,1.58328679728,9.473047,0.69251314259,0.35228400000000004,0.474086122,0.0,0.589826000000000176879,12.405171,0.567201000000000111426,4.126775,0.8714522493,0.034087,0.33584819910,1.177634,0.0751059999999999910939,0.0,0.47999617716,0.994909,0.61113531390,11.053664,1.18011720375,0.0,1.67972926309,2.495011,1.45958933484,11.516831,0.00115645944,9.213215,0.7977434249,5.332865,0.1092886089,0.0,1.6897717513,0.0,1.12605327862,12.640062,1.690902999999999839038,2.693142,1.31751819218,3.3289690000000003,0.26827162911,7.1931660000000015,1.11745677758,6.615512,1.52101227940,8.000567,0.8353412194,4.0175410000000005,0.51210437072,13.245859,0.92746515585,5.9706160000000015,0.81362425577,11.668719,0.88690200000000018777,4.2832370000000015,1.27272829016,10.742963,0.97140121910,12.326672,1.59260812916,0.0,0.34462210976,0.0,0.92284679065,10.602095,0.573685999999999936759,10.861859,1.15505450011,1.229094,1.63869000000000021155,0.410392,1.31340171600,14.552711,0.61616230817,14.178043,0.61631354559,14.13626,0.36238829764,0.093534,1.20719469100,10.929021,0.4031147324,11.432919,0.82595973199,9.134527,0.58684644461,5.071432,1.4214245617,11.460254,1.54174928221,11.620039,1.1035537091,4.022079,0.2073076110,3.057842,1.63126279016,7.7821690000000014,0.40438518289,7.981741,0.92978943679,4.601363,0.26832622075,2.595564,1.11537523535,10.049077,0.39104525301,3.265444,1.5729732256,11.780282,1.51101436951,3.075975,0.2862840000000000431290,1.795307,0.19434338953,11.106979,0.20241535257,5.994413,0.80002125847,9.706062,1.01218232680,10.582992,0.83602562018,7.038266,1.4589799074,0.023771,0.01531433004,12.823982,0.67637144588,3.61777,0.49348332565,8.346684,0.25331738563,6.104317,0.09920775668,16.207776000000006,0.5849739069,6.401969,1.69187353395,2.298696,0.55975728631,7.661515,0.05598171036,6.353608,1.64530171142,10.44278,0.3358737653,3.834509,1.34612176839,10.998587,0.5845559916,2.695935,1.51211138889,3.356646,0.3242339075,14.677836,0.79318348071,1.551934,0.1309027275,2.464739,0.22350241804,1.533216,1.007480999999999835665,12.473921,0.1629167956,6.491596,0.03257641892,10.506276,1.510746999999999838844,4.380388,0.74850674197,13.670988,1.68794414201,8.317599000000001,0.3904093908,0.0,0.5562452459,0.0,0.29021832027,10.095799,1.18814812870,0.8606950000000001,1.4826329880,1.557564,0.71127872784,10.072779,0.7560317521,0.0,0.43146850283,7.140817,0.88381333536,11.384548,1.4383079452,3.214568,1.08353637457,11.720655,0.30163617724,6.374475,1.47592543869,5.7496839999999985,0.198875264,3.871808,0.55260225736,8.336309,0.63623839584,9.710442,1.50373531246,1.5326110000000002,1.43389849567,9.785785,0.9846147052,2.633627,1.09786635493,9.238935,0.49470110986,1.2056559999999998,1.39880349508,3.124909,1.6701215734,7.935489,1.58504465479,12.746636,1.56035277268,10.732563,0.545321000000000128490,3.977403,0.76610313546,4.194426,0.45066337166,9.610286,0.1429119999999999816381,4.797555,1.26045510848,1.615279,0.09300235405,4.614771,1.02710515917,0.0,1.3697266131,0.608457,0.5122267432,6.558239,0.66757930354,12.315116,0.19706869696,7.014973,1.49461633481,8.822303999999997,1.19417743075,10.086796,0.57045538343,7.241614,1.66162714318,4.602395,1.5117685367,7.434921000000001,0.07979237894,10.46757,1.59541836172,9.948127,0.00366300000000000140123,2.478529,1.56898710976,5.938545,0.8785412705,0.0,0.94800412495,5.559181,1.35792635681,9.776654,0.535965999999999946202,3.092056,0.490906000000000111505,0.0,1.62331122834,4.459495,0.53886749901,8.334306,1.646671932,11.226654,0.38468613279,3.904737,1.59729449112,7.0382050000000005,1.21132977129,9.83612,1.0543437447,1.990976,0.37808162397,9.005302,0.4853850,1.7725099999999998,1.03987315476,0.458674,0.819560000000000140625,10.003919,0.23165836706,0.520807,1.47600828580,10.678214,1.43183725862,4.425992,1.36384263488,12.035355,0.831221999999999933944,10.606732,1.25385830099,1.568653,0.68426413725,2.545434,0.02427136768,10.264062,0.98259364656,9.866276,0.68521814927,0.142704,0.05745499999999998543231,9.85327,1.52143266087,6.596603999999999,1.65357419806,2.602287,1.32148141081,10.411776,0.66416810277,7.083449000000001,0.62258900000000017014,2.0800680000000003,1.25444117275,0.522844,1.62245831600,10.362,1.54482759956,3.412967,1.0354142181,6.796548,1.112153000000000251743,4.092035,0.0758045194,2.763811,1.56432530832,12.547439,1.4024437976,5.708052,1.59615214602,4.558025,0.37580641571,11.642307,0.43855355028,3.222443,0.1213995837,4.7361559999999985,0.02987139808,10.839526,0.836322999999999920944,4.194791,0.23548322146,14.936259,0.88858242169,3.310699,1.5218557010,2.971931,0.0343213807,9.261667,0.537806999999999929241,7.791833,1.11141652696,1.4804700000000002,1.0287542545,3.677287,0.24416724437,2.202967,1.37039916037,5.796735,0.9358938493,3.063333,0.1440890000000000268080,11.233094,0.49248759016,1.96557,0.00569711810,8.616719,0.13741968630,6.609989,1.0835057629,1.712639,1.086296999999999871992,10.117445,1.29931913398,0.0,1.10417826241,9.824777,1.346820999999999811160,1.653089,0.98094976701,18.178822,1.47367132174,6.781126,0.8853445043,8.20675,1.54922342173,10.081853,1.37674569801,6.288742,0.11279941737,3.695937,1.54358946979,6.726151,1.0693879267,12.969999,1.5682234615,2.6613900000000004,1.53193332907,7.072764,1.11738637444,9.123366,1.3189879999999998569,3.743946,1.0395468723,2.3413,0.2193616024,0.541913,0.59234852252,2.310828,1.43675300000000028358,6.226597,1.42731626166,7.277875999999999,0.48925218471,0.0,0.3894593386,7.2182210000000016,1.09882841544,8.777128999999999,1.11146410480,2.813428,0.8194195894,2.268766,1.412137273,6.283627,0.57129222272,7.5200809999999985,1.62686831369,11.739225,0.02713810708,3.746883,0.8773569364,12.089835,0.521631000000000137760,12.310404,0.25933913004,0.0,0.67135537885,2.7288,0.33150252555,10.814342,0.607652000000000138997,12.170268,0.844204999999999969698,6.698371000000002,0.24008411783,3.632672,1.64347947636,10.059991,0.892361000000000115744,1.887674,0.75616269058,8.229125,0.19588633057,7.817082000000001,0.47610228681,12.27723,0.07680534042,10.055337,1.115778000000000229928,3.5960019999999995,1.4859529734,2.75553,1.4206557344,7.780991,0.5130487387,0.093705,0.39183433957,8.481567,0.52007799999999999936,3.865584,0.11006236094,9.683709,0.77998439835,10.617255,1.3599764486,7.203216,1.6247620,7.601414,1.215604999999999839539,1.386107,1.4170766972,9.129253,0.59408915029,1.363447,0.62084144909,3.1813990000000003,0.35932938183,13.365414,0.21701137372,4.207717,1.2897670,4.0883949999999984,0.87007517786,3.327371,1.14250539055,1.303323,1.2356537045,7.999279,1.5817636435,2.217488,0.864536000000000172265,7.751808,0.19245128152,14.149304999999998,1.59153225931,8.765721000000001,0.1528087538,3.408996,0.1848961315,1.251021,0.1123412292,6.1606190000000005,1.53716549248,1.034538,1.58516200000000029025,0.0,1.03463513438,2.355051,0.54260369683,6.6145429999999985,0.15377125374,10.245062,1.45090355264,3.467074,1.23101938324,7.487678,1.57229369643,4.624115,1.18519244058,8.995957,1.43647941316,11.564476,0.00719529119,3.440948,0.07833151656,1.673603,0.7327463030,4.719341,0.69975535695,10.304798,1.5764881537,2.0869150000000003,1.19931200000000029083,6.33822,1.13130547744,8.254926,0.710693999999999971372,16.067107999999998,0.97414237980,1.7232009999999998,0.31048842385,3.785045,0.876904000000000122687,2.557561,0.12373839512,9.85222,1.09517111885,3.679147,1.5572054944,9.789681,0.852970999999999973230,14.958998,0.526706999999999917585,11.182148,1.28845968737,7.528533,1.65748713818,5.2538019999999985,1.37860331662,13.946751999999998,1.42665786686,15.557263,1.43002943214,12.48355,0.68851324091,2.317302,1.41113752544,10.069724,0.76611961861,5.792231,1.61548347903,4.1384349999999985,0.47599437190,12.929517,0.304378000000000046013,9.378238,0.30739227223,8.361362,1.64320469027,7.939406,1.32504278642,10.735384,0.70578830254,11.592723,0.28618821704,10.098356,0.704747999999999934985,9.299025,0.54533731316,11.158297,0.21806776368,16.1439,0.55838827953,10.9717,1.2217870000000002152,0.0,0.6814789146,3.178961,1.29269275346,17.62535,0.33992626376,1.995833,0.26782635255,10.640467,0.41618119198,9.628339,0.98546212518,4.662664,0.49540325453,5.754047,1.38274212530,0.0,0.03714662230,9.334332,0.1981189517,3.846162,0.619968000000000171161,10.685084,0.6781791593,4.752134,0.35920533794,0.69763,0.96678639710,10.365836,0.50589816941,0.461478,0.35286569209,11.339537,1.068744446,5.42028,0.127309999999999989347,3.469955,1.61994755635,8.517066999999999,0.99485865889,8.306512,0.4136910753,2.62869,0.444327055,0.0,0.80298500000000017905,0.0,1.17039753447,7.298767,1.58234599999999989194,7.3313190000000015,1.27798861914,9.392269,0.15161715630,5.541201,1.18059679194,15.14946,0.5375412268,5.515189,0.25056233682,7.728897999999999,0.92049426080,11.318785,1.51097919119,3.5747089999999995,1.53151430902,7.350964999999999,0.02633263039,7.122363000000001,1.63017751136,1.828412,1.01370235262,10.117989,1.15686242776,11.309897,0.0862909999999999964191,8.342034,1.38856915436,0.241714,0.71557714402,10.482619,1.6949726341,9.28951,1.42887914113,4.269419,0.1341816390,0.0,0.1894568794,0.8171189999999999,0.1436680000000000243432,1.508394,0.65265138334,9.359918,0.05226234068,10.052333,0.55042330819,11.11166,0.98915922239,11.265971,0.72405428725,10.38383,0.25483657071,3.878569,1.37798372420,13.679237,0.02534628294,10.526846,0.7815699896,0.0,0.92419865821,4.1067269999999985,1.0856697645,8.118856,1.470686000000000271289,7.796874000000001,0.0523365128,2.789669,1.0930713711,6.226962,0.2872510000000000322240,10.169548,1.66010415092,0.0,1.3705495017,7.513352999999999,0.13734810141,8.240793,0.09973535570,14.612797,1.2473946893,3.5629760000000004,0.4453868178,3.230482,1.33169855783,3.612548,1.5519111148,0.0,0.33236510062,3.931299,0.48757774124,14.752342,1.1551666603,10.261887,1.62808511893,2.787266,1.57040250908,15.112319,1.32413239891,5.184553,0.22338265915,3.868359,0.12807865678,3.507965,0.02890400000000000662996,11.019254,0.42755436851,3.812387,0.65524536669,11.056784,0.37872538876,8.826880000000003,1.00232826878,11.173861,1.47824446246,11.506465,0.42199312761,7.798138000000002,0.1479170000000000235282,10.155081,1.37003968306,10.645275,0.69345331262,9.6632,1.52154134754,10.790404,1.312679000000000213408,2.810534,0.21996230365,9.825999,1.388510709,1.421316,0.67760324332,11.123219,0.80910745517,13.402206,0.6615246178,1.212255,0.83680710639,1.568446,1.29746929613,3.3434730000000004,1.31226622392,5.400155000000002,0.19349451126,3.818754,0.59090553644,7.973845,0.30736451417,9.078824,0.73487624859,0.15346700000000002,0.766618999999999961732,8.325167,0.02847971128,7.092089,1.21673327276,5.192485,1.09440930453,10.340791,1.08772118670,2.077169,1.01977570600,10.151966,0.99310512683,0.046826,0.809614000000000181597,11.221874,1.39501569959,14.497963,1.0192548124,3.554508,0.53346218867,3.522673,0.08672580886,14.531655,0.38017255895,3.027528,0.885456999999999931587,1.845967,0.488985000000000110591,10.226164,0.80440370096,10.965926,1.21232853151,2.129921,1.47737811992,0.0,1.60684933114,9.489005,0.82781399999999997413,0.0,1.02079710583,0.0,1.27016758668,6.556676,0.05518335018,9.959588,0.0600270843,7.436056,1.479855999999999814011,0.404888,0.45951735015,9.952942,1.65027970839,15.600252,0.0219353024,2.723846,0.3874555526,0.5138659999999999,1.3234485113,0.0,0.86185920851,7.280602,1.4384740999,9.161978,1.1101815823,0.991725,0.73097935432,7.39838,0.68421853711,12.149747,1.38908864371,9.149678,0.87490499999999999289,9.666576,1.370329999999999860613,3.62011,0.28776718338,5.2388,1.253645999999999822845,14.715782,1.50375874676,14.44574,1.2111634143,13.609528,0.3642414153,3.141585,0.424289327,0.0,0.12094718991,0.45475,1.033289193,0.51031,0.0163952285,3.864171,0.61634899999999999493,6.7240210000000005,0.5630442371,4.289375,0.01256313963,0.0,1.437032299,3.733617,0.69826899999999995262,2.002589,1.3801844659,2.502627,0.18422317582,6.382129,0.876580999999999927750,8.546741,0.1287069868,2.694977,0.43281818333,3.951256,0.33333780,9.856183,0.32918118190,2.068962,0.429927000000000111145,3.410627,0.63183868846,9.974715,0.66978726575,10.650102,0.86662748111,9.134528,0.728044999999999943757,7.882600999999998,1.332446