iono.txt

本代码主要对 K_means 算法用java语言实现 .对需要java kmeans同志很帮助! 并附有测试文件!

1,0,1,0.23395,0.91404,0.52013,0.78020,0.72144,0.47660,0.84222,0.27639,0.91730,0.09467,0.88248,-0.21980,0.91404,-0.34168,0.75517,-0.51360,0.64527,-0.64527,0.44614,-0.74102,0.29162,-0.70838,0.03591,-0.71731,-0.11943,-0.64962,-0.28183,-0.51251,-0.44505,-0.37432,-0.53319
1,0,0.21429,-0.09524,0.33333,0.07143,0.19048,0.19048,0.23810,0.09524,0.40476,0.02381,0.30952,-0.04762,0.30952,-0.04762,0.28571,-0.11905,0.33333,0.04762,0.30952,0,0.21429,-0.11905,0.35714,-0.04762,0.22109,-0.02290,0.19048,0,0.16997,-0.02034,0.14694,-0.01877
1,0,0.98182,0,0.88627,0.03131,0.86249,0.04572,0.80000,0,0.69091,0.04545,0.79343,0.08436,0.77118,0.09579,0.62727,0.25455,0.68182,0.12727,0.70674,0.12608,0.68604,0.13493,0.74545,0.22727,0.64581,0.15088,0.67273,0.02727,0.60715,0.16465,0.58840,0.17077
1,0,0.86889,-0.07111,1,-0.02494,1,-0.06889,0.87778,0.00222,0.83556,-0.06444,1,-0.07287,1,-0.20000,0.86889,0.05333,0.88000,-0.03778,1,-0.11526,1,-0.18667,0.84444,0.03556,1,-0.14162,0.82222,-0.14667,1,-0.15609,1,-0.44222
1,0,1,-0.92453,1,0.75472,0.49057,-0.05660,0.62264,0,1,-0.00054,0.45283,0.07547,0.62264,-0.05660,0.98878,-0.00085,0.52830,0,0.52830,0.07547,0.95190,-0.00112,1,0.79245,0.92192,-0.00128,0.94340,-1,1,0.43396,0.43396,-0.11321
1,0,0.43750,0.04167,0.58333,-0.10417,0.39583,0,0.33333,-0.06250,0.47917,0,0.29167,0.10417,0.54167,0.02083,0.43750,-0.22917,0.35417,-0.22917,0.33333,0.08333,0.25000,0.18750,0.39583,-0.18750,0.44012,-0.10064,0.41667,-0.08333,0.58333,-0.31250,0.33333,-0.06250
1,0,0.95217,0.06595,0.93614,0.13030,0.90996,0.19152,0.84881,-0.49962,0.90023,0.61320,0.77937,0.34328,0.72254,0.37988,0.66145,0.40844,0.95472,0.59862,0.53258,0.44088,0.46773,0.44511,0.40440,0.44199,0.34374,0.43221,0.90330,1,0.23405,0.39620,0.18632,0.37191
1,0,0.95882,0.10129,1,-0.01918,0.98313,0.02555,0.96974,-0.09316,0.98955,-0.02716,0.97980,-0.03096,1,-0.05343,1,-0.05179,0.93840,0.01557,0.97620,-0.09284,0.97889,-0.05318,0.91567,-0.15675,0.95677,-0.06995,0.90978,0.01307,1,-0.10797,0.93144,-0.06888
1,0,0.96933,0.00876,1,0.00843,0.98658,-0.00763,0.97868,-0.02844,0.99820,-0.03510,1,-0.01271,1,-0.02581,1,-0.01175,0.98485,0.00025,1,-0.02612,1,-0.04744,0.96019,-0.04527,0.99188,-0.03473,0.97020,-0.02478,1,-0.03855,0.98420,-0.04112
1,0,0.64122,0.01403,0.34146,-0.02439,0.52751,0.03466,0.19512,0.12195,0.43313,0.04755,0.21951,0.04878,0.29268,0,0.36585,0,0.31707,0.07317,0.26829,0.12195,0.23698,0.05813,0.21951,0.09756,0.19304,0.05641,0.17410,0.05504,0.19512,0,0.17073,0.07317
1,0,0.34694,0.20408,0.46939,0.24490,0.40816,0.20408,0.46939,0.44898,0.30612,0.59184,0.12245,0.55102,0,0.51020,-0.06122,0.55102,-0.20408,0.55102,-0.28571,0.44898,-0.28571,0.32653,-0.61224,0.22449,-0.46579,0.14895,-0.59184,0.18367,-0.34694,0,-0.26531,-0.24490
1,0,0.89706,0.38235,0.91176,0.37500,0.74265,0.67647,0.45588,0.77941,0.19118,0.88971,-0.02206,0.86029,-0.20588,0.82353,-0.37500,0.67647,-0.5,0.47794,-0.73529,0.38235,-0.86029,0.08824,-0.74265,-0.12500,-0.67925,-0.24131,-0.55147,-0.42647,-0.44118,-0.50735,-0.28676,-0.56618
1,0,0.26667,-0.10000,0.53333,0,0.33333,-0.13333,0.36667,0.11667,0.56667,0.01667,0.71667,0.08333,0.70000,-0.06667,0.53333,0.20000,0.41667,-0.01667,0.31667,0.20000,0.70000,0,0.25000,0.13333,0.46214,0.05439,0.40000,0.03333,0.46667,0.03333,0.41667,-0.05000
1,0,1,-0.37838,0.64865,0.29730,0.64865,-0.24324,0.86486,0.18919,1,-0.27027,0.51351,0,0.62162,-0.05405,0.32432,-0.21622,0.71833,-0.17666,0.62162,0.05405,0.75676,0.13514,0.35135,-0.29730,0.61031,-0.22163,0.58478,-0.23027,0.72973,-0.59459,0.51351,-0.24324
1,0,0.95202,0.02254,0.93757,-0.01272,0.93526,0.01214,0.96705,-0.01734,0.96936,0.00520,0.95665,-0.03064,0.95260,-0.00405,0.99480,-0.02659,0.99769,0.01792,0.93584,-0.04971,0.93815,-0.02370,0.97052,-0.04451,0.96215,-0.01647,0.97399,0.01908,0.95434,-0.03410,0.95838,0.00809
1,0,0.31034,-0.10345,0.24138,-0.10345,0.20690,-0.06897,0.07405,-0.05431,0.03649,-0.03689,0.01707,-0.02383,0.00741,-0.01482,0.00281,-0.00893,0.00078,-0.00523,-0.00003,-0.00299,-0.00028,-0.00166,-0.00031,-0.00090,-0.00025,-0.00048,-0.00018,-0.00024,-0.00012,-0.00012,-0.00008,-0.00006
1,0,0.25000,0.16667,0.46667,0.26667,0.19036,0.23966,0.07766,0.19939,0.01070,0.14922,-0.02367,0.10188,-0.03685,0.06317,-0.03766,0.03458,-0.03230,0.01532,-0.02474,0.00357,-0.01726,-0.00273,-0.01097,-0.00539,-0.00621,-0.00586,-0.00294,-0.00520,-0.00089,-0.00408,0.00025,-0.00291
1,0,1,-0.01081,1,-0.02703,1,-0.06486,0.95135,-0.01622,0.98919,-0.03243,0.98919,0.08649,1,-0.06486,0.95135,0.09189,0.97838,-0.00541,1,0.06486,1,0.04324,0.97838,0.09189,0.98556,0.01251,1,-0.03243,1,0.02703,1,-0.07027
1,0,0.90374,-0.01604,1,0.08021,1,0.01604,0.93048,0.00535,0.93583,-0.01604,1,0,1,0.06417,1,0.04813,0.91444,0.04278,0.96791,0.02139,0.98930,-0.01604,0.96257,0.05348,0.96974,0.04452,0.87701,0.01070,1,0.09091,0.97861,0.06417
1,0,0.60000,0.03333,0.63333,0.06667,0.70000,0.06667,0.70000,0,0.63333,0,0.80000,0,0.73333,0,0.70000,0.10000,0.66667,0.10000,0.73333,-0.03333,0.76667,0,0.63333,0.13333,0.65932,0.10168,0.60000,0.13333,0.60000,0.16667,0.63333,0.16667
1,0,0.94653,0.28713,0.72554,0.67248,0.47564,0.82455,0.01267,0.89109,-0.24871,0.84475,-0.47644,0.56079,-0.75881,0.41743,-0.66455,0.07208,-0.65426,-0.19525,-0.52475,-0.44000,-0.30851,-0.55089,-0.04119,-0.64792,0.16085,-0.56420,0.36752,-0.41901,0.46059,-0.22535,0.50376,-0.05980
1,0,0.72414,-0.01084,0.79704,0.01084,0.80000,0.00197,0.79015,0.01084,0.78424,-0.00985,0.83350,0.03251,0.85123,0.01675,0.80099,-0.00788,0.79113,-0.02956,0.75961,0.03350,0.74778,0.05517,0.72611,-0.01478,0.78041,0.00612,0.74089,-0.05025,0.82956,0.02956,0.79015,0.00788
1,0,0.47090,0.22751,0.42328,0.33598,0.25661,0.47619,0.01852,0.49471,-0.02116,0.53968,-0.34127,0.31217,-0.41270,0.32540,-0.51587,0.06878,-0.5,-0.11640,-0.14815,-0.14550,-0.14815,-0.38095,-0.23280,0.00265,0.03574,-0.31739,0.15873,-0.21693,0.24868,-0.24339,0.26720,0.04233
1,0,0.94333,0.38574,0.48263,0.64534,0.21572,0.77514,-0.55941,0.64899,-0.73675,0.42048,-0.76051,0,-0.62706,-0.31079,-0.38391,-0.62157,-0.12797,-0.69287,0.49909,-0.63620,0.71481,-0.37660,0.73857,-0.05484,0.60098,0.30384,0.45521,0.60512,0.02742,0.54479,-0.21572,0.50457
1,0,0.85736,0.00075,0.81927,-0.05676,0.77521,-0.04182,0.84317,0.09037,0.86258,0.11949,0.88051,-0.06124,0.78342,0.03510,0.83719,-0.06796,0.83570,-0.14190,0.88125,0.01195,0.90515,0.02240,0.79686,-0.01942,0.82383,-0.03678,0.88125,-0.06423,0.73936,-0.01942,0.79089,-0.09186
1,0,0.85209,0.39252,0.38887,0.76432,0.08858,0.98903,-0.42625,0.88744,-0.76229,0.49980,-0.93092,0.10768,-0.85900,-0.31044,-0.66030,-0.55262,-0.19260,-0.86063,0.28444,-0.80496,0.64649,-0.35230,0.77814,-0.23324,0.71698,0.21343,0.37830,0.58310,0.19667,0.66315,-0.11215,0.64933
1,0,1,0.54902,0.62745,1,0.01961,1,-0.49020,0.92157,-0.82353,0.58824,-1,0.11765,-0.96078,-0.33333,-0.64706,-0.68627,-0.23529,-0.86275,0.35294,-1,0.74510,-0.72549,0.92157,-0.21569,0.92874,0.21876,0.72549,0.56863,0.23529,0.90196,-0.11765,0.90196
1,0,0.44444,0.44444,0.53695,0.90763,-0.22222,1,-0.33333,0.88889,-1,0.33333,-1,-0.11111,-1,-0.22222,-0.66667,-0.77778,0.55556,-1,-0.22222,-0.77778,0.77778,-0.22222,0.33333,0,0.92120,0.45019,0.57454,0.84353,0.22222,1,-0.55556,1
1,0,1,0,1,0,0.5,0.50000,0.75000,0,0.91201,0.12094,0.89067,0.14210,0.86922,0.16228,0.75000,0.25000,0.75000,0.5,0.75000,0,1,-0.25000,0.5,0.50000,0.73944,0.26388,0.75000,0.25000,0.69635,0.29074,0.67493,0.30293
1,0,1,0,1,0,0.66667,0.11111,1,-0.11111,0.88889,-0.11111,1,-0.22222,0.77778,0,0.77778,0,1,-0.11111,0.77778,-0.11111,0.66667,-0.11111,0.66667,0,0.90347,-0.05352,1,0.11111,0.88889,-0.11111,1,0
1,0,1,0.45455,1,-0.45455,1,0.09091,1,-0.09091,1,0,1,-0.27273,1,-0.18182,1,0.09091,1,0,1,-0.36364,1,0.09091,1,-0.09091,1,-0.04914,1,0.45455,1,-0.27273,1,-0.18182
1,0,1,0.11765,1,0.23529,1,0.41176,1,0.05882,1,0.23529,1,0.11765,1,0.47059,1,-0.05882,1,-0.11765,1,0.35294,1,0.41176,1,-0.11765,1,0.20225,1,0.05882,1,0.35294,1,0.23529
1,0,0.91667,0.29167,0.83333,-0.16667,0.70833,0.25000,0.87500,-0.08333,0.91667,0.04167,0.83333,0.12500,0.70833,0,0.87500,0.04167,1,0.08333,0.66667,-0.08333,0.75000,0.16667,0.83333,-0.12500,0.83796,0.05503,1,0.20833,0.70833,0,0.70833,0.04167
1,0,1,-0.08183,1,-0.11326,0.99246,-0.29802,1,-0.33075,0.96662,-0.34281,0.85788,-0.47265,0.91904,-0.48170,0.73084,-0.65224,0.68131,-0.63544,0.82450,-0.78316,0.58829,-0.74785,0.67033,-0.96296,0.48757,-0.85669,0.37941,-0.83893,0.24117,-0.88846,0.29221,-0.89621
1,0,1,0.24077,0.99815,0.00369,0.80244,-0.30133,0.89919,-0.23486,0.70643,-0.24077,0.73855,-0.30539,0.71492,-0.36078,0.47194,-0.61189,0.40473,-0.55059,0.61041,-0.39328,0.53176,-0.32681,0.23966,-0.52142,0.29208,-0.48390,0.12777,-0.39143,0.15657,-0.51329,0.18353,-0.46603
1,0,0.92247,-0.19448,0.96419,-0.17674,0.87024,-0.22602,0.81702,-0.27070,0.79271,-0.28909,0.70302,-0.49639,0.63338,-0.49967,0.37254,-0.70729,0.27070,-0.72109,0.40506,-0.54172,0.33509,-0.59691,0.14750,-0.63601,0.09312,-0.59589,-0.07162,-0.54928,-0.01840,-0.54074,-0.07457,-0.47898
1,0,0.84177,0.43460,0.5,0.76160,0.09916,0.93460,-0.37764,0.88186,-0.72363,0.61181,-0.93882,0.19409,-0.86709,-0.25527,-0.62869,-0.65612,-0.25105,-0.85654,0.16245,-0.86498,0.51477,-0.66878,0.74895,-0.28903,0.77937,0.07933,0.64135,0.42827,0.31435,0.62447,-0.00422,0.69409
1,0,1,0.63548,1,1,0.77123,1,-0.33333,1,-1,1,0,1,-1,1,-1,0,-1,-0.66667,-1,-0.92536,-1,-0.33333,-0.33333,-1,0.19235,-1,1,-1,0,-1,1,-0.66667
1,0,1,0.06843,1,0.14211,1,0.22108,1,-0.12500,1,0.39495,1,0.48981,1,0.58986,-0.37500,1,1,0,1,0.92001,1,1,1,1,1,1,1,0.25000,1,1,1,1
1,0,0.64947,-0.07896,0.58264,-0.14380,-0.13129,-0.21384,0.29796,0.04403,0.38096,-0.26339,0.28931,-0.31997,0.03459,-0.18947,0.20269,-0.29441,0.15196,-0.29052,0.09513,-0.31525,0.06556,-0.26795,0.03004,-0.25124,-0.00046,-0.23210,-0.02612,-0.21129,-0.04717,-0.18950,0.01336,-0.27201
1,0,1,0.05149,0.99363,0.10123,0.96142,0.14756,0.95513,-0.26496,0.66026,0.54701,0.80426,0.25283,0.73781,0.27380,0.66775,0.28714,0.59615,0.29304,0.52494,0.29200,0.45582,0.28476,0.39023,0.27226,0.32930,0.25553,0.27381,0.23568,0.22427,0.21378,0.18086,0.19083
1,0,0.93669,-0.00190,0.60761,0.43204,0.92314,-0.40129,0.93123,0.16828,0.96197,0.09061,0.99676,0.08172,0.91586,0.05097,0.84628,-0.25324,0.87379,-0.14482,0.84871,0.26133,0.75081,-0.03641,0.84547,-0.02589,0.87293,-0.02302,0.98544,0.09385,0.78317,-0.10194,0.85841,-0.14725
1,0,1,0.23058,1,-0.78509,1,-0.10401,1,0.15414,1,0.27820,0.98120,-0.06861,1,0.06610,0.95802,-0.18954,0.83584,-0.15633,0.97400,0.03728,0.99624,0.09242,1,-0.01253,0.96238,-0.04597,0.91165,0.03885,1,-0.13722,0.96523,-0.11717
1,0,0.79847,0.38265,0.80804,-0.16964,1,-0.07653,0.98151,-0.07398,0.70217,0.20663,0.99745,0.02105,0.98214,0.02487,1,-0.13074,0.95663,0.07717,1,0.00191,0.90306,0.30804,1,-0.14541,1,-0.00394,0.75638,0.07908,1,-0.18750,1,-0.05740
1,0,1,-0.28428,1,-0.25346,0.94623,-0.35094,1,-0.30566,0.92736,-0.49057,0.90818,-0.44119,0.75723,-0.58899,0.69748,-0.58019,0.59623,-0.57579,0.68459,-0.70975,0.54465,-0.87327,0.49214,-0.73333,0.35504,-0.76054,0.26352,-0.78239,0.16604,-0.73145,0.13994,-0.70000
1,0,1,0.09091,0.95455,-0.09091,0.77273,0,1,0,0.95455,0,1,0.04545,0.90909,-0.04545,1,0,1,0,0.86364,0.09091,0.77273,0.09091,0.90909,0.04545,0.91541,0.02897,0.95455,0.09091,0.86364,-0.09091,0.86364,0.04545
1,0,0.91176,-0.08824,0.97059,0.17647,0.82353,0.08824,0.91176,-0.02941,0.97059,-0.17647,0.97059,0.14706,0.94118,0.02941,1,0,1,0,0.76471,0.11765,0.88235,0.02941,0.85294,0.02941,0.92663,0.02600,0.94118,-0.11765,0.97059,0.05882,0.91176,0.05882
1,0,0.47368,-0.10526,0.83781,0.01756,0.83155,0.02615,0.68421,-0.05263,0.68421,0,0.79856,0.05028,0.78315,0.05756,0.84211,0.47368,1,0.05263,0.72550,0.07631,0.70301,0.08141,0.42105,0.21053,0.65419,0.08968,0.52632,-0.21053,0.60150,0.09534,0.57418,0.09719
1,0,1,0.45455,1,0.54545,0.81818,0.63636,1,-0.09091,1,0,0.81818,-0.45455,0.63636,0.27273,1,-0.63636,1,-0.27273,0.90909,-0.45455,1,0.07750,1,-0.09091,1,0.08867,1,0.36364,1,0.63636,0.72727,0.27273
1,0,0.45455,0.09091,0.63636,0.09091,0.27273,0.18182,0.63636,0,0.36364,-0.09091,0.45455,-0.09091,0.48612,-0.01343,0.63636,-0.18182,0.45455,0,0.36364,-0.09091,0.27273,0.18182,0.36364,-0.09091,0.34442,-0.01768,0.27273,0,0.36364,0,0.28985,-0.01832
1,0,1,0.14286,1,0.71429,1,0.71429,1,-0.14286,0.85714,-0.14286,1,0.02534,1,0,0.42857,-0.14286,1,0.03617,1,-0.28571,1,0,0.28571,-0.28571,1,0.04891,1,0.05182,1,0.57143,1,0
1,0,0.87032,0.46972,0.53945,0.82161,0.10380,0.95275,-0.38033,0.87916,-0.73939,0.58226,-0.92099,0.16731,-0.82417,-0.24942,-0.59383,-0.63342,-0.24012,-0.82881,0.18823,-0.78699,0.51557,-0.57430,0.69274,-0.24843,0.69097,0.10484,0.52798,0.39762,0.25974,0.56573,-0.06739,0.57552
1,0,0.92657,0.04174,0.89266,0.15766,0.86098,0.19791,0.83675,0.36526,0.80619,0.40198,0.76221,0.40552,0.66586,0.48360,0.60101,0.51752,0.53392,0.52180,0.48435,0.54212,0.42546,0.55684,0.33340,0.55274,0.26978,0.54214,0.22307,0.53448,0.14312,0.49124,0.11573,0.46571
1,0,0.93537,0.13645,0.93716,0.25359,0.85705,0.38779,0.79039,0.47127,0.72352,0.59942,0.65260,0.75000,0.50830,0.73586,0.41629,0.82742,0.25539,0.85952,0.13712,0.85615,0.00494,0.88869,-0.07361,0.79780,-0.20995,0.78004,-0.33169,0.71454,-0.38532,0.64363,-0.47419,0.55835
1,0,0.80627,0.13069,0.73061,0.24323,0.64615,0.19038,0.36923,0.45577,0.44793,0.46439,0.25000,0.57308,0.25192,0.37115,0.15215,0.51877,-0.09808,0.57500,-0.03462,0.42885,-0.08856,0.44424,-0.14943,0.40006,-0.19940,0.34976,-0.23832,0.29541,-0.26634,0.23896,-0.23846,0.31154
1,0,0.97467,0.13082,0.94120,0.20036,0.88783,0.32248,0.89009,0.32711,0.85550,0.45217,0.72298,0.52284,0.69946,0.58820,0.58548,0.66893,0.48869,0.70398,0.44245,0.68159,0.35289,0.75622,0.26832,0.76210,0.16813,0.78541,0.07497,0.80439,-0.02962,0.77702,-0.10289,0.74242
1,0,0.92308,0.15451,0.86399,0.29757,0.72582,0.36790,0.70588,0.56830,0.57449,0.62719,0.43270,0.74676,0.31705,0.67697,0.19128,0.76818,0.04686,0.76171,-0.12064,0.76969,-0.18479,0.71327,-0.29291,0.65708,-0.38798,0.58553,-0.46799,0.50131,-0.53146,0.40732,-0.56231,0.35095