绘制三维散点图
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绘制三维散点图
marjey 发表于4个月前
绘制三维散点图
  • 发表于 4个月前
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import numpy as np
import 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,bingbang
40920,8.326976,0.953952
14488,7.153469,1.673904
26052,1.441871,0.805124
75136,13.147394,0.428964
38344,1.669788,0.134296
72993,10.14174,1.0329549999999998
35948,6.830792,1.213192
42666,13.276369,0.54388
67497,8.631577,0.749278
35483,12.273169,1.508053
50242,3.723498,0.831917
63275,8.385879,1.669485
5569,4.875435,0.728658
51052,4.680098,0.625224
77372,15.29957,0.331351
43673,1.889461,0.191283
61364,7.516754,1.269164
69673,14.239195,0.261333
15669,0.0,1.250185
28488,10.528555,1.304844
6487,3.540265,0.822483
37708,2.991551,0.8339200000000001
22620,5.297865,0.638306
28782,6.593803,0.187108
19739,2.81676,1.686209
36788,12.458258,0.649617
5741,0.0,1.656418
28567,9.968648,0.731232
6808,1.364838,0.640103
41611,0.230453,1.151996
36661,11.865402,0.88281
43605,0.12046,1.352013
15360,8.545204,1.340429
63796,5.856649,0.16000599999999998
10743,9.665617999999998,0.778626
70808,9.778763,1.084103
72011,4.932976,0.632026
5914,2.216246,0.587095
14851,14.305635999999998,0.632317
33553,12.591889,0.686581
44952,3.424649,1.004504
17934,0.0,0.147573
27738,8.533823,0.205324
29290,9.829528,0.23862
42330,11.492186,0.263499
36429,3.570968,0.832254
39623,1.7712279999999998,0.207612
32404,3.513921,0.991854
27268,4.398172,0.975024
5477,4.276823,1.174874
14254,5.946014,1.614244
68613,13.79897,0.724375
41539,10.393591,1.6637240000000002
7917,3.007577,0.297302
21331,1.031938,0.486174
8338,4.7512120000000015,0.064693
5176,3.692269,1.655113
18983,10.448091,0.267652
68837,10.585786,0.329557
13438,1.604501,0.069064
48849,3.679497,0.961466
12285,3.795146,0.6966939999999999
7826,2.531885,1.659173
5565,9.73334,0.977746
10346,6.093067,1.413798
1823,7.712960000000002,1.054927
9744,11.470364,0.7604609999999999
16857,2.886529,0.934416
39336,10.054373,1.138351
65230,9.97247,0.881876
2463,2.335785,1.3661450000000002
27353,11.375155,1.528626
16191,0.0,0.6056189999999999
12258,4.126787,0.357501
42377,6.319522,1.058602
25607,8.680527,0.08695499999999999
77450,14.856391,1.129823
58732,2.454285,0.22238
46426,7.292202,0.548607
32688,8.745137,0.857348
64890,8.579001,0.683048
8554,2.507302,0.8691770000000001
28861,11.415476,1.505466
42050,4.83854,1.6808919999999998
32193,10.339507,0.583646
64895,6.573742,1.151433
2355,6.539397,0.462065
0,2.209159,0.723567
70406,11.196378,0.836326
57399,4.229595,0.128253
41732,9.505944,0.005273
11429,8.652725,1.348934
75270,17.101108,0.490712
5459,7.871839,0.717662
73520,8.262131,1.361646
40279,9.015635,1.658555
21540,9.215351,0.806762
17694,6.375007,0.033678
22329,2.262014,1.022169
46570,5.67711,0.7094689999999999
42403,11.293017,0.207976
33654,6.590043,1.353117
9171,4.71196,0.194167
28122,8.768099000000001,1.108041
34095,11.502519,0.545097
1774,4.682812,0.578112
40131,12.446578,0.300754
13994,12.908384,1.657722
77064,12.601108,0.974527
11210,3.929456,0.025466
6122,9.751503,1.18205
15341,3.043767,0.8881680000000001
44373,4.391522,0.8071
28454,11.695276,0.6790149999999999
63771,7.879742,0.154263
9217,5.613163,0.933632
69076,9.140172,0.8513
24489,4.258644,0.206892
16871,6.799831,1.221171
39776,8.752758,0.484418
5901,1.123033,1.180352
40987,10.833248,1.585426
7479,3.051618,0.026781
38768,5.308408999999998,0.030683
4933,1.841792,0.028099
32311,2.261978,1.605603
26501,11.573696,1.061347
37433,8.038764,1.08391
23503,10.734007,0.10371500000000003
68607,9.661909,0.350772
27742,9.00585,0.548737
11303,0.0,0.539131
0,5.75714,1.062373
32729,9.164656,1.624565
24619,1.31834,1.436243
42414,14.075597,0.695934
20210,10.10755,1.308398
33225,7.960292999999999,1.21976
54483,6.317292,0.018209
18475,12.664194,0.595653
33926,2.906644,0.581657
43865,2.388241,0.913938
26547,6.024471,0.486215
44404,7.226764,1.255329
16674,4.183997,1.27529
8123,11.850211,1.096981
42747,11.661797,1.167935
56054,3.574967,0.494666
10933,0.0,0.107475
18121,7.9376570000000015,0.904799
11272,3.3650269999999995,1.014085
16297,0.0,0.367491
28168,13.860672,1.29327
40963,10.306714,1.211594
31685,7.228002,0.67067
55164,4.50874,1.036192
17595,0.366328,0.163652
1862,3.2994440000000003,0.575152
57087,0.573287,0.607915
63082,9.183738,0.01228
51213,7.842646,1.060636
6487,4.750964,0.55824
4805,11.438702,1.556334
30302,8.243063000000001,1.122768
68680,7.949016999999999,0.271865
17591,7.875477,0.227085
74391,9.569087,0.364856
37217,7.750103,0.869094
42814,0.0,1.515293
14738,3.39603,0.633977
19896,11.916091,0.025294
14673,0.460758,0.6895859999999999
32011,13.087566,0.476002
58736,4.589016,1.6726
54744,8.397217,1.534103
29482,5.562772,1.689388
27698,10.905159,0.619091
11443,1.311441,1.169887
56117,10.64717,0.980141
39514,0.0,0.481918
26627,8.503025,0.8308610000000001
16525,0.43688,1.395314
24368,6.127867,1.102179
22160,12.112492,0.35968
6030,1.264968,1.141582
6468,6.067568,1.327047
22945,8.010964,1.681648
18520,3.791084,0.30407199999999995
34914,11.773195,1.262621
6121,8.339588000000001,1.443357
38063,2.563092,1.464013
23410,5.9542160000000015,0.953782
35073,9.288374,0.7673180000000001
52914,3.976796,1.043109
16801,8.585227,1.455708
9533,1.271946,0.796506
16721,0.0,0.242778
5832,0.0,0.089749
44591,11.521298,0.30086
10143,1.139447,0.415373
21609,5.69909,1.391892
23817,2.449378,1.32256
15640,0.0,1.22838
8847,3.168365,0.053992999999999985
50939,10.42861,1.126257
28521,2.94307,1.446816
32901,10.441348,0.975283
42850,12.478764,1.628726
13499,5.856902,0.363883
40345,2.47642,0.096075
43547,1.826637,0.811457
70758,4.324451,0.328235
19780,1.376085,1.178359
44484,5.342462,0.394527
54462,11.835521,0.6933010000000001
20085,12.423687,1.424264
42291,12.161273,0.071131
47550,8.14836,1.6491939999999998
11938,1.531067,1.549756
40699,3.200912,0.309679
70908,8.862691,0.530506
73989,6.370551,0.36935
11872,2.468841,0.14506
48463,11.054212,0.141508
15987,2.03708,0.7152430000000001
70036,13.36403,0.549972
32967,10.249135,0.192735
63249,10.464252,1.6697669999999998
42795,9.424574,0.013725
14459,4.458901999999998,0.268444
19973,0.0,0.575976
5494,9.686082,1.029808
67902,13.649401999999998,1.052618
25621,13.181148,0.273014
27545,3.877472,0.4016
58656,1.413952,0.45138
7327,4.248986,1.430249
64555,8.779183,0.8459469999999999
8998,4.1562519999999985,0.097109
11752,5.580018,0.158401
76319,15.04044,1.366898
27665,12.79387,1.307323
67417,3.254877,0.669546
21808,10.725607,0.588588
15326,8.256473,0.765891
20057,8.033892,1.618562
79341,10.702532,0.204792
15636,5.062996,1.132555
35602,10.772286,0.668721
28544,1.892354,0.8370280000000001
57663,1.019966,0.37232
78727,15.546043,0.729742
68255,11.638205,0.409125
14964,3.427886,0.975616
21835,11.246174,1.475586
7487,0.0,0.645045
8700,0.0,1.424017
26226,8.242553,0.279069
65899,8.70006,0.101807
6543,0.812344,0.260334
46556,2.448235,1.176829
71038,13.230078,0.616147
47657,0.236133,0.34084000000000003
19600,11.155826,0.335131
37422,11.029636,0.5057689999999999
1363,2.901181,1.6466330000000002
26535,3.924594,1.14312
47707,2.5248060000000003,1.292848
38055,3.527474,1.449158
6286,3.384281,0.8892680000000001
10747,0.0,1.107592
44883,11.89889,0.406441
56823,3.529892,1.375844
68086,11.442677,0.696919
70242,10.308145,0.422722
11409,8.540529,0.7273729999999999
67671,7.156949000000001,1.691682
61238,0.720675,0.8475739999999999
17774,0.22940500000000005,1.0386030000000002
53376,3.399331,0.077501
30930,6.157239,0.580133
28987,1.239698,0.719989
13655,6.036854,0.016548
7227,5.2586650000000015,0.933722
40409,12.393001,1.571281
13605,9.627613,0.935842
26400,11.130453,0.5976100000000001
13491,8.842595,0.349768
30232,10.69001,1.456595
43253,5.714718,1.67478
55536,3.052505,1.335804
8807,0.0,0.059025
25783,9.945307,1.287952
22812,2.719723,1.142148
77826,11.154055,1.608486
38172,2.687918,0.660836
31676,10.037847,0.962245
74038,12.404762,1.11208
44738,10.237305,0.633422
17410,4.745392,0.66252
5688,4.639461,1.569431
36642,3.14931,0.6396689999999999
29956,13.406875,1.6391939999999998
60350,6.068668,0.8812409999999999
23758,9.477022,0.8990020000000001
25780,3.89762,0.5602010000000001
11342,5.463615,1.203677
36109,3.369267,1.575043
14292,5.234562,0.8259540000000001
11160,0.0,0.72217
23762,12.979069,0.5040680000000001
39567,5.376564,0.557476
25647,13.52791,1.586732
14814,2.196889,0.784587
73590,10.691748,0.007509
35187,1.659242,0.447066
49459,8.369667,0.656697
31657,13.157197,0.143248
6259,8.199667,0.908508
33101,4.441669,0.439381
27107,9.846492,0.644523
17824,0.01954,0.977949
43536,8.253774,0.7487
67705,6.03862,1.5096459999999998
35283,6.0915870000000005,1.694641
71308,8.98682,1.225165
31054,11.508473,1.624296
52387,8.807734,0.7139220000000001
40328,0.0,0.8166760000000001
34844,8.889202000000003,1.665414
11607,3.178117,0.542752
64306,7.013795,0.139909
32721,9.605014,0.06525399999999999
33170,1.23054,1.331674
37192,10.412811,0.890803
13089,0.0,0.5671609999999999
66491,9.699991,0.122011
15941,0.0,0.061191
4272,4.455293,0.272135
48812,3.020977,1.502803
28818,8.099278,0.216317
35394,1.157764,1.603217
71791,10.105396,0.121067
40668,11.230148,0.408603
39580,9.070058,0.011379
11786,0.5664600000000001,0.478837
19251,0.0,0.4873
56594,8.956369,1.193484
54495,1.523057,0.620528
11844,2.749006,0.169855
45465,9.235393,0.18835
31033,10.555573,0.403927
16633,6.956372,1.519308
13887,0.636281,1.273984
52603,3.5747370000000003,0.075163
72000,9.032486,1.461809
68497,5.958993,0.023012
35135,2.4353,1.2117440000000002
26397,10.539731,1.638248
7313,7.646702,0.056513
91273,20.919349,0.644571
24743,1.424726,0.8384469999999999
31690,6.7486630000000005,0.890223
15432,2.289167,0.114881
58394,5.548377,0.402238
33962,6.057226999999999,0.432666
31442,10.828595,0.559955
31044,11.31816,0.271094
29938,13.265311,0.633903
9875,0.0,1.496715
51542,6.517133,0.402519
11878,4.934374,1.5200280000000002
69241,10.151738,0.896433
37776,2.425781,1.559467
68997,9.778962,1.195498
67416,12.21995,0.6576770000000001
59225,7.394151,0.954434
29138,8.518535,0.742546
5962,2.7987,0.662632
10847,0.63793,0.617373
70527,10.75049,0.097415
9610,0.625382,0.140969
64734,10.027968,0.282787
25941,9.817347,0.364197
2763,0.646828,1.266069
55601,3.347111,0.914294
31128,11.816892,0.193798
5181,0.0,1.480198
69982,10.945666,0.993219
52440,10.244706,0.280539
57350,2.579801,1.149172
57869,2.63041,0.098869
56557,11.7462,1.6955169999999995
42342,8.104232000000001,1.3262770000000002
15560,12.409743,0.790295
34826,12.167844,1.328086
8569,3.198408,0.299287
77623,16.055513,0.5410520000000001
78184,7.138659,0.15848099999999998
7036,4.831041,0.761419
69616,10.08289,1.373611
21546,10.066867,0.78847
36715,8.129538,0.329913
20522,3.012463,1.138108
42349,3.720391,0.845974
9037,0.773493,1.148256
26728,10.962941,1.037324
587,0.177621,0.162614
48915,3.085853,0.967899
9824,8.426781,0.202558
4135,1.825927,1.128347
9666,2.185155,1.010173
59333,7.184595,1.2613379999999998
36198,0.0,0.116525
34909,8.901752,1.033527
47516,2.4514970000000003,1.358795
55807,3.2136310000000003,0.432044
14036,3.974739,0.723929
42856,9.601306,0.619232
64007,8.363897,0.445341
59428,6.381484,1.365019
13730,0.0,1.403914
41740,9.609836,1.438105
63546,9.904741,0.985862
30417,7.1858070000000005,1.489102
69636,5.466703,1.2165709999999998
64660,0.0,0.915898
14883,4.575443,0.535671
7965,3.277076,1.010868
68620,10.246623,1.239634
8738,2.341735,1.060235
7544,3.201046,0.498843
6377,6.066013,0.120927
36842,8.829379,0.8956569999999999
81046,15.833048000000002,1.568245
67736,13.516711,1.220153
32492,0.664284,1.116755
39299,6.325139,0.605109
77289,8.677499000000001,0.344373
33835,8.188005,0.964896
71890,9.414263,0.38403
32054,9.196547,1.138253
38579,10.202967999999998,0.452363
55984,2.119439,1.481661
72694,13.635078,0.8583139999999999
42299,0.08344299999999999,0.701669
26635,9.149096,1.051446
8579,1.933803,1.374388
37302,14.115544,0.676198
22878,8.933736,0.943352
4364,2.661254,0.946117
4985,0.988432,1.305027
37068,2.063741,1.125946
41137,2.22059,0.690754
67759,6.424849,0.8066409999999999
11831,1.156153,1.613674
34502,3.03272,0.601847
4088,3.076828,0.952089
15199,0.0,0.318105
17309,7.75048,0.5540149999999999
42816,10.958135,1.4825
43751,10.222017999999998,0.488678
58335,2.367988,0.435741
75039,7.686053999999999,1.381455
42878,11.464879,1.481589
42770,11.075735,0.089726
8848,3.543989,0.345853
31340,8.123889,1.28288
41413,4.331769,0.754467
12731,0.120865,1.211961
22447,6.116109,0.701523
33564,7.4745339999999985,0.50579
48907,8.819453999999997,0.649292
8762,6.802144,0.615284
46696,12.666325,0.93196
36851,8.63618,0.399333
67639,11.730991,1.289833
171,8.132449000000001,0.039062
26674,10.296589,1.496144
8739,7.583906,1.005764
66668,9.777806,0.4963770000000001
68732,8.833546,0.513876
69995,4.907899,1.5180360000000002
82008,8.362736,1.285939
25054,9.084726,1.6063120000000002
33085,14.164141,0.56097
41379,9.080683,0.98992
39417,6.522767,0.038548
12556,3.690342,0.4622810000000001
39432,3.563706,0.242019
38010,1.06587,1.141569
69306,6.683796000000001,1.456317
38000,1.7128740000000002,0.243945
46321,13.109929,1.280111
66293,11.32791,0.780977
22730,4.545711,1.233254
5952,3.367889,0.468104
72308,8.326224,0.567347
60338,8.978339,1.442034
13301,5.655826,1.582159
27884,8.855312,0.570684
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