marjey 发表于3个月前

• 发表于 3个月前
• 阅读 2
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（1）计算上四分位数（Q3），中位数，下四分位数（Q1）
（2）计算上四分位数和下四分位数之间的差值，即四分位数差（IQR，interquartile range）Q3-Q1
（3）绘制箱线图的上下范围，上限为上四分位数，下限为下四分位数。在箱子内部中位数的位置绘制横线。
（4）大于上四分位数1.5倍四分位数差的值，或者小于下四分位数1.5倍四分位数差的值，划为异常值（outliers）。
（5）异常值之外，最靠近上边缘和下边缘的两个值处，画横线，作为箱线图的触须。
（6）极端异常值，即超出四分位数差3倍距离的异常值，用实心点表示；较为温和的异常值，即处于1.5倍-3倍四分位数差之间的异常值，用空心点表示。
（7）为箱线图添加名称，数轴等

```"""

"""
import pandas as pd
import matplotlib.pyplot as plt

def box_plot():
"""
绘制箱型图
:return:
"""
data = feature['licheng']

# plt.boxplot(data, sym="o", whis=1.5)
# plt.boxplot(data, sym="o", whis=0.01)
plt.boxplot(data, sym="o", whis=1)
plt.show()

if __name__ == '__main__':
box_plot()```

```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
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33553,12.591889,0.686581
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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
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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
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13438,1.604501,0.069064
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12285,3.795146,0.6966939999999999
7826,2.531885,1.659173
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0,2.209159,0.723567
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5459,7.871839,0.717662
73520,8.262131,1.361646
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41737,3.695937,1.543589
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4615,2.6613900000000004,1.531933
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569,3.743946,1.039546
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26166,7.277875999999999,0.489252
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3386,7.2182210000000016,1.098828
41544,8.777128999999999,1.111464
10480,2.813428,0.819419
5894,2.268766,1.41213
7273,6.283627,0.571292
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37760,12.310404,0.259339
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33057,7.817082000000001,0.476102
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29928,3.5960019999999995,1.485952
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7344,7.780991,0.513048
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38324,7.487678,1.572293
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21704,10.098356,0.7047479999999999
34985,9.299025,0.545337
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61914,9.392269,0.151617
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6341,9.28951,1.428879
14113,4.269419,0.134181
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38334,9.359918,0.052262
34068,10.052333,0.550423
30819,11.11166,0.989159
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72420,13.679237,0.025346
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65821,4.1067269999999985,1.085669
7645,8.118856,1.4706860000000002
71289,7.796874000000001,0.052336
5128,2.789669,1.09307
13711,6.226962,0.28725100000000003
22240,10.169548,1.660104
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5017,7.513352999999999,0.137348
10141,8.240793,0.099735
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46893,3.5629760000000004,0.445386
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36851,3.812387,0.655245
36669,11.056784,0.378725
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46246,11.506465,0.421993
12761,7.798138000000002,0.14791700000000002
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81597,11.221874,1.395015
69959,14.497963,1.019254
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80886,14.531655,0.380172
55895,3.027528,0.8854569999999999
31587,1.845967,0.4889850000000001
10591,10.226164,0.804403
70096,10.965926,1.212328
53151,2.129921,1.477378
11992,0.0,1.606849
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7413,0.0,1.020797
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58668,6.556676,0.055183
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70843,7.436056,1.4798559999999998
14011,0.404888,0.459517
35015,9.952942,1.650279
70839,15.600252,0.021935
3024,2.723846,0.387455
5526,0.5138659999999999,1.323448
5113,0.0,0.861859
20851,7.280602,1.43847
40999,9.161978,1.11018
15823,0.991725,0.730979
35432,7.39838,0.684218
53711,12.149747,1.389088
64371,9.149678,0.8749049999999999
9289,9.666576,1.3703299999999998
60613,3.62011,0.287767
18338,5.2388,1.2536459999999998
22845,14.715782,1.503758
74676,14.44574,1.21116
34143,13.609528,0.36424
14153,3.141585,0.42428
9327,0.0,0.120947
18991,0.45475,1.03328
9193,0.51031,0.016395
2285,3.864171,0.6163489999999999
9493,6.7240210000000005,0.563044
2371,4.289375,0.012563
13963,0.0,1.43703
2299,3.733617,0.6982689999999999
5262,2.002589,1.380184
4659,2.502627,0.184223
17582,6.382129,0.8765809999999999
27750,8.546741,0.128706
9868,2.694977,0.432818
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3780,9.856183,0.329181
18190,2.068962,0.4299270000000001
11145,3.410627,0.631838
68846,9.974715,0.669787
26575,10.650102,0.866627
48111,9.134528,0.7280449999999999
43757,7.882600999999998,1.332446```

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