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import pandas as pd
import numpy as np
from sklearn.model_selection import train_test_split
from sklearn.datasets import load_iris,fetch_20newsgroups,load_boston
li = load_iris()
df = pd.read_csv(r'xydata.csv')
data = np.array(df,dtype=float)
data = data[:,1:3]
#print(data)
x_train,x_test,y_train,y_test = train_test_split(li.data,li.target,test_size=0.25)
#print(x_train)
#print(y_train)
#print(x_test)
#print(y_test)
我想把导入的数据分割成测试组和训练组，但是出问题了，他分出来的数不是我导入的数据里的数，该怎么解决，麻烦大佬了
数据我好像粘贴到了那个word文档里了。。
如果可以顺便帮我利用分割好的数据使用线性回归的方法构建一个预测模型。不要用封装好的线性回归模型库。。。。
数据如下，用CSV格式导入。。
X y
0 33.02691395 6.296610167
1 46.22866011 52.42436668
2 26.40548719 13.6301709
3 32.32174777 49.58572207
4 82.42583473 97.81949081
5 41.08243637 15.58682551
6 25.07003202 0.262272345
7 77.05237482 86.18230902
8 42.24215827 16.24155152
9 -6.078681283 14.69085097
10 18.03661495 5.965104996
11 21.09412371 27.84738012
12 22.76599612 29.81210163
13 34.21973879 40.59124579
14 70.80240705 53.12469918
15 55.88767799 55.19219666
16 27.73817223 28.29719271
17 92.29478265 72.19486657
18 38.1926477 25.0986374
19 29.50786007 4.20097961
20 64.99107828 68.60232709
21 90.41268683 100.5657493
22 74.4945293 50.12835936
23 67.66786802 46.38904938
24 76.72206179 83.92567338
25 61.4043726 55.13344663
26 62.01826809 52.02569281
27 22.62811332 9.325786546
28 94.94321163 109.8965467
29 48.49101101 51.71704481
30 -8.311693159 3.389605221
31 18.48523751 27.42028597
32 40.93318491 40.33473482
33 -5.929465893 -10.35429573
34 60.69546043 58.24911628
35 102.6603035 107.288196
36 50.14028589 32.78427354
37 -7.412390569 15.49339521
38 24.32353756 33.60610948
39 74.25765667 49.79622596
40 79.44926596 94.03700367
41 4.003525125 4.289544393
42 57.83201233 63.47995128
43 8.004383772 20.17922438
44 50.92486536 37.1877317
45 13.59784523 14.38029921
46 65.37166788 44.2477855
47 52.70011347 58.11974909
48 26.37144742 7.133576602
49 26.87225963 46.75953449
50 87.73178525 81.31704301
51 36.52786506 45.58103407
52 15.19798914 -1.255865918
53 57.52750753 50.9847118
54 21.75004083 36.42810472
55 9.477576007 8.236764346
56 84.02759462 82.06036006
57 68.86816684 49.52799075
58 22.17199157 6.021216984
59 22.20906531 22.47571615
60 67.17375475 55.38325186
61 71.35537284 80.24739192
62 30.90229944 28.40925735
63 47.35844589 62.47234189
64 17.95367794 33.95670458
65 58.11926583 41.88817803
66 35.6999848 35.57423851
67 8.383252185 1.550155021
68 4.850850292 18.26056683
69 51.82891134 67.66587829
70 30.63502809 31.88319301
71 64.8978037 83.05106608
72 -2.843896313 25.75071673
73 49.38515819 59.99884204
74 17.39935064 30.66271803
75 52.32273933 31.06160257
76 5.986968536 6.833727959
77 17.33432466 -4.116637252
78 4.029381107 -15.03481891
79 42.93384202 55.56806345
80 80.11036377 84.93881318
81 0.548320262 0.533375332
82 20.91854412 2.918894762
83 2.753334766 47.19709726
84 107.866046 97.39452219
85 34.85831741 26.29355662
86 90.6506829 85.41934907
87 23.27995013 35.7575602
88 86.154102 74.51603491
89 79.42829544 91.38161821
90 39.41434482 15.60415174
91 87.03407672 95.31637753
92 43.60947265 47.90388272
93 29.10766413 24.96577175
94 58.38808406 43.20320695
95 48.02103349 50.51222443
96 0.117408243 2.631785678
97 76.53045985 67.15874214
98 42.39059394 51.69711251
99 108.2409126 92.7619631
100 72.34056337 82.36882838
101 -3.56459243 -4.102686272
102 28.38061774 61.58626861
103 55.84851465 34.06703957
104 35.5062559 40.73620037
105 14.46928769 4.553095328
106 65.14640928 69.32547143
107 24.52199176 25.73936335
108 16.15542118 12.16859472
109 69.40303066 63.50139367
110 40.02218081 60.23697475
111 67.72473172 86.0009349
112 101.1667535 82.19822808
113 67.67992995 89.49815861
114 51.52476173 57.08390195
115 34.20358455 25.80814282
116 64.62135628 69.78763186
117 31.22885626 21.57312943
118 48.07711585 20.57506954
119 79.85207869 78.00585582
120 59.29086833 83.85450836
121 40.27454788 34.62613404
122 -12.93985104 18.73838339
123 38.32902092 55.94426897
124 57.82783758 55.77221702
125 50.65551375 32.94796201
126 52.2761633 22.89414638
127 2.534041084 6.543281414
128 29.7920509 51.9825211
129 45.22778628 27.95944798
130 85.78124439 54.98352668
131 44.34862067 47.39001864
132 15.98050831 13.1599704
133 51.00324464 63.00006051
134 79.30948261 85.02605079
135 93.84240905 82.01538062
136 67.3492328 71.89948512
137 33.04172766 24.52820312
138 82.46772445 93.3176494
139 32.93260278 70.45429108
140 63.41777798 70.03235263
141 83.65850006 59.24595518
142 33.16166088 37.33303266
143 22.05017644 20.31601299
144 2.957643517 8.022446428
145 107.7702493 81.46733114
146 93.90776754 82.20247495
147 40.04931138 82.27179644
148 -1.233707492 -7.878939076
149 93.15925514 89.88517717
150 33.07628422 31.82939911
151 35.6737834 19.0712297
152 66.70753539 47.88837542
153 41.70341262 40.14904716
154 82.22629113 92.17918035
155 82.78926961 92.94518016
156 8.942967878 12.5796209
157 41.16325931 71.87094472
158 114.7125508 95.06139619
159 81.52692144 95.34716042
160 1.301970698 12.85477781
161 27.62403045 28.90930211
162 80.39567527 75.28048326
163 2.288456786 1.066914835
164 48.25733984 59.96995527
165 74.93092643 90.31701048
166 26.32505936 23.97263227
167 87.23740668 93.27276796
168 79.87422945 86.25988257
169 97.92050813 74.18540455
170 92.33436316 81.14616879
171 69.64380072 64.37184521
172 22.03664829 29.99940992
173 58.8495739 59.0027458
174 58.37377709 42.28522024
175 49.08403248 66.79194171
176 2.896788542 1.364628493
177 86.82785759 87.37789062
178 40.08099953 62.62042855
179 37.58961362 48.15882811
180 25.42353141 18.70488241
181 49.41747065 42.08047939
182 55.94109695 57.18849487
183 40.85398913 70.6239774
184 2.371581098 -7.409041596
185 28.10151417 33.29276479
186 103.4547671 98.63615523
187 3.847597439 27.54239906
188 17.39873723 16.43206745
189 12.73291923 13.65087127
190 54.73611337 64.07260172
191 7.419916891 2.574482078
192 65.62390444 54.7309012
193 4.858298282 14.10038391
194 66.85338219 66.4130196
195 67.54551619 67.31906041
196 -8.275019606 -0.594177264
197 22.55056612 31.72476293
198 34.8554734 37.73350177
199 60.99204169 57.38253566
200 39.67420829 28.39847701
201 69.85685312 74.49934766
202 70.6017946 90.70467629
203 91.16576148 84.62007687
204 6.25300881 -6.491867614
205 60.89508069 52.23169237
206 29.1021256 41.81581043
207 32.05595859 35.08182073
208 53.13253956 56.50225986
209 49.51581444 55.87321118
210 26.45628797 26.48859313
211 32.70577716 18.34541741
212 104.379624 87.93657453
213 3534.417805
214 61.87610946 65.03186834
215 14.09762174 -0.197791925
216 76.08768677 82.75619771
217 42.69844273 67.00017993
218 71.82140676 88.50926044
219 33.62078235 53.16644516
220 60.94130386 40.97926721
221 76.3428588 54.23853396
222 67.5672714 43.84367182
223 54.75965865 47.14180418
224 79.24941916 51.24687166
225 89.37572361 84.66105893
226 65.81148283 44.4979888
227 62.73429574 58.48683642
228 41.59838391 49.68706501
229 26.65918911 65.92543218
230 98.49373535 85.32448512
231 104.2449685 101.9071292
232 72.29323057 74.43349609
233 46.87056671 49.0537412
234 31.45724692 15.70473834
235 45.93652959 52.19842723
236 81.3564594 80.55301266
237 106.712661 93.30275327
238 30.52591561 18.19912717
239 53.73236548 50.11702888
240 17.24188945 39.20902994
241 103.2323047 99.46302849
242 7.908730316 0.086679634
243 47.31013486 51.47713743
244 45.36441884 61.34867477
245 48.47538184 54.68661582
246 78.34217272 53.92687704
247 86.63732034 92.93956354
248 62.99770146 82.43987707
249 39.65643668 23.76122285
250 111.3645594 112.0743164
251 37.55477076 25.56116412
252 63.63795236 56.3230676
253 14.96850173 4.160270032
254 79.12578382 85.07364824
255 32.34180203 68.47359035
256 33.97804463 36.97044908
257 71.19320109 44.71452533
258 39.00516875 22.33666809
259 40.58493955 56.0579866
260 22.06571907 31.78298401
261 44.36143067 49.86404897
262 1.750782924 8.27489652
263 50.61092129 76.10390009
264 10.14266707 4.721763521
265 43.8361619 37.85890276
266 80.90730715 86.53735124
267 93.84603319 83.86119932
268 85.93063026 82.86360525
269 94.51994043 84.14391377
270 49.1645586 30.40483281
271 48.76342102 46.94341152
272 32.66012225 42.69719516
273 97.07447555 101.2105246
274 57.53883175 47.80981863
275 84.90081923 101.3888304
276 23.19057593 39.16432538
277 38.15867561 37.63215209
278 85.30116153 87.27771148
279 104.7496033 105.4980599
280 67.39761441 63.15371768
281 57.73902203 104.0996556
282 50.756143 26.62706806
283 -0.664188157 4.17094867
284 4.831711626 -4.972954606
285 15.06002985 9.720875997
286 65.77586729 54.79934374
287 52.03587641 36.67106307
288 105.9327718 90.22260275
289 35.18008819 38.77677758
290 21.99382792 12.71939097
291 -14.74427502 27.48803347
292 49.48840876 55.87691035
293 -7.576652489 18.46913095
294 53.76697975 49.60156723
295 63.20454072 54.27366911
296 75.15238053 76.54148099
297 71.61348388 65.48175799
298 100.7828448 97.85250549
299 21.40326344 31.71239587
300 74.55513244 68.29944834
301 37.65433722 43.50399556
302 33.24608019 42.37302655
303 88.22598879 86.96371979
304 17.74909957 11.57670173
305 85.65139771 95.8490501
306 76.79350368 86.69068597
307 63.4878745 87.3536245
308 59.06237178 55.49955717
309 16.67334321 4.512530324
310 19.33650356 35.11940381
311 12.95756079 22.6104425
312 40.87216698 36.40826656
313 7.686452344 6.586483259
314 36.29079684 25.88267319
315 61.81615565 77.76718731
316 71.49277374 107.8586492
317 73.19045544 60.64725535
318 68.52479377 81.91722837
319 35.91616288 36.3914389
320 34.3009776 16.50962192
321 -2.793042253 28.46507093
322 106.0972573 96.76095628
323 29.81385797 9.242031549
324 48.4553502 8.256192225
325 88.6427744 87.33320289
326 78.71023599 71.75464771
327 27.6857378 34.60606136
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331 -14.48944726 2.169800959
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333 46.91106625 52.96843459
334 92.99097189 95.87700738
335 16.7403291 5.707532567
336 -10.8790527 -16.02194649
337 63.79585176 71.82212977
338 65.57803589 72.25512078
339 3.754358993 18.21504523
340 80.16546902 83.50257685
341 24.89754397 20.2805752
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511 103.4083739 95.41551627
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523 98.50918303 88.59580805
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529 50.08190697 55.76887162
530 73.3230036 74.11970405
531 85.93567825 73.61985333
532 49.34341837 62.09252433
533 11.9709837 7.064094807
534 42.54329275 54.2132355
535 81.92494003 64.21004586
536 89.24979859 91.56778685
537 22.53830941 44.67947791
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540 81.74604673 90.03356025
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554 38.8404792 61.12502751
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发表于 2020-11-29 11:48:47
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