In [1]:
from pathlib import Path
import pandas as pd
import numpy as np
import sklearn
from sklearn.decomposition import PCA
import pylab
import matplotlib.pyplot as plt
from mpl_toolkits.mplot3d import Axes3D
sanger_val_pth=Path('../').resolve().joinpath('src','sanger_cell_line_proj.npy')
sanger_val=np.load(sanger_val_pth.as_posix(),mmap_mode='r')
In [2]:
sanger_val
Out[2]:
memmap([[ 9.52561951, 8.71804714, 9.90445709, ..., 9.65766716,
9.17661381, 10.89796066],
[ 9.04794788, 8.61606503, 9.20302296, ..., 8.625144 ,
8.69591236, 8.62997532],
[ 7.61241245, 8.04385948, 7.60392761, ..., 7.88828087,
7.69165325, 7.62457705],
...,
[ nan, nan, nan, ..., nan,
nan, nan],
[ 14.34696388, 14.12622929, 13.31494522, ..., 13.32679176,
13.70284843, 14.52330399],
[ 14.08598042, 13.80882454, 13.04066944, ..., 13.00392437,
13.35152245, 14.30802155]], dtype=float32)
In [3]:
sanger_val=sanger_val[~np.isnan(sanger_val).any(axis=1)]
In [4]:
pd.isnull(sanger_val).any(1).nonzero()[0]
Out[4]:
array([], dtype=int32)
In [5]:
val=np.matrix(sanger_val)
In [6]:
val
val.shape
Out[6]:
(22277, 798)
In [7]:
t_val=np.transpose(val)
pca= PCA(n_components=22277)
X = pca.fit_transform(t_val)
X
Out[7]:
array([[ -4.37853546e+01, -1.30674953e+01, 2.30481968e+01, ...,
-2.22308710e-02, 1.91613485e-03, -5.54901744e-05],
[ -3.49994659e+01, 2.07392037e-01, 2.09923191e+01, ...,
1.59542058e-02, -2.09270883e-02, -5.54895196e-05],
[ 2.11036396e+01, -4.20218515e+00, 1.60208912e+01, ...,
2.13967869e-03, 3.58973108e-02, -5.54897815e-05],
...,
[ 1.49716492e+01, 1.28549004e+01, -4.30093689e+01, ...,
-2.85760015e-02, -2.45816913e-02, -5.54886828e-05],
[ 2.69111586e+00, 1.86983948e+01, -2.23801613e+01, ...,
-1.86444744e-02, -6.76975772e-02, -5.54886792e-05],
[ 9.66030788e+00, -4.85223389e+00, 2.09239235e+01, ...,
-1.02490652e-03, 4.82763946e-02, -5.54882063e-05]], dtype=float32)
In [8]:
propotion=[]
In [9]:
t=pca.explained_variance_ratio_
sum(t[0:22277])
Out[9]:
1.0000000399056888
In [10]:
propotion=[]
for n in range(0,800):
propotion.append(sum(t[0:n]))
print(n+1,':',sum(t[0:n]))
1 : 0
2 : 0.121165938675
3 : 0.184812948108
4 : 0.247495181859
5 : 0.303905241191
6 : 0.331067116931
7 : 0.348905019462
8 : 0.365917492658
9 : 0.380451522768
10 : 0.394966586493
11 : 0.407819118351
12 : 0.419246729463
13 : 0.430021441542
14 : 0.440524691716
15 : 0.450154453516
16 : 0.459049977362
17 : 0.467727618292
18 : 0.475497923791
19 : 0.483111547772
20 : 0.490172340069
21 : 0.496960572898
22 : 0.503225724678
23 : 0.50928147696
24 : 0.515196290333
25 : 0.52067809226
26 : 0.526032207068
27 : 0.531284365803
28 : 0.536280373577
29 : 0.541090442333
30 : 0.545760842506
31 : 0.55029633455
32 : 0.55462342687
33 : 0.558922281954
34 : 0.563144240994
35 : 0.567154136952
36 : 0.571078941692
37 : 0.574888695963
38 : 0.578623125097
39 : 0.582299452508
40 : 0.585876540048
41 : 0.589314265177
42 : 0.592721030582
43 : 0.595999079989
44 : 0.599265774712
45 : 0.602407918544
46 : 0.605520209298
47 : 0.608613935765
48 : 0.611641968135
49 : 0.614586664131
50 : 0.617486769333
51 : 0.620289001148
52 : 0.623066365719
53 : 0.625771196792
54 : 0.628454676364
55 : 0.631068235729
56 : 0.633661680855
57 : 0.636225901078
58 : 0.638769993791
59 : 0.641292282147
60 : 0.6437600879
61 : 0.646172387991
62 : 0.648520131363
63 : 0.65084674512
64 : 0.653113793815
65 : 0.655361160403
66 : 0.657580507919
67 : 0.659770209342
68 : 0.661937108031
69 : 0.664066612022
70 : 0.66615638393
71 : 0.668223640183
72 : 0.670274727978
73 : 0.672299471917
74 : 0.674284503097
75 : 0.676245399518
76 : 0.678156187874
77 : 0.680065991357
78 : 0.681946219644
79 : 0.683801682084
80 : 0.685636534239
81 : 0.68744890485
82 : 0.689237256767
83 : 0.691003891756
84 : 0.692743739695
85 : 0.694456689409
86 : 0.696161537897
87 : 0.697842009366
88 : 0.699504582444
89 : 0.701141636819
90 : 0.702770425589
91 : 0.704392011045
92 : 0.705995775643
93 : 0.707577950321
94 : 0.709151485702
95 : 0.710711260559
96 : 0.712257523788
97 : 0.713787496206
98 : 0.715305898804
99 : 0.716810444137
100 : 0.718284689123
101 : 0.719754466787
102 : 0.721213181736
103 : 0.72265813197
104 : 0.724086505361
105 : 0.72549813753
106 : 0.726904666051
107 : 0.728297921829
108 : 0.729685229016
109 : 0.731056693709
110 : 0.732411085861
111 : 0.733756286209
112 : 0.735088405432
113 : 0.736406297889
114 : 0.737712653819
115 : 0.739011065569
116 : 0.740298908087
117 : 0.741575610824
118 : 0.742849044851
119 : 0.744097760064
120 : 0.745337516884
121 : 0.746561239939
122 : 0.747776633245
123 : 0.748987739906
124 : 0.75019025174
125 : 0.751384424744
126 : 0.752567645977
127 : 0.753741117776
128 : 0.754910114803
129 : 0.756061539403
130 : 0.757210282842
131 : 0.758343772148
132 : 0.759474641527
133 : 0.760597069631
134 : 0.761708190548
135 : 0.762815077673
136 : 0.763916789438
137 : 0.765011625248
138 : 0.76609250519
139 : 0.76717261679
140 : 0.76824384986
141 : 0.769310374279
142 : 0.770362518611
143 : 0.77140598488
144 : 0.772445232957
145 : 0.773479121504
146 : 0.774504023022
147 : 0.775526815909
148 : 0.776532593765
149 : 0.777533188695
150 : 0.778525833273
151 : 0.779510785826
152 : 0.780493257218
153 : 0.781472778064
154 : 0.782442388532
155 : 0.783406431321
156 : 0.784367586602
157 : 0.785321377218
158 : 0.786266608804
159 : 0.78720741428
160 : 0.788139987097
161 : 0.789068633923
162 : 0.789987221244
163 : 0.790901634726
164 : 0.791813214833
165 : 0.792720403115
166 : 0.793622394442
167 : 0.794522082026
168 : 0.795419052185
169 : 0.796305643802
170 : 0.797188061988
171 : 0.798061440408
172 : 0.798931080732
173 : 0.79979517404
174 : 0.80065485544
175 : 0.801508088654
176 : 0.802356634056
177 : 0.803203642252
178 : 0.804040794843
179 : 0.804874852765
180 : 0.805705170147
181 : 0.806530732778
182 : 0.807353623502
183 : 0.808170889737
184 : 0.808981163835
185 : 0.809789004561
186 : 0.810594603827
187 : 0.811398377409
188 : 0.812196572137
189 : 0.812990137376
190 : 0.813778791402
191 : 0.81456199591
192 : 0.815343283641
193 : 0.816119496303
194 : 0.816890700604
195 : 0.817659852793
196 : 0.818423043005
197 : 0.819185374829
198 : 0.81994462898
199 : 0.820700349926
200 : 0.821454389079
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203 : 0.823688544857
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207 : 0.826615310449
208 : 0.827336816408
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210 : 0.828771236178
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220 : 0.835749568068
221 : 0.836428077193
222 : 0.837103245023
223 : 0.837773140112
224 : 0.838442045962
225 : 0.839109927649
226 : 0.839770387742
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231 : 0.843038977648
232 : 0.843685243453
233 : 0.844329030835
234 : 0.844967680168
235 : 0.84560427902
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238 : 0.847497614392
239 : 0.848122512922
240 : 0.848746124597
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242 : 0.849986213667
243 : 0.850603885716
244 : 0.851216956798
245 : 0.851825527789
246 : 0.85243204073
247 : 0.853035554464
248 : 0.853636209096
249 : 0.854234259808
250 : 0.854831252014
251 : 0.855425630405
252 : 0.856019535509
253 : 0.856611444964
254 : 0.857200883853
255 : 0.857784466527
256 : 0.858366758039
257 : 0.858945862332
258 : 0.859523607942
259 : 0.860100602906
260 : 0.860673982825
261 : 0.861246259767
262 : 0.861814915028
263 : 0.862380981853
264 : 0.862944775203
265 : 0.863507375587
266 : 0.864064729889
267 : 0.864621027722
268 : 0.865175751795
269 : 0.865728708217
270 : 0.866278844653
271 : 0.866828483588
272 : 0.867373339948
273 : 0.867917696771
274 : 0.8684586538
275 : 0.868997531303
276 : 0.869534659258
277 : 0.870070344128
278 : 0.87060460652
279 : 0.871137007198
280 : 0.871664898645
281 : 0.872192063776
282 : 0.872717909806
283 : 0.873240966641
284 : 0.873763676733
285 : 0.874284835649
286 : 0.874802676786
287 : 0.875319117797
288 : 0.875833971135
289 : 0.876345588418
290 : 0.87685462035
291 : 0.87736168952
292 : 0.877867088711
293 : 0.878370517807
294 : 0.87887260865
295 : 0.879371180898
296 : 0.879868005926
297 : 0.880363105913
298 : 0.880856133124
299 : 0.881347567425
300 : 0.881838381756
301 : 0.882326842227
302 : 0.882813316421
303 : 0.883299360459
304 : 0.883782218851
305 : 0.884264532593
306 : 0.884745409014
307 : 0.885223745834
308 : 0.885700254468
309 : 0.886175271968
310 : 0.886647748266
311 : 0.887119405466
312 : 0.887589677703
313 : 0.888058114593
314 : 0.888525026152
315 : 0.8889903948
316 : 0.889453701151
317 : 0.889914708416
318 : 0.89037507982
319 : 0.890834879188
320 : 0.891292065673
321 : 0.891747881658
322 : 0.892203333264
323 : 0.892656593991
324 : 0.89310818931
325 : 0.893558353157
326 : 0.894006946241
327 : 0.894453580782
328 : 0.894897746359
329 : 0.895340861665
330 : 0.89578327554
331 : 0.896225067932
332 : 0.896665393841
333 : 0.897102065559
334 : 0.897538416029
335 : 0.897973093088
336 : 0.898406607041
337 : 0.898837373912
338 : 0.899267450732
339 : 0.899696387321
340 : 0.900123561209
341 : 0.900549076905
342 : 0.900972745265
343 : 0.90139577823
344 : 0.901815983641
345 : 0.902235742804
346 : 0.902654666803
347 : 0.903070605797
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350 : 0.904312648927
351 : 0.90472366137
352 : 0.905133410153
353 : 0.905542422173
354 : 0.905950403627
355 : 0.906356029678
356 : 0.906761254504
357 : 0.907164039789
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360 : 0.908367023425
361 : 0.908766106033
362 : 0.909162680269
363 : 0.909557479172
364 : 0.909951738955
365 : 0.910343917814
366 : 0.910735156183
367 : 0.911125949642
368 : 0.911515724263
369 : 0.911904711771
370 : 0.912291123532
371 : 0.912676855776
372 : 0.913062145963
373 : 0.913446857099
374 : 0.91382877226
375 : 0.914209274226
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377 : 0.914967923425
378 : 0.915345396847
379 : 0.915721597848
380 : 0.916097217967
381 : 0.916472130368
382 : 0.916843952436
383 : 0.917215394176
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385 : 0.917952953139
386 : 0.918320062279
387 : 0.9186860669
388 : 0.919051013218
389 : 0.919414518925
390 : 0.91977693708
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392 : 0.920500499895
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415 : 0.928505366232
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628 : 0.981599189778
629 : 0.981777801266
630 : 0.981956081901
631 : 0.982133431447
632 : 0.982310280553
633 : 0.982486468318
634 : 0.98266221011
635 : 0.982837698408
636 : 0.983011717341
637 : 0.983185287419
638 : 0.983358581114
639 : 0.983531231483
640 : 0.983702881145
641 : 0.983873938516
642 : 0.984044677971
643 : 0.984215142846
644 : 0.98438397712
645 : 0.984552577065
646 : 0.984720877692
647 : 0.984888669293
648 : 0.985055789963
649 : 0.985222505318
650 : 0.985388884539
651 : 0.985554203129
652 : 0.985719327189
653 : 0.98588380091
654 : 0.986048162042
655 : 0.986211829208
656 : 0.986374815679
657 : 0.986536977944
658 : 0.986698972891
659 : 0.986860634614
660 : 0.987021804947
661 : 0.987181623452
662 : 0.987341110318
663 : 0.987500301024
664 : 0.987658663871
665 : 0.987816578912
666 : 0.987973564377
667 : 0.988130023106
668 : 0.988286157401
669 : 0.988441493479
670 : 0.988596499286
671 : 0.988750533521
672 : 0.988903816193
673 : 0.989056846491
674 : 0.989209313178
675 : 0.989361307424
676 : 0.989513005567
677 : 0.98966365603
678 : 0.98981394271
679 : 0.989963246597
680 : 0.990111808933
681 : 0.990259643688
682 : 0.990407329024
683 : 0.990553961048
684 : 0.990700387018
685 : 0.990846083383
686 : 0.990991590297
687 : 0.991136205921
688 : 0.991280581322
689 : 0.991424656604
690 : 0.991567924968
691 : 0.991709791706
692 : 0.991851401253
693 : 0.991992205731
694 : 0.992132887535
695 : 0.9922726488
696 : 0.992411541549
697 : 0.992549394927
698 : 0.992686802478
699 : 0.992824147092
700 : 0.992960748845
701 : 0.993096167862
702 : 0.993231300294
703 : 0.993365885515
704 : 0.993499580189
705 : 0.99363275824
706 : 0.993765264342
707 : 0.993897050474
708 : 0.994028751098
709 : 0.994159424095
710 : 0.99428943613
711 : 0.994419116949
712 : 0.994547647846
713 : 0.994675561669
714 : 0.994803043868
715 : 0.994929809298
716 : 0.995055248699
717 : 0.995180397513
718 : 0.995304933327
719 : 0.995429051007
720 : 0.995552094129
721 : 0.99567252316
722 : 0.995791566689
723 : 0.995909629652
724 : 0.996026850378
725 : 0.996143428674
726 : 0.996259425207
727 : 0.996373850874
728 : 0.996485388132
729 : 0.99659342604
730 : 0.996695419941
731 : 0.996796013947
732 : 0.996894247146
733 : 0.996991159373
734 : 0.997084173112
735 : 0.99717614492
736 : 0.99726306778
737 : 0.997343955067
738 : 0.99742249697
739 : 0.997498917277
740 : 0.997574974928
741 : 0.997648932149
742 : 0.997719876083
743 : 0.99778864369
744 : 0.997856492126
745 : 0.997922887167
746 : 0.997984514725
747 : 0.998045247135
748 : 0.998104387065
749 : 0.998163070224
750 : 0.998220284204
751 : 0.998275430575
752 : 0.998329525948
753 : 0.998382312435
754 : 0.998434316545
755 : 0.998485222048
756 : 0.998535761497
757 : 0.998585730031
758 : 0.998633555533
759 : 0.99867985407
760 : 0.998725864323
761 : 0.998770657719
762 : 0.998814501228
763 : 0.998858036895
764 : 0.998900294435
765 : 0.998941908234
766 : 0.998982953159
767 : 0.999023307006
768 : 0.999062976094
769 : 0.999102411784
770 : 0.999141543107
771 : 0.999179624636
772 : 0.999217091055
773 : 0.999253503524
774 : 0.99928936172
775 : 0.99932477521
776 : 0.999359712059
777 : 0.999394193062
778 : 0.999428065545
779 : 0.999461774452
780 : 0.999495128181
781 : 0.999527547418
782 : 0.999559640506
783 : 0.999590692467
784 : 0.999621618157
785 : 0.999652198705
786 : 0.999682460679
787 : 0.999711773133
788 : 0.999740949566
789 : 0.999769930137
790 : 0.999798049257
791 : 0.999825954321
792 : 0.999853289641
793 : 0.999880509202
794 : 0.999907340796
795 : 0.999932531162
796 : 0.999955307954
797 : 0.999977968093
798 : 1.0000000399
799 : 1.00000003991
800 : 1.00000003991
In [11]:
len(propotion)
Out[11]:
800
In [12]:
x=range(1,801)
x
Out[12]:
range(1, 801)
In [33]:
dist = np.linalg.norm(X[0]-X[1])
print(X[0])
print(X[1])
print(dist)
[ -4.37853546e+01 -1.30674953e+01 2.30481968e+01 -2.17561684e+01
1.48032475e+01 -6.30439234e+00 2.00698519e+00 -5.64085770e+00
1.32902164e+01 -5.33466005e+00 1.61760025e+01 -2.76333094e+00
3.07603455e+00 4.38748026e+00 -8.64165974e+00 -5.98144150e+00
2.01527715e+00 5.49297953e+00 -4.35973597e+00 5.22594638e-02
-4.51230145e+00 4.31198168e+00 -1.96821523e+00 2.87237620e+00
-2.27680996e-01 -8.29996109e+00 1.20520139e+00 -5.09856129e+00
-4.49162054e+00 8.13773632e+00 -9.69015121e-01 -9.49021626e+00
2.42961049e+00 9.26759243e-02 7.10620403e-01 1.04206753e+00
-1.64933312e+00 -1.60594380e+00 -1.29092872e+00 3.68810248e+00
2.52703023e+00 -1.65431511e+00 2.22807854e-01 -4.15395379e-01
5.00311232e+00 -1.98138642e+00 6.35194242e-01 -1.04032135e+00
3.29092002e+00 -2.70985460e+00 2.67413378e-01 3.34174562e+00
-2.46734738e+00 8.64284039e-01 7.26566076e-01 -2.13059020e+00
-5.79699874e-01 2.45299006e+00 3.98311901e+00 -4.09545563e-03
-4.37799096e-01 6.20460570e-01 8.32800925e-01 8.59594226e-01
-5.02220392e-01 -3.51197529e+00 1.69461405e+00 6.74180090e-01
4.54546213e-01 -2.67402267e+00 -1.27970672e+00 1.30343103e+00
1.53684216e-02 2.07280421e+00 -5.45523643e-01 -1.70571372e-01
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2.52581406e+00 -5.52816153e-01 1.74836504e+00 -2.13026810e+00
7.21370578e-01 -6.38646662e-01 2.63060904e+00 -5.56935906e-01
8.59437823e-01 -1.40417922e+00 2.99560118e+00 -4.85316336e-01
-1.83220577e+00 4.53193814e-01 -2.39180017e+00 6.84810758e-01
1.49066031e+00 -1.29532850e+00 2.00268149e+00 2.38209456e-01
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1.25637293e+00 2.55053312e-01 -7.96388865e-01 -2.38198447e+00
3.60557169e-01 5.09094894e-01 -7.60146499e-01 -2.20023971e-02
1.31234622e+00 1.83215904e+00 -9.93457362e-02 -1.76765954e+00
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3.94046754e-01 -2.71330094e+00 -3.19889814e-01 -1.04305506e+00
2.96279526e+00 -6.82753623e-01 -1.69668424e+00 -1.40612245e+00
3.95672113e-01 1.57703400e-01 7.32807755e-01 1.12097430e+00
-9.93695557e-01 -4.99307185e-01 -3.52290750e-01 -3.95301747e+00
9.01346326e-01 1.81269383e+00 1.59104002e+00 -7.82937706e-01
-1.87086689e+00 -1.01269996e+00 1.79116857e+00 1.31104028e+00
4.78635162e-01 -1.33782697e+00 -1.72603631e+00 -5.46486974e-01
-4.15811270e-01 -9.12359476e-01 -2.10218954e+00 1.84524965e+00
2.47123647e+00 -2.44632292e+00 -1.11817670e+00 -2.35098529e+00
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-1.48246157e+00 -6.16737641e-03 -9.58699763e-01 -5.35816729e-01
-1.27789140e+00 -2.32827926e+00 1.72210002e+00 3.92753482e-01
1.60574222e+00 1.65996456e+00 -1.09353495e+00 -2.18514991e+00
-1.68316472e+00 5.27398169e-01 -3.45878065e-01 4.54037517e-01
-8.62699151e-01 3.08496773e-01 -2.01160073e+00 1.68179527e-01
-1.42488718e+00 8.09273064e-01 -7.46092021e-01 1.16472113e+00
-3.19662631e-01 2.50702858e-01 -1.02568257e+00 -5.25511265e-01
2.65797663e+00 -1.48376596e+00 2.00287008e+00 -2.17778549e-01
-6.42195463e-01 8.51240396e-01 -2.33042908e+00 5.52572906e-01
-8.47996831e-01 -4.27803025e-02 5.97023606e-01 6.55429512e-02
-1.06526077e+00 9.79534626e-01 -4.40826714e-01 -1.20603538e+00
9.36025143e-01 -1.87282217e+00 1.22606635e+00 3.38952482e-01
-1.13450074e+00 1.38216281e+00 3.06172788e-01 -1.81430495e+00
-4.47834313e-01 1.33595872e+00 1.82418361e-01 -9.60048079e-01
-2.73268491e-01 2.73427463e+00 7.72537768e-01 -1.08608985e+00
3.89637321e-01 7.82913685e-01 7.01644495e-02 -1.52286148e+00
-1.24621844e+00 1.42686355e+00 -1.30427742e+00 -1.90894573e-03
1.00547898e+00 -2.53130174e+00 -3.34460825e-01 1.91360545e+00
4.42944109e-01 6.45381570e-01 6.40772164e-01 -1.18297553e+00
8.28555107e-01 6.02560282e-01 -4.85390007e-01 -7.75761485e-01
5.53819180e-01 6.24726951e-01 1.73665738e+00 -9.49336648e-01
-2.09156489e+00 2.43050512e-02 6.14053845e-01 -7.86635697e-01
-9.60247457e-01 1.43143535e-01 5.91894209e-01 1.50571311e+00
-4.26255405e-01 -6.55150950e-01 -4.78118479e-01 2.31328535e+00
1.59409225e+00 -2.13096523e+00 -3.42983305e-01 8.29523206e-01
1.85501206e+00 -2.90351725e+00 -7.98645973e-01 -2.52429986e+00
1.61272660e-01 7.07209408e-01 2.30755746e-01 7.37410963e-01
-5.88215947e-01 -1.26773179e+00 3.48464370e-01 1.35666633e+00
-2.42559981e+00 -2.30329466e+00 1.22091949e-01 1.25415802e+00
8.14904794e-02 -2.10865378e+00 -4.13590632e-02 -2.98526704e-01
2.49339604e+00 -7.01804519e-01 -5.11817753e-01 -5.69072068e-01
-7.94901967e-01 -1.43551135e+00 3.43300283e-01 6.30648255e-01
1.24814951e+00 -9.24671113e-01 -1.53728783e+00 1.16042006e+00
1.21797502e+00 7.75290430e-01 5.20611584e-01 -1.88772464e+00
-2.76051521e-01 -4.20576870e-01 9.71107304e-01 1.73036799e-01
6.58210337e-01 6.13218963e-01 -8.93320382e-01 -2.16664016e-01
-1.55906618e+00 1.29530765e-02 9.52265978e-01 7.49881923e-01
-1.33740687e+00 -1.30347455e+00 -2.52450943e+00 1.23086619e+00
4.94403869e-01 5.65302789e-01 2.26949525e+00 -8.66404593e-01
-1.09281456e+00 2.05793571e+00 2.26827115e-01 1.96300697e+00
-9.61003304e-02 -7.74030805e-01 -2.37176970e-01 -3.66194129e-01
-1.37131655e+00 3.60437371e-02 5.57469904e-01 1.02637541e+00
7.88293183e-01 -1.39641273e+00 -1.37106800e+00 2.11421204e+00
1.50331318e+00 6.50879562e-01 6.26945496e-01 1.78298548e-01
-3.07681084e-01 -5.58171391e-01 -7.09101677e-01 -7.55170047e-01
2.75721461e-01 2.13360715e+00 7.52731323e-01 -1.24650073e+00
-9.97619629e-01 -2.84245223e-01 -8.01681221e-01 4.89300966e-01
1.05368352e+00 1.20397151e+00 7.01036453e-01 8.47629249e-01
-2.14524579e+00 -5.09430707e-01 -3.79746825e-01 7.14969754e-01
9.31688607e-01 1.85344800e-01 1.63157356e+00 -2.50768971e+00
-3.46861303e-01 -9.64169979e-01 -1.75921306e-01 -1.11618829e+00
1.20382345e+00 5.72749138e-01 4.59963650e-01 -9.98276353e-01
-1.88978791e+00 -1.41654536e-01 -2.97792226e-01 2.40841255e-01
9.62053955e-01 1.00106812e+00 4.84106690e-01 1.50645769e+00
-2.01312137e+00 -1.81523368e-01 -1.44396424e+00 -1.65220463e+00
6.34061456e-01 1.08004606e+00 1.03263831e+00 -5.72167218e-01
-3.30763429e-01 -2.36516297e-01 -4.47957575e-01 -5.76892197e-01
-1.78380236e-01 -2.13256693e+00 1.83533478e+00 4.28314120e-01
2.78586328e-01 -1.60994804e+00 -3.45167905e-01 -1.25208050e-01
-5.22528946e-01 -8.11357975e-01 -8.69265974e-01 -3.08082104e+00
9.27106917e-01 5.80144882e-01 1.03390872e+00 7.04901278e-01
-4.12914865e-02 -2.30281860e-01 -1.07302988e+00 -2.36354160e+00
7.95491278e-01 5.40110230e-01 1.83531392e+00 5.82085252e-01
1.76444352e-01 -4.06030774e-01 -1.26905310e+00 -1.32587457e+00
-3.00584269e+00 8.00372779e-01 7.25038052e-01 1.00548375e+00
9.86970186e-01 5.95563948e-01 -9.20420825e-01 -1.62617731e+00
-6.98222578e-01 -1.59366632e+00 2.14576516e-02 1.17333317e+00
1.57160020e+00 1.54808903e+00 -1.57495365e-01 -9.05894935e-01
-8.68905306e-01 -2.44276077e-01 -8.76716137e-01 -2.24126339e-01
1.02755487e+00 7.60302305e-01 2.46948719e-01 2.67594755e-01
2.59409404e+00 -1.17386591e+00 -9.97415423e-01 -3.46600205e-01
-6.31931841e-01 -5.83064735e-01 -1.56828725e+00 5.96606553e-01
6.27820715e-02 1.31453586e+00 5.53638339e-01 8.06355298e-01
-1.22662187e+00 -3.78953367e-01 -2.65863448e-01 -1.38240612e+00
-4.05475080e-01 -1.89716756e+00 1.59806216e+00 9.14113760e-01
1.58243382e+00 4.85111505e-01 1.07347369e+00 4.70435083e-01
-2.09082794e+00 -3.49081725e-01 -9.08434629e-01 -1.50664806e+00
-8.34994972e-01 1.16554713e+00 7.96584725e-01 1.86033845e+00
1.49753988e+00 1.68198371e+00 -2.89549381e-01 -9.78334308e-01
-1.31676054e+00 -3.36773247e-01 -8.90408233e-02 -1.22688770e+00
3.39149475e-01 8.08089852e-01 1.35582820e-01 2.08473778e+00
9.62648630e-01 -3.74764919e-01 -2.51555562e-01 -1.93446334e-02
-1.82254303e+00 -6.60253286e-01 -4.71335173e-01 8.12918723e-01
1.03424358e+00 5.06676197e-01 5.43410778e-01 6.43031120e-01
9.56305802e-01 -3.18561554e-01 -6.64280951e-01 -1.81247994e-01
-7.89928734e-01 -2.02026296e+00 -9.85110700e-01 4.24353981e+00
1.69318938e+00 3.60046893e-01 4.54397611e-02 1.31353271e+00
6.28202558e-01 6.13267004e-01 -4.09526199e-01 -5.91961920e-01
-2.32016802e+00 -1.31689084e+00 -7.11427554e-02 1.18134284e+00
3.22975874e-01 6.43121958e-01 1.73560405e+00 3.98116916e-01
3.83777708e-01 -1.55055547e+00 -1.74967468e+00 -1.34614944e+00
-5.74188754e-02 -8.15508425e-01 -9.88434613e-01 8.75169873e-01
4.41879034e-01 1.45453799e+00 4.09342527e-01 4.13854867e-01
-2.26999462e-01 -5.53295076e-01 -1.53213680e+00 -1.44101650e-01
-1.74593404e-01 -1.70565999e+00 -1.03836465e+00 1.08609462e+00
1.00784588e+00 2.37110138e+00 1.12524831e+00 1.87855625e+00
-2.49661088e+00 -2.17987388e-01 -9.36647773e-01 -6.04632258e-01
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1.35681605e+00 1.09193742e+00 2.20553565e+00 5.42645395e-01
-3.83203365e-02 -7.21221268e-01 -1.79638267e+00 -1.06033087e+00
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1.49106812e+00 8.60591054e-01 5.38893491e-02 9.96409178e-01
7.68856108e-01 -1.20649219e+00 -1.31882238e+00 -7.85327375e-01
-8.63281712e-02 -7.28021860e-01 -9.95489597e-01 -9.79499161e-01
6.29519224e-01 3.38299125e-01 7.11347103e-01 1.01523125e+00
1.21212590e+00 1.52571112e-01 1.30823123e+00 -6.78860307e-01
-1.57131325e-03 -7.45063663e-01 -4.27370691e+00 9.96494532e-01
6.62357628e-01 4.63621020e-01 1.41627157e+00 5.82486629e-01
2.88696736e-01 4.72269803e-01 2.87157834e-01 6.50095865e-02
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6.30863070e-01 5.81466109e-02 7.70328939e-01 2.95694619e-01
-1.76321912e+00 -2.93883991e+00 -3.03850845e-02 -4.65925187e-01
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2.16655207e+00 1.25457430e+00 1.56203675e+00 2.12484813e+00
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2.58291453e-01 -6.85876489e-01 -2.26162195e-01 1.27890363e-01
-4.76344794e-01 6.39517903e-02 -3.00886571e-01 -3.12898427e-01
-1.32361539e-02 -1.12604506e-01 1.07645214e+00 -3.06269109e-01
8.67081732e-02 -6.68510050e-02 -1.11828856e-01 -1.68678805e-01
-2.63933510e-01 3.28609020e-01 -7.87235856e-01 2.69740760e-01
3.65122676e-01 -3.18946511e-01 5.37523329e-02 2.67732948e-01
4.06705260e-01 7.99333006e-02 -4.61335815e-02 4.93548028e-02
-5.31847849e-02 2.55100243e-02 1.60846725e-01 -2.87824899e-01
-1.62690178e-01 -3.77811939e-02 5.14917709e-02 -1.60412360e-02
-4.03419510e-02 1.72689073e-02 -8.29802454e-02 1.08181693e-01
1.00234300e-01 -5.31400405e-02 1.79076884e-02 -7.61623979e-02
1.22363098e-01 5.18354811e-02 -1.13501646e-01 5.19198626e-02
7.27481917e-02 7.85137638e-02 -1.11307227e-03 -5.83108738e-02
-6.30084127e-02 -4.65089567e-02 9.51866508e-02 7.13510215e-02
-9.96511243e-03 9.33902785e-02 -6.40824661e-02 -3.75447683e-02
-2.26967433e-03 -2.64523271e-02 6.89510033e-02 7.12053617e-03
-1.27571216e-02 7.86653981e-02 -2.52670143e-03 -5.96525073e-02
-4.54091132e-02 -8.18361491e-02 -8.85937735e-03 -3.04929595e-02
7.63730556e-02 2.92726327e-02 -4.97490168e-02 -3.78545187e-02
3.39387208e-02 8.89409781e-02 -2.77444683e-02 2.74749063e-02
6.42426824e-03 -1.17161090e-03 1.71028655e-02 -9.73926485e-03
5.28227463e-02 3.58814448e-02 -2.82090977e-02 1.59542058e-02
-2.09270883e-02 -5.54895196e-05]
61.8135
In [ ]:
plt.plot(x,propotion,'b*')
plt.show()
In [ ]:
Content source: LeeYiFang/Carkinos
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