def test_skew():
data = """14.62418305 5.916396751 -1.658088086 4.71113546 1.598428608 5.612553811 -5.004056368 -4.057513911
11.16365251 17.32688599 -3.099920667 2.630189741 2.389709914 0.379332731 -0.2899694205 -4.363591482
2.059205599 23.90705054 0.7180462297 -1.976963652 7.487682025 -5.583986129 1.094800525 -2.319858134
-1.907579712 22.08277347 4.595575886 -3.869054671 8.214834769 -3.442156385 2.428766374 0.7736184662
0.6535290043 14.1320384 0.9458768261 -2.577892846 -0.8925440241 3.177128674 6.048546332 1.736059675
3.149271524 8.106285467 -6.173280371 -0.5146958863 -11.83574747 4.066575201 9.160589786 0.1680632718
3.089673173 8.736851925 -5.624227736 1.386441126 -12.58621755 -0.726443824 8.036414499 -0.3318169666
2.685349599 9.968755255 2.965603277 2.634928414 -3.783441929 -1.858587372 3.238274675 2.594880211
0.870577208 2.323455904 7.840351954 1.635436162 2.451630603 2.834494164 -1.384081764 5.840475644
-4.421008251 -12.78755879 2.985581265 -1.609381512 -0.1816579797 5.448215202 -2.855889998 5.041186537
-8.502455278 -22.66799593 -3.964218147 -4.180363107 -5.061764789 2.439737668 -0.9988071581 1.437142327
-5.355058719 -19.00567875 -4.803737548 -3.884369973 -4.977945181 -0.4758749938 1.894453988 0.003263759218
1.29682909 -8.295173365 -1.51226274 -1.611159469 -2.5403281 -0.2155584519 2.597114132 1.16528519
3.162947556 -3.093405654 0.4782790153 1.015061011 -2.755821487 -1.015685899 0.1402527399 0.05435017236
0.9158883917 -6.679241736 0.9376568982 3.175011335 -2.712383777 -3.836563374 -2.270503748 -4.593165145
0.5468675209 -11.14130502 1.420140475 3.506045445 2.777240829 -3.14187819 -0.7823285883 -6.84663074
-0.5754863055 -9.638785593 0.2926825231 1.039079149 9.613209645 1.300380032 3.755092776 -2.30881605
-9.12095608 -5.422145216 -3.089096046 -1.913969236 8.36828235 1.622740946 6.756285589 4.803793558
-18.6459149 -5.677906762 -4.447399529 -1.826561667 -1.179681537 -3.51737806 6.062770694 7.743917051
-14.12032005 -9.346953111 -0.3927872312 0.5116398162 -8.814603334 -4.191932775 3.735940996 5.926107194
3.984986352 -7.490234063 5.101302343 0.6359344324 -8.098435707 3.372259941 1.603560776 2.787631701
16.74369044 2.523688856 4.825375014 -2.888386026 -2.929939078 7.41176576 -0.9444665519 -0.5476924783
13.0864062 10.44887074 -2.409155335 -6.466987193 2.038766622 -0.9844478726 -3.872608358 -3.903240663
3.888161509 7.356308659 -9.783752602 -6.593576679 7.785360016 -11.59798121 -5.359996968 -4.646576281
2.919034842 0.4926039084 -9.765686304 -3.169484175 13.3885185 -10.00053277 -5.284251069 -1.953467094
7.762685816 3.138596183 -2.417670781 2.087535944 12.09072814 0.3201456619 -5.986630196 -0.393473785
8.598656701 12.64638617 4.32929224 6.665685612 2.52013659 4.924021467 -7.729146671 -2.531538284
4.286211902 12.70121508 4.197284784 7.586579174 -4.511459665 1.039992021 -7.200406996 -2.678018972
-0.206805413 -1.118395095 1.251956053 4.927663964 -0.3269306726 -1.614001868 -2.858296125 3.708027659
-3.615745533 -13.26040515 4.163662563 3.376525012 6.876574727 1.021356663 1.813515644 9.401028448
-6.392625018 -11.19412506 11.70010341 5.557449086 3.188483207 3.033109557 3.108015432 5.00732323
-5.697688304 -1.564055358 12.53451981 6.641295722 -9.330508253 1.60952695 1.985401431 -4.635334005
-0.4739120366 5.308731294 3.209488234 1.907340382 -15.26443399 1.262158357 1.288838724 -6.54661201
3.733208755 11.99608217 -4.121352088 -3.787629919 -8.977806581 3.760241115 1.048439633 -0.2497259139
1.633682769 21.98252106 0.008457593931 -2.863301753 -1.475378656 4.854200462 -0.156717616 2.028483989
-4.262983941 24.73198623 6.529712692 1.286325062 -1.857794734 2.962236297 -1.586154566 -3.6478191
-7.502330557 10.60931417 2.397686502 -1.56459968 -4.721655517 2.006857078 -1.490344215 -7.044842318
-5.198726771 -8.273929595 -7.6127574 -11.03862432 -1.592101433 3.747829535 -0.06779667515 -2.412618507
0.7334095101 -11.76661769 -9.165804187 -14.81298889 5.36362746 4.955331255 1.673488979 2.0899358
5.517823916 -1.529874203 -2.421802273 -6.947139589 8.366593034 3.55375893 4.03335273 -0.05524186477
1.474077483 2.649817521 7.255506458 6.068405441 -2.220943179 -0.6343270953 1.382522916 -2.748044018
-6.776840898 2.855345278 -3.570626044 1.654853143 -2.838161622 0.755210647 7.252510904 1.235575241
-14.86022341 -0.8943548346 -10.36165869 -1.966680076 -3.641426564 -3.670112785 8.644955043 6.859610046
-7.145239483 -0.1458937017 -3.867994525 -0.9484554762 -2.48227248 -8.36071796 2.539637492 5.399990929
8.804929045 1.925551314 3.240568033 1.273961559 2.104351411 -6.141864838 -5.255423549 -0.7896387751
9.735755254 -1.862844212 -2.552156104 -0.3902178948 5.745817797 -1.515932976 -8.546922674 -3.440929455
-5.837957148 -8.226266393 -13.20837554 -4.385043051 2.553090991 -4.209818986 -8.331176217 -1.707250641
-12.64051676 -8.2399894 -12.76990779 -5.960467624 -4.294427772 -10.92374675 -8.6902905 0.3421994093
1.17028221 -1.953361346 -2.607159313 -4.896369845 -4.519583123 -8.055510792 -9.019182555 3.36412153
14.48433641 2.152584104 3.178007658 -3.9792054 3.873546228 5.321306118 -5.445499499 8.684509027
8.116988393 0.4683619278 1.046001596 -3.128586059 10.0250152 12.58326776 1.447856102 10.18164703
-4.706381289 -1.788728553 0.6563335204 -0.5831451131 5.744824049 3.988876139 5.65836796 2.189197844
-2.76704126 -0.495980308 6.533235978 2.372759856 -2.792331174 -7.896310272 3.502571539 -8.556072249
8.315654337 0.7043190657 11.38508989 2.565286445 -5.081739754 -6.900720718 -1.667312154 -10.59024727
9.909297104 -2.934946689 8.968652164 -0.5610029798 -0.6957945725 3.815352939 -4.277309457 -4.346939024
3.809478921 -8.178727502 2.78966603 -4.568498377 3.295953611 9.457549108 -2.931773943 -0.04922082646
4.940986376 -6.906199411 -0.6726182267 -6.550149966 3.251783239 6.324220141 0.1496185048 -1.7701633
10.55846735 1.720423345 -0.02248084003 -4.475053837 0.3943175795 3.615274407 3.17786214 -4.661015894
5.164991215 7.975239079 2.030845129 1.259865261 -3.543706118 6.424886561 5.257164014 -5.686755714
-7.85360929 4.585684687 2.641661508 6.399259194 -5.791994946 9.620021677 5.059618162 -5.841773643
-7.887333445 -1.663863126 0.531225876 6.442066641 -2.580841985 8.356612294 2.609875283 -3.391732494
7.467417207 0.7346301535 -2.719728468 2.822035284 4.54698989 4.221046784 0.791568596 3.728706407
14.76100347 9.382305581 -3.17219641 1.381585183 7.754995237 -0.3908054543 1.355349478 9.807914939
0.1267792801 9.818588278 0.5608772817 3.633460684 3.711951896 -5.421004876 1.162611597 7.001274262
-19.35283277 -2.103358718 4.16130701 4.67192889 -0.8231375514 -8.81474386 -2.846417531 -1.268859264
-20.80038431 -11.76135621 2.944594891 1.64388247 -0.1668629943 -6.707442921 -6.544901517 -3.830974298
-5.592905106 -6.057725588 -1.233208621 -1.339964983 0.7299911265 -0.7530015377 -3.117175727 1.142381884
7.890421323 8.119524766 -2.606602104 0.007101965698 -4.473969864 1.35750371 5.357618774 4.161238035
9.600782899 14.52365435 0.1990637024 3.403466406 -11.59507852 -3.675154543 8.718678202 0.7825822225
3.703846665 8.748127367 3.135332804 4.127582534 -12.38852274 -9.447080613 3.417599727 -1.915488323
-3.011725724 -0.5381126202 3.567929983 2.184591464 -7.411651508 -9.252946446 -1.827784625 1.560496584
-7.142629796 -5.355184696 3.289780212 1.113331632 -3.105505654 -5.606446238 0.1961208934 6.334603712
-6.659543803 -4.245675975 3.726757782 1.953178495 -0.7484610023 -4.426403774 3.716311729 6.200735049
-1.643440395 0.7536090906 2.509268017 2.15471156 2.374200456 -3.774138064 -0.1428981969 2.646676328
3.686406766 4.827058909 -2.458101484 -0.39559615 5.082577298 3.167157352 -8.147321924 -0.03506891856
4.407495284 2.5606793 -8.149493446 -4.632729429 4.938050013 14.56344531 -9.374945991 -1.3893417
-0.1687177084 -4.106757231 -9.343602374 -7.415904922 4.749022091 18.81314153 -1.749200795 -2.02566815
-6.507688641 -6.001538055 -6.108916568 -6.784929595 7.21051134 10.59847744 5.776257506 -0.4990570991
-9.820082348 -0.5741078285 -4.687969138 -4.377866052 7.40862329 -0.06470407472 6.857336593 2.745243336
-7.04365894 2.689020958 -8.804350547 -3.506610093 0.5732906688 -1.771827007 4.332768659 3.537426733
-0.4346222942 -2.295147419 -12.91289393 -3.95705062 -7.130741497 1.478867856 2.340197798 -0.2224791818
2.355519667 -7.446912611 -8.580935982 -1.515500603 -6.545362285 -2.460234117 0.4822626914 -5.261252431
-3.230857748 -4.456435972 3.105258325 4.868182005 -0.3155725672 -12.9461276 -1.81314629 -7.915543953
-10.61694158 1.023409988 11.23695246 9.13393953 2.080132446 -15.68433051 -2.452603277 -8.067702457
-8.952785439 0.3914623321 9.072213866 5.788054925 0.5661677477 -4.862572943 -1.253393229 -6.497656047
1.825216246 -2.868761361 2.684946057 -1.702605515 2.524615008 6.658427102 -1.464383881 -3.333412097
10.52499456 -1.807928838 1.602770946 -5.693835167 7.025193015 6.172728664 -3.989160551 -0.7754719889
10.83430082 0.3010957187 5.703164372 -4.7215044 5.747620411 -0.6137370397 -5.393253651 -1.967790019
9.084992271 -1.297359974 7.313272774 -2.919262371 -0.341939585 -0.488964096 -3.962652217 -5.129527247
11.86896398 -0.4901633845 3.193953846 -1.811431925 -0.3604987261 6.192234507 -2.348495577 -4.159036411
14.81736012 7.870835671 -2.04922723 0.122245812 7.807201578 8.435263453 -1.994392703 2.494961459
10.99679669 13.62141018 -3.175917696 1.68947873 12.43613872 4.131979444 -0.8035598171 8.583091116
3.538171963 6.008200439 0.5876902994 0.4403643142 6.183013749 2.012581919 1.090536757 8.392496526
0.5460594103 -6.259032909 6.647104433 -1.43557129 -3.452884137 4.366160275 -0.2274303705 3.900139848
1.772017802 -8.109091085 10.50095909 -0.1621391129 -7.608906136 2.481208401 -4.509906047 0.7763248812
0.606115406 -2.603199426 7.692974034 2.104967053 -8.226098406 -6.837921596 -4.561655055 1.015397953
-2.978847372 -2.385761908 -0.8339871055 0.6707971346 -9.874595181 -13.39338209 3.157380259 2.413897035
-2.985013991 -5.160444086 -7.29279473 -2.371762765 -10.03622895 -9.34912711 10.97609581 2.654665151
-1.068091568 -0.2479914452 -6.107351633 -0.9239821871 -5.835733231 -2.189236707 9.811317248 1.508754364
-6.520427038 7.430392097 -1.95095948 4.15525371 -2.032963385 -2.693509918 2.091753969 0.4782648423
-18.09299987 4.740223292 -2.838854108 6.118069011 -3.664423954 -7.91518773 -2.533067915 1.120941519
-19.32711056 -3.231687054 -8.04776777 3.689162869 -6.952885159 -6.854774161 -1.172264884 2.581894309
-2.203996345 -0.5339747203 -10.27858531 1.833505163 -5.406679162 1.678416611 0.871971912 1.837113402
15.60657966 8.749980935 -7.560269196 1.70515063 0.1003191195 8.04135078 1.044572756 -1.582641946
12.19564564 5.273436246 -4.367517279 -0.0400759142 4.431313549 7.067826794 2.741622337 -3.458851463
-6.44120462 -9.849684434 -1.946651925 -2.183436603 6.686267514 4.016449169 6.302612811 -0.9698019507
-13.80878408 -13.92578887 3.071419193 -0.156449455 8.551444945 4.051266929 5.541317929 1.901010931
-1.084801367 -1.267516734 9.774222689 3.461150291 8.195043157 4.77412064 -2.223359889 0.07143463336
11.95939854 7.195316999 11.93418631 1.472618288 3.247038347 2.656123844 -9.091445458 -4.097157466
-2.752420619 -1.103781682 -3.382675846 -3.9326499 0.3168555978 -2.600573426 -9.409987851 -1.564842317
-11.68718367 -12.62978052 -7.436711849 -11.05071165 -4.535693861 -4.973062537 -9.154275121 -0.8478464554
-11.1129098 -8.014294516 -5.818564146 -6.557508409 -4.920322355 -2.444494132 -0.762850219 -1.035995467
-0.1942650118 5.507757423 -0.6713848498 2.045539379 0.2907563314 2.654730384 5.268838031 -2.711154892
6.638825325 9.118078409 2.220738816 5.875202986 0.6059672284 -5.305207318 -0.08004872831 -2.950039659
12.18704972 0.6256114468 2.352153233 8.701077613 4.804756766 -6.163162012 -1.779998967 -6.493561445
4.442326811 -15.10908307 4.919949591 3.969210961 7.004029439 0.1398435001 -4.659976897 -3.899267451
-7.594265524 -20.77328745 5.94521557 -2.385814065 3.224509406 8.943882025 -3.270587613 3.470325906
-8.696673766 -12.29052026 -0.3763403003 -5.55470641 -3.51572569 12.51259902 3.753517263 8.67338497
-0.5057854071 -2.415896554 -9.663571931 -5.714041661 -6.037933426 8.673756933 10.03557773 8.629816199
3.622185659 0.4716627142 -10.92515308 -3.705286841 -2.776089545 2.271920902 9.251504922 5.744980887
"""
with tempfile.NamedTemporaryFile(delete=True) as f:
f.write(data)
f.flush()
skewness = calc_moments(f.name, 3)
yield assert_true, np.allclose(skewness, np.array(
[-0.23418937314622, 0.2946365564954823, -0.05781002053540932,
-0.3512508282578762, -
0.07035664150233077, -
0.01935867699166935,
0.00483863369427428, 0.21879460029850167]))
def test_skew(tmpdir):
data = """14.62418305 5.916396751 -1.658088086 4.71113546 1.598428608 5.612553811 -5.004056368 -4.057513911
11.16365251 17.32688599 -3.099920667 2.630189741 2.389709914 0.379332731 -0.2899694205 -4.363591482
2.059205599 23.90705054 0.7180462297 -1.976963652 7.487682025 -5.583986129 1.094800525 -2.319858134
-1.907579712 22.08277347 4.595575886 -3.869054671 8.214834769 -3.442156385 2.428766374 0.7736184662
0.6535290043 14.1320384 0.9458768261 -2.577892846 -0.8925440241 3.177128674 6.048546332 1.736059675
3.149271524 8.106285467 -6.173280371 -0.5146958863 -11.83574747 4.066575201 9.160589786 0.1680632718
3.089673173 8.736851925 -5.624227736 1.386441126 -12.58621755 -0.726443824 8.036414499 -0.3318169666
2.685349599 9.968755255 2.965603277 2.634928414 -3.783441929 -1.858587372 3.238274675 2.594880211
0.870577208 2.323455904 7.840351954 1.635436162 2.451630603 2.834494164 -1.384081764 5.840475644
-4.421008251 -12.78755879 2.985581265 -1.609381512 -0.1816579797 5.448215202 -2.855889998 5.041186537
-8.502455278 -22.66799593 -3.964218147 -4.180363107 -5.061764789 2.439737668 -0.9988071581 1.437142327
-5.355058719 -19.00567875 -4.803737548 -3.884369973 -4.977945181 -0.4758749938 1.894453988 0.003263759218
1.29682909 -8.295173365 -1.51226274 -1.611159469 -2.5403281 -0.2155584519 2.597114132 1.16528519
3.162947556 -3.093405654 0.4782790153 1.015061011 -2.755821487 -1.015685899 0.1402527399 0.05435017236
0.9158883917 -6.679241736 0.9376568982 3.175011335 -2.712383777 -3.836563374 -2.270503748 -4.593165145
0.5468675209 -11.14130502 1.420140475 3.506045445 2.777240829 -3.14187819 -0.7823285883 -6.84663074
-0.5754863055 -9.638785593 0.2926825231 1.039079149 9.613209645 1.300380032 3.755092776 -2.30881605
-9.12095608 -5.422145216 -3.089096046 -1.913969236 8.36828235 1.622740946 6.756285589 4.803793558
-18.6459149 -5.677906762 -4.447399529 -1.826561667 -1.179681537 -3.51737806 6.062770694 7.743917051
-14.12032005 -9.346953111 -0.3927872312 0.5116398162 -8.814603334 -4.191932775 3.735940996 5.926107194
3.984986352 -7.490234063 5.101302343 0.6359344324 -8.098435707 3.372259941 1.603560776 2.787631701
16.74369044 2.523688856 4.825375014 -2.888386026 -2.929939078 7.41176576 -0.9444665519 -0.5476924783
13.0864062 10.44887074 -2.409155335 -6.466987193 2.038766622 -0.9844478726 -3.872608358 -3.903240663
3.888161509 7.356308659 -9.783752602 -6.593576679 7.785360016 -11.59798121 -5.359996968 -4.646576281
2.919034842 0.4926039084 -9.765686304 -3.169484175 13.3885185 -10.00053277 -5.284251069 -1.953467094
7.762685816 3.138596183 -2.417670781 2.087535944 12.09072814 0.3201456619 -5.986630196 -0.393473785
8.598656701 12.64638617 4.32929224 6.665685612 2.52013659 4.924021467 -7.729146671 -2.531538284
4.286211902 12.70121508 4.197284784 7.586579174 -4.511459665 1.039992021 -7.200406996 -2.678018972
-0.206805413 -1.118395095 1.251956053 4.927663964 -0.3269306726 -1.614001868 -2.858296125 3.708027659
-3.615745533 -13.26040515 4.163662563 3.376525012 6.876574727 1.021356663 1.813515644 9.401028448
-6.392625018 -11.19412506 11.70010341 5.557449086 3.188483207 3.033109557 3.108015432 5.00732323
-5.697688304 -1.564055358 12.53451981 6.641295722 -9.330508253 1.60952695 1.985401431 -4.635334005
-0.4739120366 5.308731294 3.209488234 1.907340382 -15.26443399 1.262158357 1.288838724 -6.54661201
3.733208755 11.99608217 -4.121352088 -3.787629919 -8.977806581 3.760241115 1.048439633 -0.2497259139
1.633682769 21.98252106 0.008457593931 -2.863301753 -1.475378656 4.854200462 -0.156717616 2.028483989
-4.262983941 24.73198623 6.529712692 1.286325062 -1.857794734 2.962236297 -1.586154566 -3.6478191
-7.502330557 10.60931417 2.397686502 -1.56459968 -4.721655517 2.006857078 -1.490344215 -7.044842318
-5.198726771 -8.273929595 -7.6127574 -11.03862432 -1.592101433 3.747829535 -0.06779667515 -2.412618507
0.7334095101 -11.76661769 -9.165804187 -14.81298889 5.36362746 4.955331255 1.673488979 2.0899358
5.517823916 -1.529874203 -2.421802273 -6.947139589 8.366593034 3.55375893 4.03335273 -0.05524186477
1.474077483 2.649817521 7.255506458 6.068405441 -2.220943179 -0.6343270953 1.382522916 -2.748044018
-6.776840898 2.855345278 -3.570626044 1.654853143 -2.838161622 0.755210647 7.252510904 1.235575241
-14.86022341 -0.8943548346 -10.36165869 -1.966680076 -3.641426564 -3.670112785 8.644955043 6.859610046
-7.145239483 -0.1458937017 -3.867994525 -0.9484554762 -2.48227248 -8.36071796 2.539637492 5.399990929
8.804929045 1.925551314 3.240568033 1.273961559 2.104351411 -6.141864838 -5.255423549 -0.7896387751
9.735755254 -1.862844212 -2.552156104 -0.3902178948 5.745817797 -1.515932976 -8.546922674 -3.440929455
-5.837957148 -8.226266393 -13.20837554 -4.385043051 2.553090991 -4.209818986 -8.331176217 -1.707250641
-12.64051676 -8.2399894 -12.76990779 -5.960467624 -4.294427772 -10.92374675 -8.6902905 0.3421994093
1.17028221 -1.953361346 -2.607159313 -4.896369845 -4.519583123 -8.055510792 -9.019182555 3.36412153
14.48433641 2.152584104 3.178007658 -3.9792054 3.873546228 5.321306118 -5.445499499 8.684509027
8.116988393 0.4683619278 1.046001596 -3.128586059 10.0250152 12.58326776 1.447856102 10.18164703
-4.706381289 -1.788728553 0.6563335204 -0.5831451131 5.744824049 3.988876139 5.65836796 2.189197844
-2.76704126 -0.495980308 6.533235978 2.372759856 -2.792331174 -7.896310272 3.502571539 -8.556072249
8.315654337 0.7043190657 11.38508989 2.565286445 -5.081739754 -6.900720718 -1.667312154 -10.59024727
9.909297104 -2.934946689 8.968652164 -0.5610029798 -0.6957945725 3.815352939 -4.277309457 -4.346939024
3.809478921 -8.178727502 2.78966603 -4.568498377 3.295953611 9.457549108 -2.931773943 -0.04922082646
4.940986376 -6.906199411 -0.6726182267 -6.550149966 3.251783239 6.324220141 0.1496185048 -1.7701633
10.55846735 1.720423345 -0.02248084003 -4.475053837 0.3943175795 3.615274407 3.17786214 -4.661015894
5.164991215 7.975239079 2.030845129 1.259865261 -3.543706118 6.424886561 5.257164014 -5.686755714
-7.85360929 4.585684687 2.641661508 6.399259194 -5.791994946 9.620021677 5.059618162 -5.841773643
-7.887333445 -1.663863126 0.531225876 6.442066641 -2.580841985 8.356612294 2.609875283 -3.391732494
7.467417207 0.7346301535 -2.719728468 2.822035284 4.54698989 4.221046784 0.791568596 3.728706407
14.76100347 9.382305581 -3.17219641 1.381585183 7.754995237 -0.3908054543 1.355349478 9.807914939
0.1267792801 9.818588278 0.5608772817 3.633460684 3.711951896 -5.421004876 1.162611597 7.001274262
-19.35283277 -2.103358718 4.16130701 4.67192889 -0.8231375514 -8.81474386 -2.846417531 -1.268859264
-20.80038431 -11.76135621 2.944594891 1.64388247 -0.1668629943 -6.707442921 -6.544901517 -3.830974298
-5.592905106 -6.057725588 -1.233208621 -1.339964983 0.7299911265 -0.7530015377 -3.117175727 1.142381884
7.890421323 8.119524766 -2.606602104 0.007101965698 -4.473969864 1.35750371 5.357618774 4.161238035
9.600782899 14.52365435 0.1990637024 3.403466406 -11.59507852 -3.675154543 8.718678202 0.7825822225
3.703846665 8.748127367 3.135332804 4.127582534 -12.38852274 -9.447080613 3.417599727 -1.915488323
-3.011725724 -0.5381126202 3.567929983 2.184591464 -7.411651508 -9.252946446 -1.827784625 1.560496584
-7.142629796 -5.355184696 3.289780212 1.113331632 -3.105505654 -5.606446238 0.1961208934 6.334603712
-6.659543803 -4.245675975 3.726757782 1.953178495 -0.7484610023 -4.426403774 3.716311729 6.200735049
-1.643440395 0.7536090906 2.509268017 2.15471156 2.374200456 -3.774138064 -0.1428981969 2.646676328
3.686406766 4.827058909 -2.458101484 -0.39559615 5.082577298 3.167157352 -8.147321924 -0.03506891856
4.407495284 2.5606793 -8.149493446 -4.632729429 4.938050013 14.56344531 -9.374945991 -1.3893417
-0.1687177084 -4.106757231 -9.343602374 -7.415904922 4.749022091 18.81314153 -1.749200795 -2.02566815
-6.507688641 -6.001538055 -6.108916568 -6.784929595 7.21051134 10.59847744 5.776257506 -0.4990570991
-9.820082348 -0.5741078285 -4.687969138 -4.377866052 7.40862329 -0.06470407472 6.857336593 2.745243336
-7.04365894 2.689020958 -8.804350547 -3.506610093 0.5732906688 -1.771827007 4.332768659 3.537426733
-0.4346222942 -2.295147419 -12.91289393 -3.95705062 -7.130741497 1.478867856 2.340197798 -0.2224791818
2.355519667 -7.446912611 -8.580935982 -1.515500603 -6.545362285 -2.460234117 0.4822626914 -5.261252431
-3.230857748 -4.456435972 3.105258325 4.868182005 -0.3155725672 -12.9461276 -1.81314629 -7.915543953
-10.61694158 1.023409988 11.23695246 9.13393953 2.080132446 -15.68433051 -2.452603277 -8.067702457
-8.952785439 0.3914623321 9.072213866 5.788054925 0.5661677477 -4.862572943 -1.253393229 -6.497656047
1.825216246 -2.868761361 2.684946057 -1.702605515 2.524615008 6.658427102 -1.464383881 -3.333412097
10.52499456 -1.807928838 1.602770946 -5.693835167 7.025193015 6.172728664 -3.989160551 -0.7754719889
10.83430082 0.3010957187 5.703164372 -4.7215044 5.747620411 -0.6137370397 -5.393253651 -1.967790019
9.084992271 -1.297359974 7.313272774 -2.919262371 -0.341939585 -0.488964096 -3.962652217 -5.129527247
11.86896398 -0.4901633845 3.193953846 -1.811431925 -0.3604987261 6.192234507 -2.348495577 -4.159036411
14.81736012 7.870835671 -2.04922723 0.122245812 7.807201578 8.435263453 -1.994392703 2.494961459
10.99679669 13.62141018 -3.175917696 1.68947873 12.43613872 4.131979444 -0.8035598171 8.583091116
3.538171963 6.008200439 0.5876902994 0.4403643142 6.183013749 2.012581919 1.090536757 8.392496526
0.5460594103 -6.259032909 6.647104433 -1.43557129 -3.452884137 4.366160275 -0.2274303705 3.900139848
1.772017802 -8.109091085 10.50095909 -0.1621391129 -7.608906136 2.481208401 -4.509906047 0.7763248812
0.606115406 -2.603199426 7.692974034 2.104967053 -8.226098406 -6.837921596 -4.561655055 1.015397953
-2.978847372 -2.385761908 -0.8339871055 0.6707971346 -9.874595181 -13.39338209 3.157380259 2.413897035
-2.985013991 -5.160444086 -7.29279473 -2.371762765 -10.03622895 -9.34912711 10.97609581 2.654665151
-1.068091568 -0.2479914452 -6.107351633 -0.9239821871 -5.835733231 -2.189236707 9.811317248 1.508754364
-6.520427038 7.430392097 -1.95095948 4.15525371 -2.032963385 -2.693509918 2.091753969 0.4782648423
-18.09299987 4.740223292 -2.838854108 6.118069011 -3.664423954 -7.91518773 -2.533067915 1.120941519
-19.32711056 -3.231687054 -8.04776777 3.689162869 -6.952885159 -6.854774161 -1.172264884 2.581894309
-2.203996345 -0.5339747203 -10.27858531 1.833505163 -5.406679162 1.678416611 0.871971912 1.837113402
15.60657966 8.749980935 -7.560269196 1.70515063 0.1003191195 8.04135078 1.044572756 -1.582641946
12.19564564 5.273436246 -4.367517279 -0.0400759142 4.431313549 7.067826794 2.741622337 -3.458851463
-6.44120462 -9.849684434 -1.946651925 -2.183436603 6.686267514 4.016449169 6.302612811 -0.9698019507
-13.80878408 -13.92578887 3.071419193 -0.156449455 8.551444945 4.051266929 5.541317929 1.901010931
-1.084801367 -1.267516734 9.774222689 3.461150291 8.195043157 4.77412064 -2.223359889 0.07143463336
11.95939854 7.195316999 11.93418631 1.472618288 3.247038347 2.656123844 -9.091445458 -4.097157466
-2.752420619 -1.103781682 -3.382675846 -3.9326499 0.3168555978 -2.600573426 -9.409987851 -1.564842317
-11.68718367 -12.62978052 -7.436711849 -11.05071165 -4.535693861 -4.973062537 -9.154275121 -0.8478464554
-11.1129098 -8.014294516 -5.818564146 -6.557508409 -4.920322355 -2.444494132 -0.762850219 -1.035995467
-0.1942650118 5.507757423 -0.6713848498 2.045539379 0.2907563314 2.654730384 5.268838031 -2.711154892
6.638825325 9.118078409 2.220738816 5.875202986 0.6059672284 -5.305207318 -0.08004872831 -2.950039659
12.18704972 0.6256114468 2.352153233 8.701077613 4.804756766 -6.163162012 -1.779998967 -6.493561445
4.442326811 -15.10908307 4.919949591 3.969210961 7.004029439 0.1398435001 -4.659976897 -3.899267451
-7.594265524 -20.77328745 5.94521557 -2.385814065 3.224509406 8.943882025 -3.270587613 3.470325906
-8.696673766 -12.29052026 -0.3763403003 -5.55470641 -3.51572569 12.51259902 3.753517263 8.67338497
-0.5057854071 -2.415896554 -9.663571931 -5.714041661 -6.037933426 8.673756933 10.03557773 8.629816199
3.622185659 0.4716627142 -10.92515308 -3.705286841 -2.776089545 2.271920902 9.251504922 5.744980887
"""
f = tmpdir.join("filetest")
f.write(data)
skewness = calc_moments(f.strpath, 3)
assert np.allclose(
skewness,
np.array([
-0.23418937314622,
0.2946365564954823,
-0.05781002053540932,
-0.3512508282578762,
-0.07035664150233077,
-0.01935867699166935,
0.00483863369427428,
0.21879460029850167,
]),
)