You are viewing a plain text version of this content. The canonical link for it is here.
Posted to commits@spark.apache.org by sr...@apache.org on 2016/08/05 19:57:52 UTC
[5/5] spark git commit: [SPARK-16421][EXAMPLES][ML] Improve ML
Example Outputs
[SPARK-16421][EXAMPLES][ML] Improve ML Example Outputs
## What changes were proposed in this pull request?
Improve example outputs to better reflect the functionality that is being presented. This mostly consisted of modifying what was printed at the end of the example, such as calling show() with truncate=False, but sometimes required minor tweaks in the example data to get relevant output. Explicitly set parameters when they are used as part of the example. Fixed Java examples that failed to run because of using old-style MLlib Vectors or problem with schema. Synced examples between different APIs.
## How was this patch tested?
Ran each example for Scala, Python, and Java and made sure output was legible on a terminal of width 100.
Author: Bryan Cutler <cu...@gmail.com>
Closes #14308 from BryanCutler/ml-examples-improve-output-SPARK-16260.
Project: http://git-wip-us.apache.org/repos/asf/spark/repo
Commit: http://git-wip-us.apache.org/repos/asf/spark/commit/180fd3e0
Tree: http://git-wip-us.apache.org/repos/asf/spark/tree/180fd3e0
Diff: http://git-wip-us.apache.org/repos/asf/spark/diff/180fd3e0
Branch: refs/heads/master
Commit: 180fd3e0a3426db200c97170926afb60751dfd0e
Parents: 2460f03
Author: Bryan Cutler <cu...@gmail.com>
Authored: Fri Aug 5 20:57:46 2016 +0100
Committer: Sean Owen <so...@cloudera.com>
Committed: Fri Aug 5 20:57:46 2016 +0100
----------------------------------------------------------------------
data/mllib/lr-data/random.data | 1000 ------------------
data/mllib/lr_data.txt | 1000 ------------------
data/mllib/sample_tree_data.csv | 569 ----------
.../org/apache/spark/examples/JavaPageRank.java | 5 +
.../ml/JavaAFTSurvivalRegressionExample.java | 5 +-
.../spark/examples/ml/JavaBinarizerExample.java | 11 +-
.../examples/ml/JavaBucketizerExample.java | 7 +-
.../examples/ml/JavaChiSqSelectorExample.java | 4 +
.../examples/ml/JavaCountVectorizerExample.java | 2 +-
.../spark/examples/ml/JavaDCTExample.java | 6 +-
.../examples/ml/JavaGaussianMixtureExample.java | 4 +-
.../examples/ml/JavaIndexToStringExample.java | 15 +-
.../ml/JavaIsotonicRegressionExample.java | 4 +-
.../examples/ml/JavaMaxAbsScalerExample.java | 28 +-
.../examples/ml/JavaMinMaxScalerExample.java | 30 +-
...vaMultilayerPerceptronClassifierExample.java | 8 +-
.../spark/examples/ml/JavaNGramExample.java | 18 +-
.../examples/ml/JavaNaiveBayesExample.java | 13 +-
.../examples/ml/JavaNormalizerExample.java | 23 +-
.../examples/ml/JavaOneHotEncoderExample.java | 4 +-
.../spark/examples/ml/JavaOneVsRestExample.java | 2 +-
.../spark/examples/ml/JavaPCAExample.java | 2 +-
.../ml/JavaPolynomialExpansionExample.java | 14 +-
.../ml/JavaStopWordsRemoverExample.java | 2 +-
.../examples/ml/JavaStringIndexerExample.java | 3 +
.../spark/examples/ml/JavaTfIdfExample.java | 12 +-
.../spark/examples/ml/JavaTokenizerExample.java | 33 +-
.../examples/ml/JavaVectorAssemblerExample.java | 6 +-
.../examples/ml/JavaVectorSlicerExample.java | 4 +-
.../spark/examples/ml/JavaWord2VecExample.java | 9 +-
.../src/main/python/ml/binarizer_example.py | 10 +-
.../src/main/python/ml/bucketizer_example.py | 4 +-
.../main/python/ml/chisq_selector_example.py | 2 +
.../main/python/ml/count_vectorizer_example.py | 4 +-
examples/src/main/python/ml/dct_example.py | 3 +-
.../main/python/ml/gaussian_mixture_example.py | 6 +-
.../main/python/ml/index_to_string_example.py | 14 +-
.../python/ml/isotonic_regression_example.py | 4 +-
.../ml/linear_regression_with_elastic_net.py | 12 +-
.../main/python/ml/max_abs_scaler_example.py | 10 +-
.../main/python/ml/min_max_scaler_example.py | 10 +-
.../ml/multilayer_perceptron_classification.py | 2 +-
examples/src/main/python/ml/n_gram_example.py | 9 +-
.../src/main/python/ml/naive_bayes_example.py | 12 +-
.../src/main/python/ml/normalizer_example.py | 9 +-
.../main/python/ml/onehot_encoder_example.py | 4 +-
examples/src/main/python/ml/pipeline_example.py | 5 +-
.../python/ml/polynomial_expansion_example.py | 11 +-
.../main/python/ml/stopwords_remover_example.py | 2 +-
examples/src/main/python/ml/tf_idf_example.py | 9 +-
.../src/main/python/ml/tokenizer_example.py | 14 +-
.../main/python/ml/train_validation_split.py | 7 +-
.../main/python/ml/vector_assembler_example.py | 3 +-
.../main/python/ml/vector_indexer_example.py | 4 +
examples/src/main/python/ml/word2vec_example.py | 5 +-
examples/src/main/python/pagerank.py | 7 +-
.../apache/spark/examples/SparkPageRank.scala | 5 +
.../ml/AFTSurvivalRegressionExample.scala | 5 +-
.../spark/examples/ml/BinarizerExample.scala | 8 +-
.../spark/examples/ml/BucketizerExample.scala | 5 +-
.../examples/ml/ChiSqSelectorExample.scala | 3 +
.../examples/ml/CountVectorizerExample.scala | 2 +-
.../apache/spark/examples/ml/DCTExample.scala | 2 +-
.../examples/ml/GaussianMixtureExample.scala | 4 +-
.../examples/ml/IndexToStringExample.scala | 14 +-
.../examples/ml/IsotonicRegressionExample.scala | 4 +-
.../LinearRegressionWithElasticNetExample.scala | 2 +-
.../ml/LogisticRegressionSummaryExample.scala | 3 +-
.../spark/examples/ml/MaxAbsScalerExample.scala | 10 +-
.../spark/examples/ml/MinMaxScalerExample.scala | 10 +-
.../MultilayerPerceptronClassifierExample.scala | 2 +-
.../apache/spark/examples/ml/NGramExample.scala | 7 +-
.../spark/examples/ml/NaiveBayesExample.scala | 2 +-
.../spark/examples/ml/NormalizerExample.scala | 9 +-
.../examples/ml/OneHotEncoderExample.scala | 3 +-
.../spark/examples/ml/OneVsRestExample.scala | 2 +-
.../apache/spark/examples/ml/PCAExample.scala | 7 +-
.../ml/PolynomialExpansionExample.scala | 12 +-
.../examples/ml/StopWordsRemoverExample.scala | 2 +-
.../apache/spark/examples/ml/TfIdfExample.scala | 8 +-
.../spark/examples/ml/TokenizerExample.scala | 11 +-
.../examples/ml/UnaryTransformerExample.scala | 2 +
.../examples/ml/VectorAssemblerExample.scala | 3 +-
.../spark/examples/ml/VectorSlicerExample.scala | 7 +-
.../spark/examples/ml/Word2VecExample.scala | 5 +-
85 files changed, 427 insertions(+), 2757 deletions(-)
----------------------------------------------------------------------
http://git-wip-us.apache.org/repos/asf/spark/blob/180fd3e0/data/mllib/lr-data/random.data
----------------------------------------------------------------------
diff --git a/data/mllib/lr-data/random.data b/data/mllib/lr-data/random.data
deleted file mode 100755
index 29bcb8a..0000000
--- a/data/mllib/lr-data/random.data
+++ /dev/null
@@ -1,1000 +0,0 @@
-0.0,-0.19138793197590276 0.7834675900121327
-1.0,3.712420417753061 3.55967640829891
-0.0,-0.3173743619974614 0.9034702789806682
-1.0,4.759494447180777 3.407011867344781
-0.0,-0.7078607074437426 -0.7866705652344417
-1.0,2.6708084832010215 2.5322909406378016
-0.0,-0.07553885038446313 -0.1297104483563081
-1.0,2.759487072285262 2.474689814713741
-0.0,-2.2199161547238107 0.7543109438660762
-1.0,1.922617509832946 1.9412373902594937
-0.0,0.8140942462004225 1.883920822277784
-1.0,1.7649295902120172 3.8195077526061363
-0.0,-1.1173052428096684 -1.468964723960145
-1.0,1.8733449544967458 2.913026590975709
-0.0,-0.11212965215910947 1.068087981775071
-1.0,2.3368459971730227 5.453870208593922
-0.0,-1.2802488543364463 -0.47218504171867676
-1.0,4.1917343620336895 3.5602286778418355
-0.0,0.5995976502137177 -0.797374550890321
-1.0,3.721592294428238 4.824418090974808
-0.0,-0.0721649164244053 -1.3952880192542576
-1.0,3.609764030146346 3.4730043476891277
-0.0,-1.5078269860498976 -2.6460421495665987
-1.0,1.8510254911824193 1.6748364225650059
-0.0,1.021485727769095 -0.14476425336866738
-1.0,4.10105000223134 2.3772502437548493
-0.0,2.6132710211418675 -1.061646527586342
-1.0,2.6444875273854653 4.043302750329545
-0.0,1.115723715938777 0.38401588153403887
-1.0,2.045759949164019 3.156447533448806
-0.0,-1.0543022640565405 -0.6820337845705753
-1.0,3.535337069948117 3.8121122972294965
-0.0,0.9427529503486505 -0.25123516319259886
-1.0,3.9611643301316795 3.3144121016644443
-0.0,-0.15013188927817916 0.8178862482229886
-1.0,3.200504584029051 2.3088398886136057
-0.0,0.819731993393585 -0.47386644109886344
-1.0,3.283317566020217 3.4828146842654513
-0.0,-2.3283941193793303 -0.6148925379529
-1.0,3.901670215294089 3.6356776610143324
-0.0,-0.28635769830042973 0.049586437072917544
-1.0,3.1114746381043927 3.6314805300338775
-0.0,-1.3085536069757229 0.11172767926766304
-1.0,3.3676979357140744 4.689661419564771
-0.0,-1.5820787210442733 1.3226576351191428
-1.0,2.5957586701668207 3.0648240201825923
-0.0,-2.116823743560968 0.272822309954307
-1.0,3.31672509500716 3.870172182480263
-0.0,0.09751166932653511 0.6469052579904877
-1.0,2.0609623373451305 3.9496181906908694
-0.0,0.5238217321419351 -1.2424816480725946
-1.0,3.5731384504449717 5.293293512805712
-0.0,-0.8507917425723299 -1.2243124053200718
-1.0,3.3060954421001867 3.1337045819604565
-0.0,1.5066706426420082 0.04176666807070882
-1.0,4.197316426430547 2.327643377792433
-0.0,-1.8068158696573955 -1.6380836149377855
-1.0,3.568239793850545 3.561688791420822
-0.0,0.4705756905309871 1.1991675114038487
-1.0,4.85003762884306 4.253420553408024
-0.0,0.7595792932847568 0.014062431397674205
-1.0,1.6984862661221896 1.7746925013882613
-0.0,0.1132294255888917 -0.09228036942051128
-1.0,3.766092539171029 2.765647342841482
-0.0,1.053401788561791 -1.0588667339849278
-1.0,2.780021685872393 3.239478188786074
-0.0,0.4042022490052266 1.0982210323828034
-1.0,2.4939569547402063 2.4615506964861273
-0.0,0.4469359967563411 0.3880418183993791
-1.0,2.7943749030887486 3.742182807141721
-0.0,-0.4418685162293727 0.802180923066725
-1.0,3.711213212127241 4.620177703831104
-0.0,0.10737314976605918 -1.5716142960765325
-1.0,4.0522289913808365 3.77562942835957
-0.0,1.4798827061781141 1.1638601205648005
-1.0,3.6758023575825547 3.115500589955362
-0.0,-1.803338141681238 -0.639996207387159
-1.0,2.044667029270621 3.04922768663927
-0.0,-0.06067427095346295 1.394611410740688
-1.0,4.626495834477846 2.995800202291488
-0.0,-0.2770274350630315 0.4521526506693692
-1.0,3.130857841268635 3.76858860814448
-0.0,2.163400739017478 -1.303601716798734
-1.0,2.9131896969824367 3.4288919990054167
-0.0,-0.7145108501670207 1.4189762494365543
-1.0,3.535768896041034 1.4894011726406373
-0.0,1.605614523747256 0.29974289519139824
-1.0,2.413678734728178 2.1826316767457183
-0.0,-0.8821932593373774 0.26432786248412726
-1.0,2.0878695933047116 3.5277388966365177
-0.0,-1.107001191509183 0.38421647065699477
-1.0,2.6462094774496454 2.273786785429519
-0.0,1.0712046043765102 -1.1889735666835115
-1.0,3.7458483094910666 1.3868020542832566
-0.0,-0.8403883736429167 -0.7163969561320671
-1.0,3.3359151000342195 3.2382001552279576
-0.0,0.13309387098922537 0.938761191821517
-1.0,2.083439571838502 3.2204948086228944
-0.0,1.3030219848568272 0.5976630914634896
-1.0,2.7602376200551317 2.200505791897739
-0.0,-0.9458633178207942 0.0490955863627428
-1.0,3.7998466026531883 1.9291683955712686
-0.0,-1.327236501803235 0.06915643957270164
-1.0,3.4740573335685925 2.1080735512507114
-0.0,0.8627688253416859 -1.961802291046532
-1.0,3.5108780392869776 3.9854745964798326
-0.0,-0.69537574439301 0.2436269580373554
-1.0,2.920286302932126 4.704192389485899
-0.0,-2.031190954684878 -0.7843052045579578
-1.0,1.6768848711259499 1.345658047606076
-0.0,0.9234894202027507 -0.38179572928866495
-1.0,3.1710339307651334 4.129874876536583
-0.0,-2.5086697007630376 -0.2638692986795807
-1.0,2.079400422215581 3.124756711992435
-0.0,-0.1388012859869782 0.3698243463601514
-1.0,2.665728164475424 4.574860576068532
-0.0,0.11967116650891912 -0.8792117975750646
-1.0,3.042630437105455 2.7245525508413677
-0.0,0.6078023848042808 -0.7977233104047035
-1.0,3.3340709038589638 4.962729210819017
-0.0,0.6373101353982795 1.1335021278327686
-1.0,3.3821397455119446 4.349379573895378
-0.0,-0.9140176931412027 -0.03428220013900756
-1.0,4.579963977595727 3.8322809335521484
-0.0,-0.43958506434874983 0.21259366700539037
-1.0,2.644701808902675 3.945416465403505
-0.0,-1.119921743746522 -0.2089105317801997
-1.0,2.5480553203091922 3.123344220515146
-0.0,0.8723990414181355 1.11150972420879
-1.0,4.479600967837827 2.8645066949820057
-0.0,-0.003869320481891422 0.24756134775982133
-1.0,3.237294368758498 4.642548547098718
-0.0,0.34643329685515545 0.029869480691029456
-1.0,2.6324740490008893 1.2577448307260846
-0.0,-0.4416403319035849 -1.4597062027342758
-1.0,1.764049052224297 3.649850384544675
-0.0,0.6779287737716254 -1.9489876700506967
-1.0,1.4286669812409405 2.4906452014102416
-0.0,-1.2271599940693638 0.9869686407012563
-1.0,3.6244117441765993 2.36879554315985
-0.0,-0.11422653411940642 0.4741905017884626
-1.0,3.6192153991840694 2.149436181779614
-0.0,0.45425900443207484 -1.357987041493406
-1.0,4.312295702128074 3.7596991900930252
-0.0,-0.35153502234686884 -0.6297451691082592
-1.0,3.4901363450669476 2.0630236379093243
-0.0,-1.5343533005821828 -0.23745688647461852
-1.0,4.775056734905926 5.291243824646301
-0.0,-1.032123659747431 0.8458711875294105
-1.0,2.3091889606097844 3.3688150059111215
-0.0,0.7854236849909306 0.6742463927844289
-1.0,3.284779531346899 2.855746734955609
-0.0,0.380579394855332 -1.2378905330462027
-1.0,2.540193014555953 3.245568950444961
-0.0,-0.5491810448400926 -2.3179482776107894
-1.0,3.481785462949587 1.8870182253717969
-0.0,-0.06833732101790825 2.178923334945784
-1.0,1.1663083809702222 1.8919272314310458
-0.0,-0.7801536433937879 -1.4185984368350903
-1.0,1.457713814592066 3.0323739348144048
-0.0,-0.16377716798970973 0.09678021896691058
-1.0,2.2294515799173094 1.6179126855486068
-0.0,-0.5845552895984718 -0.8095679531228397
-1.0,2.024328902209618 2.4660315284543888
-0.0,0.2037503424802764 1.5767438723426828
-1.0,3.5058983262252643 3.292836693091364
-0.0,-1.4004772080893082 0.6150928060180622
-1.0,4.610936499146778 3.3674445809820313
-0.0,-0.7325641160695897 -3.0469742419403225
-1.0,2.6778956983269926 4.049681967443553
-0.0,-0.3375932473421461 -0.32976087151423067
-1.0,3.975838378562512 1.2032482992228626
-0.0,-1.6622711226380826 -0.6954676646542216
-1.0,3.1601568512397256 2.7472491112914357
-0.0,0.6739969973916968 1.3608866192945286
-1.0,3.097978499063888 3.88429576456391
-0.0,-0.16445244300279913 0.631410854999902
-1.0,4.244875698991619 3.0464568222900477
-0.0,0.1749522197766453 -0.3295077792829936
-1.0,4.158913950688044 1.1836177376726964
-0.0,-1.8286320279969996 -0.6355826362111864
-1.0,2.4795264391445326 0.8073937061906746
-0.0,-0.5095499320702017 -0.8451757050184052
-1.0,3.6489546081475206 2.7405880916534957
-0.0,-0.11733097334574003 0.020300758125140466
-1.0,1.9034123919197892 4.036941742254072
-0.0,-0.4678304671259669 -0.7653895561277071
-1.0,2.555027220737054 4.205906511993216
-0.0,0.1952150967011765 1.2402178923240337
-1.0,3.532371144429582 2.395018092924601
-0.0,1.4682834110821084 2.2292327929025078
-1.0,2.1160331256749663 3.7157102308564824
-0.0,1.3973790173654674 -1.1902799121683607
-1.0,3.4775573554170616 3.0459058509488557
-0.0,-2.215337088722839 0.7693588032777773
-1.0,2.3298220860458976 1.5924630285528396
-0.0,1.260641664088144 1.5474089692944746
-1.0,4.460878990061944 2.595950219349794
-0.0,-1.8214944389802914 -1.9733205363211535
-1.0,4.41874870213851 2.4975116019313264
-0.0,1.2037921250123007 -0.7057578432831773
-1.0,3.042628088030598 3.7366256492570136
-0.0,-0.02609770715133313 -0.01975791007372346
-1.0,1.123824442324706 3.5115607224884466
-0.0,0.3466005704292144 -1.206858960323042
-1.0,3.044152779557358 2.4308738719304266
-0.0,-0.8292396838183249 -0.5768591341562801
-1.0,2.9898679252543325 3.3291086316901484
-0.0,0.6033357093153775 0.18738779274832332
-1.0,3.2777482224094916 2.2676548172839714
-0.0,-0.7104360487845565 -1.0365712508175688
-1.0,2.617802272534323 1.887796671556582
-0.0,-0.21008998836798706 -2.4424443035468957
-1.0,3.9387085143031317 2.368798316318223
-0.0,-0.65027380204969 0.4757828709083824
-1.0,1.6786020855223545 1.62019388696364
-0.0,0.40325101156361803 0.26629562725726075
-1.0,2.4614637796912167 2.778406744842399
-0.0,-0.4327374795655596 0.5643009301153851
-1.0,2.6419358755663103 2.1911675067034206
-0.0,-0.06058610052148417 0.6118154934715632
-1.0,4.134485645832481 4.214482766162727
-0.0,-2.091472947105952 -0.21279450874188077
-1.0,3.7664041746453503 0.5848083052756543
-0.0,0.20187441248519114 0.7310035835212488
-1.0,3.6821251396696817 1.2016937526237272
-0.0,0.16248871053987612 -0.8547163523143474
-1.0,3.1725037691095834 3.051265058839004
-0.0,-1.7466975308858639 -0.048497170816597705
-1.0,4.296665913992498 4.432036327276331
-0.0,-0.49371042139965376 -1.3162216335880739
-1.0,3.0767376272412292 2.4082404056282467
-0.0,0.6517145281009619 -0.15229289422910688
-1.0,3.8556129079007406 4.932746403550176
-0.0,2.467072616559744 -0.6570760874457315
-1.0,3.8722558954619446 2.398547361219584
-0.0,-0.996362973160808 -0.24663573264285635
-1.0,2.058960472055059 0.09020868936476445
-0.0,1.1921444033047794 -1.2205820383864918
-1.0,3.499255855340612 4.26015377680707
-0.0,0.46495431359796363 -0.3535071804767937
-1.0,3.2772715993311534 1.8496849599545144
-0.0,0.9200766227075026 1.0153595739730128
-1.0,3.7395665378166516 4.161859093428991
-0.0,-1.3445731221950805 0.3711182438638966
-1.0,1.974184816991473 2.3758202020218637
-0.0,0.25747673028745044 1.4898729695115611
-1.0,3.643667737073963 2.5171980898063024
-0.0,-0.7491175934837044 1.807998586131331
-1.0,3.024294668483263 2.745713910567566
-0.0,-2.9902104324990075 0.48847563269083094
-1.0,2.693457241550706 4.067192099378729
-0.0,1.0010822910854564 1.065617155304199
-1.0,2.6231328305267576 3.2530925652040796
-0.0,-1.569524799794976 0.10080365850268516
-1.0,5.543177898986999 3.149276748958176
-0.0,-0.2697035609845456 -0.3834981890675749
-1.0,5.5737716796876935 3.134627621089238
-0.0,0.16848836970122472 1.7680681560270155
-1.0,2.984578320659214 3.8081853301923743
-0.0,2.00864307305994 -1.1769936806590435
-1.0,2.4301644281026538 1.5357007015355957
-0.0,-1.251515087462618 -1.0023388301407077
-1.0,2.7783106123714036 3.4753675099443138
-0.0,1.2067779830446301 -1.1138369735803868
-1.0,2.660559526103853 0.9246419639107195
-0.0,-0.2120078291751072 0.553871125085326
-1.0,3.2961674182984613 4.1840551114889655
-0.0,-1.7407002661640898 -0.13494920714243758
-1.0,2.61652747199719 2.606431158365525
-0.0,0.1810536358726569 -0.7041543708042312
-1.0,0.6618977487425206 4.43976232230529
-0.0,-1.1056190552516114 -0.26273698119076755
-1.0,3.245745718364984 0.9585399121419127
-0.0,0.451245033031027 0.3966692171364385
-1.0,0.7000962854359294 2.5787278270774685
-0.0,-0.20657738352563298 -0.3054434424581368
-1.0,2.194893094322135 1.2265276851138993
-0.0,1.6478689673866447 -1.2217538409516264
-1.0,2.6520153534620268 4.253943157694819
-0.0,-1.091459682813003 -1.5933476790183565
-1.0,2.381978388803204 2.5725801073346375
-0.0,-1.7089448316753346 -0.40058783295112843
-1.0,4.692976595302646 2.293610804758882
-0.0,-0.8154594160076379 0.9100123432125261
-1.0,1.8893957859271135 2.365552941116367
-0.0,1.4750445045587657 -0.5730495722105764
-1.0,4.627946484342315 4.01023129091373
-0.0,-0.5740578222548407 -0.9010801407945085
-1.0,1.1844352711236998 1.0077910117111921
-0.0,-1.1904557430938465 -0.972229300373332
-1.0,1.9514043869587852 2.6603232743467817
-0.0,-0.11744191317950421 1.8160954524210857
-1.0,2.796337014232012 3.45131164191957
-0.0,1.1908754571951825 1.37388641966138
-1.0,3.1347230127964805 3.4874636513372774
-0.0,1.4279445191621287 0.4142573535049987
-1.0,3.2845746999649457 2.942571828876143
-0.0,1.0418078095097314 -0.515727237947711
-1.0,3.0672407807876674 3.593602465858237
-0.0,0.1070041194341431 0.013584199138111364
-1.0,2.831124413123504 2.5083468687281196
-0.0,1.9088191143015583 1.1943157723052062
-1.0,2.888463730373365 3.8588231186101716
-0.0,0.3344825700647222 1.4902421889158837
-1.0,5.1805240354926285 2.347000348613805
-0.0,-0.14736761539184529 -1.3764336595247777
-1.0,4.945788020165247 4.520764535128319
-0.0,0.48089579766964224 -1.0406729486881927
-1.0,3.115699146536788 3.0271206455481905
-0.0,0.8816867514268375 -0.7885530518936628
-1.0,3.293642905051253 4.129500570671647
-0.0,0.021019117419869213 -1.0983625263034136
-1.0,3.4712873315273884 2.8896550248710255
-0.0,1.336463967380889 0.1782538924176004
-1.0,2.9674559623039674 2.1702990000666977
-0.0,-0.9137873001694705 -1.6488427315604255
-1.0,2.425720985355789 3.336546225859983
-0.0,-2.3622279944776245 0.33443034793657744
-1.0,3.557057454549674 0.9654984504665607
-0.0,0.4924227412613347 0.8572441753897001
-1.0,2.903599258175698 1.9821387894597133
-0.0,-0.562864152759892 -1.41025535274598
-1.0,2.621542267864135 3.0896861639721602
-0.0,-0.9659016052287058 1.8601390770202668
-1.0,2.73394050343452 1.5908844566159697
-0.0,0.316736908826005 0.2857224419323005
-1.0,2.3312567009140532 5.596694984859762
-0.0,0.3137619371424862 -0.1840942808000176
-1.0,3.857644883242267 1.7425846536145542
-0.0,-0.10204795362718587 3.253153279848385
-1.0,1.991635750012152 3.0091345292604816
-0.0,0.6187841242310289 0.9589700354301842
-1.0,2.9773010080735895 3.723750625441197
-0.0,-0.8890787476930039 0.6057780620635984
-1.0,3.2341068438464773 4.238588226643048
-0.0,-0.6100941277292691 -1.5125630779121992
-1.0,3.378840902739636 2.0705801293719017
-0.0,1.9736225258875286 1.725383750563661
-1.0,1.8874237286900284 3.9061132751393997
-0.0,-0.0823939289302894 1.8958431169469556
-1.0,1.5927855001333566 4.6310125064091965
-0.0,0.3112044157520983 -1.7878471816057036
-1.0,4.34881513764263 3.4693940014863784
-0.0,1.052103622850019 -0.16912252356217902
-1.0,3.167179956507673 2.8792495587252507
-0.0,0.16791453003538387 -0.8546142448164881
-1.0,3.0538805073215953 3.4494667407676842
-0.0,-0.9500475678227512 0.06998146933806365
-1.0,3.8909913837847467 2.6813428719208763
-0.0,-0.09976816220585052 -1.4875944011133129
-1.0,3.1791447205478742 4.424991854067018
-0.0,1.0999643223476656 -1.1200747827607145
-1.0,5.222367041159025 1.2015274537211948
-0.0,-0.2848179798736651 0.401703345435371
-1.0,3.92690552314874 0.5307127426832543
-0.0,-0.6771410319499919 -0.5806616553853885
-1.0,3.611779415106116 3.3322298911093533
-0.0,-1.359189339369671 -0.03773529290863042
-1.0,4.696002594470123 1.4346348756461187
-0.0,-1.0094856636150293 0.19687532044013809
-1.0,3.2169383066148383 3.2307201581236473
-0.0,0.7836015359045666 0.2941037782687062
-1.0,3.7317041306588012 3.7985843457251107
-0.0,-0.3693168101963429 1.4513472421644549
-1.0,4.398703283685875 2.654636797434109
-0.0,0.02043081741683321 0.20805199015337653
-1.0,2.324187503797731 3.8819865944906566
-0.0,1.671377007435211 1.3731572027338659
-1.0,4.534630721644852 1.1543799480085444
-0.0,-0.3253127279932509 -0.8285225286171498
-1.0,3.993821155042294 0.7056403589045206
-0.0,1.194500226045371 0.638917136862092
-1.0,2.72148063695256 3.858678264350294
-0.0,-0.1905653672336637 0.8969404368665279
-1.0,1.9587911397509248 3.937696894952624
-0.0,-1.1358853052995896 1.4443151501322575
-1.0,3.7551091652428026 2.475478572543473
-0.0,-0.9167034706173607 -1.7549316646340103
-1.0,1.4669571532496661 3.2025879996118567
-0.0,-0.9673112226998997 0.13104324478779786
-1.0,5.129589009385082 2.962228456981596
-0.0,-1.038791699676283 0.3394661925580474
-1.0,4.0067362767396055 3.7808733451013863
-0.0,0.4607763000001474 0.3165842402170894
-1.0,3.470781763864157 3.1917117382789906
-0.0,-1.0759836593672722 2.1677955321765423
-1.0,1.8061608083541592 2.1368201192592524
-0.0,0.18913968729195288 -0.6832055159990379
-1.0,2.222086435460701 2.462434683952491
-0.0,1.1697195016246194 -0.6482703204844716
-1.0,0.9469729137532825 2.564223951962673
-0.0,-0.2596612587018774 1.3675954564898984
-1.0,3.3498722540414603 2.8411678301395655
-0.0,0.15549061976540607 -0.8795816620250406
-1.0,3.2166810907529517 3.3909740833940147
-0.0,-0.27777898312342497 1.5708467895548373
-1.0,3.5590852623593734 3.022687446035052
-0.0,0.8854804450462548 -0.1674059547432505
-1.0,5.592380230543062 2.046846128948299
-0.0,-0.38403645419139704 -0.6879614453050698
-1.0,1.2059037878354082 3.1373448113023263
-0.0,-0.9332349591768346 0.3271191223126651
-1.0,2.6941262027196444 2.0016455336591275
-0.0,1.985628476449888 -1.720937514961405
-1.0,1.52678578836386 3.6524268651279113
-0.0,0.14930924959259012 0.3549736192569231
-1.0,2.5081810800507904 4.502494324423253
-0.0,1.3659157029970181 -1.4064298168920828
-1.0,2.8947698041280185 3.871692848909248
-0.0,-0.19002791703482588 0.8099829390725909
-1.0,3.0481549176670555 4.05245395484312
-0.0,-0.014729952199541938 0.43445426055411474
-1.0,3.0874888030440486 3.89317889717026
-0.0,0.9521743475193137 0.16292125350371375
-1.0,3.0564028575123805 3.150394468127784
-0.0,-2.5565867181635724 1.1693524400747453
-1.0,3.963399476624186 2.655863627219969
-0.0,2.0594134768376584 1.4326082874689938
-1.0,3.9415985004601524 4.816989711315565
-0.0,0.4986273362656531 -0.30506819506279537
-1.0,2.7697598834307633 2.0292290332215512
-0.0,-0.4716043983943112 1.4692631198715722
-1.0,3.4127279940145883 3.078218915501194
-0.0,-0.28649487641740207 -0.8009455078808752
-1.0,2.645854233845017 4.028461076417125
-0.0,-1.2333241385253426 -0.2850384355482007
-1.0,2.4938754741404976 1.3466482769013481
-0.0,0.6872021385233428 -0.5159203960430369
-1.0,3.136974388668967 1.69291587793452
-0.0,0.9532239280401443 2.619265789851879
-1.0,2.570576389986536 2.548658346643033
-0.0,-1.030037965987706 0.2814883160676786
-1.0,2.510605023939257 2.3227098241155213
-0.0,2.4171507836629256 1.245606490445435
-1.0,3.5520681299250985 0.7442734445298673
-0.0,1.1940577980770877 1.6319950123919318
-1.0,2.708933998825159 2.118496371335553
-0.0,0.26808250222082186 2.5727974909556437
-1.0,3.221534693193204 3.073316472650363
-0.0,-0.6915734756410544 0.25168141600713434
-1.0,1.839319878312068 1.765565689559382
-0.0,1.708990562782385 1.1196517028520787
-1.0,2.1942131633492643 3.733776318231434
-0.0,1.4884941762679373 -0.5221400677305167
-1.0,2.425026062564176 4.814343944240822
-0.0,-1.3572570451352999 0.04542725800519613
-1.0,3.211869589232063 0.01498355271713292
-0.0,1.6170759581287553 0.7420944718274473
-1.0,1.8096883146020295 1.2063063122336204
-0.0,0.8326608996906895 -0.9760063002065638
-1.0,3.60415819299222 3.905143144181063
-0.0,0.9709971797789466 -1.0644382680658016
-1.0,2.8104103693138778 3.5792951568581017
-0.0,-1.021059644329913 -0.25967578007654707
-1.0,2.4020556940935216 3.8705560506781826
-0.0,-2.704107564850001 -0.14300257306795375
-1.0,3.7681081908063643 2.5433599278958297
-0.0,-0.537043950598385 0.8892208622861
-1.0,3.894301374710518 2.76168141850308
-0.0,-0.8416385593366815 1.3377079857054535
-1.0,1.4560861866861152 1.9464951398785584
-0.0,0.8974462212548237 -0.9027814165394935
-1.0,2.848274393366227 4.089266410865265
-0.0,-1.9874388443190703 -2.0515326123686
-1.0,1.7443330286532606 5.182730816947559
-0.0,1.9345124573698136 0.15482916596109797
-1.0,3.730890742221753 3.4571088485293173
-0.0,-0.7591467032951466 0.7817400181511722
-1.0,1.9612060838774241 1.7874104906670758
-0.0,0.04241602781710118 1.7624663777014242
-1.0,2.983106574446788 2.057794179835603
-0.0,-2.2675373876565272 0.1810247094230928
-1.0,1.8242036739605434 3.2897838599534053
-0.0,0.42135250345103276 0.9201551657148959
-1.0,2.3324158301116547 3.2735600739611406
-0.0,-2.503382611181759 -0.604428052499623
-1.0,2.1068571110070753 1.3987709205712464
-0.0,-0.25006447102137164 1.1597904649452788
-1.0,3.6610503210650105 2.389802330720335
-0.0,0.6655774387829471 -0.7657689612002381
-1.0,3.85820287126228 5.653287382126853
-0.0,0.08244241317513575 0.4755361735454262
-1.0,3.6029514045048234 3.0483730792265247
-0.0,1.0276000901424318 -0.569237094330588
-1.0,2.484863163042475 3.4464671311141046
-0.0,0.24588867824456415 -0.7355421671684942
-1.0,2.8757627634577396 1.3730139621444188
-0.0,0.911649033206053 -1.0562220913143838
-1.0,0.6701966948829261 3.8815519088585195
-0.0,1.0649444423673609 0.5738944212075908
-1.0,3.1272553354329955 5.18450239514651
-0.0,-1.8305691156390467 -1.2811179644895232
-1.0,4.326027257587544 1.9589219729995737
-0.0,-0.2278417247639679 -0.6436775444106994
-1.0,3.9854139754166136 2.8662622299102947
-0.0,-0.33177487577648573 0.7122237484053809
-1.0,2.7631237758865255 2.490470927953921
-0.0,-0.2989203275224733 -0.9063254275476191
-1.0,2.7739570950234254 3.333596743208583
-0.0,-0.12025132003053318 -1.2251715775331837
-1.0,3.9028268386113307 2.580334438085556
-0.0,0.3114518803226873 0.35489645702286177
-1.0,2.8765994073916112 4.251640702192294
-0.0,-3.0895947568085367 -1.0526550179589378
-1.0,3.5182345295490216 2.764855512391279
-0.0,0.5749621254042305 0.7148834016467635
-1.0,4.039448299164001 2.377396087740471
-0.0,1.7077800661629936 -0.23711282974122355
-1.0,2.883211311171089 3.5259606315833287
-0.0,-1.0304518163976537 -0.16271910447066004
-1.0,3.8284470175501504 1.0841759781704199
-0.0,-1.3620621426919217 0.8678141368192274
-1.0,3.831976508070298 2.3592788803510505
-0.0,0.8398199934902235 0.8458121179021545
-1.0,2.166979759191688 4.408250411844058
-0.0,-1.2009412161006234 -0.04486968047943732
-1.0,3.0041897020427517 1.67577082931885
-0.0,-1.0550850035108499 2.6114061208535673
-1.0,1.46399823823424 3.6863318429400627
-0.0,-0.439942118867861 0.8107733517611471
-1.0,2.799907981207793 3.1021389011201244
-0.0,0.40512996190803663 -0.2720769110918539
-1.0,2.936414720731187 2.6121553148876706
-0.0,0.7864503163458285 0.879685137879171
-1.0,3.497848931993103 3.93953696354328
-0.0,1.0898800025299487 -0.3780987477521812
-1.0,3.0737866861658834 3.8281246288654067
-0.0,1.0100369320198321 -0.36412797089680377
-1.0,4.977156552398557 1.9361263628969327
-0.0,1.1948682006514484 -1.0421380659408503
-1.0,2.3707352395183743 3.319087891488442
-0.0,0.14662871945444525 -1.125277513770441
-1.0,4.18636170602371 5.079790109963499
-0.0,0.5213830491310841 2.5489667538554355
-1.0,3.456121838657517 2.9777488007628823
-0.0,1.3942157902546204 -0.7392170745991694
-1.0,4.027857416272539 2.5520251242493615
-0.0,0.6677437543225546 -0.7054702957392922
-1.0,2.419993627501343 3.147115729790262
-0.0,-1.1891285195785104 0.7121837556662985
-1.0,2.6768950566988114 2.746092902448666
-0.0,-0.5581632736462642 -0.8475377022167101
-1.0,2.2877649074222144 3.360822129377224
-0.0,0.12427410923130733 -0.029877611579596446
-1.0,2.1363649823278976 2.040672619624904
-0.0,0.164296403698455 -0.7853340225962958
-1.0,2.2867454265483063 2.920796736914219
-0.0,0.030938689766481568 0.02840531713718885
-1.0,4.935402862397514 4.984097800264938
-0.0,-0.49323021214001667 -0.009344009957387383
-1.0,2.2590589178865788 2.784700488476081
-0.0,-1.7996451721642797 -0.08927843209025701
-1.0,2.7189425454136047 3.366984002518318
-0.0,-0.4732503966611213 2.41667617281343
-1.0,1.914172722581019 2.723688261246487
-0.0,0.6854209215843875 -0.6321377274037409
-1.0,4.7025333481932705 2.6561807763401646
-0.0,0.016511529980536163 -0.4064291762993186
-1.0,1.3841179371371182 3.367159685928979
-0.0,-0.525665902025766 0.3189849885462113
-1.0,2.1237941386456276 3.4141040859263914
-0.0,-1.3977733609952327 1.6180332199555512
-1.0,3.3282228318571496 2.9879449742002184
-0.0,-1.3911999737510374 -0.47876736354905697
-1.0,3.071461319022103 3.902142645231827
-0.0,-1.4616870328596612 0.4234223737141411
-1.0,3.3069543201402576 1.3522887907099401
-0.0,0.1771175002160632 0.7092577154896049
-1.0,2.561517669553921 3.2663130772229185
-0.0,0.8635080818806004 1.7578935533355913
-1.0,3.3054989034355793 3.4205399612822633
-0.0,-0.5525474134214131 -0.008874526853035592
-1.0,5.024607965706471 3.377256085775693
-0.0,0.6499316691799448 0.7636813929956143
-1.0,1.7211648540475015 3.7290596058136307
-0.0,-0.4312096678787339 0.4723353140241522
-1.0,1.6269397815780402 1.9613109767814954
-0.0,0.06589250830042476 0.5659627954925366
-1.0,1.4141705667382305 2.9411215895612255
-0.0,-0.30655047441372724 1.134312621267185
-1.0,4.079371134159225 3.7127217011979767
-0.0,-0.11148410319718746 1.504423362990177
-1.0,3.21908765035085 1.5284527951297098
-0.0,0.38879874604519066 -0.7718569898512835
-1.0,3.0387686435299197 1.9571679686339727
-0.0,0.0432538958325193 -0.609046739618082
-1.0,3.858513576900389 2.3343789318227595
-0.0,-1.594606569379673 2.0291869081775498
-1.0,4.418575803606943 3.634284954659144
-0.0,-1.5657043498774568 0.48528442006547645
-1.0,3.7474369990653518 2.417108621170513
-0.0,-0.4087178618516316 -0.5585629524971241
-1.0,2.8830052178069345 2.714807180476644
-0.0,1.0200529614238536 1.633454495011907
-1.0,2.161101444560085 2.722233198993495
-0.0,0.8905571055499505 0.3531260808046299
-1.0,1.5770402091220281 2.5197577954902615
-0.0,0.19603489193696402 0.4391781215510938
-1.0,3.285302297900197 2.5981032583297274
-0.0,-1.7728311957227578 2.226646036588897
-1.0,2.212402423781055 2.994783519362575
-0.0,-0.26351331835428804 0.6197161896115081
-1.0,2.5101464936050144 2.747453537535198
-0.0,1.083443472210967 -0.7471502465676395
-1.0,2.618022142084275 3.201094589808021
-0.0,-0.10243507468644107 -1.5307780048431203
-1.0,2.0479014235932986 2.7174445598757764
-0.0,-0.2530316183327909 1.5105959457792464
-1.0,2.616239369128394 3.1011058356715644
-0.0,2.0703487677159997 -1.23039689097027
-1.0,2.00559575849234 3.088170264353322
-0.0,0.751453701775929 -0.34079600956200146
-1.0,2.6436129383324625 0.6934715851263205
-0.0,0.4735774669250165 0.24981500600111478
-1.0,3.614102521076285 3.297655445774221
-0.0,-0.8397190394129946 2.0791729859494583
-1.0,2.5800847823336372 2.312770726398467
-0.0,0.9528690775719402 -4.054641847252764
-1.0,1.6631425491523402 4.465488566725185
-0.0,-0.40442215938144854 2.1662912065078923
-1.0,3.2025444402071472 0.954639816329502
-0.0,0.8484611241529962 -0.6531501762867838
-1.0,2.907155165379039 4.494838051538261
-0.0,1.1473298350419248 -0.7604213061923158
-1.0,4.406872541176625 2.616395889868952
-0.0,-1.0643453307576694 0.32269083514118757
-1.0,3.4229771635424653 5.404174358063928
-0.0,0.8223012341648268 -2.0705983787489455
-1.0,0.6519219290294926 3.317297519573949
-0.0,0.6661739745821234 0.21368601256080724
-1.0,2.8092516816651187 2.9407143882873363
-0.0,-2.0396349059310626 0.6660958962860263
-1.0,1.621401319049101 2.120514741629026
-0.0,-0.6673242389540511 -1.033336539766657
-1.0,2.4729967381312257 2.0622671692969314
-0.0,0.318696287733599 0.7696143248064906
-1.0,-0.3310542190127661 2.503572170101248
-0.0,-0.024545405442632163 1.2826535279165514
-1.0,2.08361065329982 1.7709137020843035
-0.0,-0.03325908838419148 2.127731976717063
-1.0,0.8920712229737089 2.267227052639782
-0.0,2.4226620796703706 -1.5422597801969735
-1.0,2.6125707261695665 4.136941962252239
-0.0,0.710000430684373 -0.2365544035810329
-1.0,3.587983407259662 2.371118916918134
-0.0,1.548716105657387 2.6039797648647527
-1.0,2.288647833469394 2.8514285941696564
-0.0,0.5407956769257948 -1.4250712589214616
-1.0,3.9999271279969157 4.647262641336589
-0.0,0.46916438504363506 -0.16114805677977867
-1.0,3.9351714928555133 3.017851089635014
-0.0,-0.24683125971847 0.8686956304798523
-1.0,2.445900548419883 2.601998949302925
-0.0,0.9708272515136681 0.9540365110832763
-1.0,2.0889493306284472 1.670700190658552
-0.0,0.7573519355244429 -0.6731075400854291
-1.0,2.9938559890272676 0.5796453404844417
-0.0,-0.42350233780111274 0.1072223004754211
-1.0,3.22502989165533 3.2744724666391045
-0.0,-0.051171179793716125 0.035749085667007977
-1.0,4.256076524642883 3.956646576238979
-0.0,0.44715068158575316 -0.10904823199444005
-1.0,3.754239074295241 2.4862504435534283
-0.0,-0.12025734941101636 0.6682754649328633
-1.0,2.9673795614648815 3.6207880514009263
-0.0,-2.250093626462795 -0.49148713538228506
-1.0,1.7335315087131171 4.234455598757855
-0.0,-0.5145677322324603 -1.8872464244504652
-1.0,3.1524408905920547 2.534903833671654
-0.0,1.4188237424906527 -1.987300018397619
-1.0,3.025903676999244 2.1652631630581847
-0.0,0.5008343534015861 0.28011601768758965
-1.0,2.0039218613662197 2.3639397631018015
-0.0,1.342528231824729 1.0036076495884643
-1.0,3.3281244751369985 2.4251038991267277
-0.0,-0.38845861664115766 -1.5147629282596704
-1.0,2.613448357242925 4.463712912575443
-0.0,-0.19439583983218703 0.676381234314577
-1.0,1.0400516553104269 2.3981508685333424
-0.0,0.9469554018478826 -0.08144910777086176
-1.0,3.179705969662961 3.768848690124549
-0.0,0.39855441813668835 -1.6301847736954416
-1.0,2.1915941615815226 2.7947789889097763
-0.0,1.6023287643577222 0.05432794979410767
-1.0,1.5758610206949497 3.8709473262823777
-0.0,-1.3109119301269387 -0.8645189055395048
-1.0,3.715865055565244 1.9360512196442488
-0.0,-0.2073998491467907 -1.178882579876182
-1.0,2.565062666629786 2.3121370465462494
-0.0,-0.41397768670851737 -0.6674761320605563
-1.0,2.941938460212705 3.537877403937825
-0.0,0.5954231185191001 1.6839554319972647
-1.0,4.591360208911688 1.4381368838271187
-0.0,-1.3221878199013057 0.786799353955043
-1.0,0.6498018470693379 2.2143413646510095
-0.0,0.5346452265922554 0.45599002729248733
-1.0,2.668100742914233 2.679883986650412
-0.0,-0.22428284967184606 -1.0003823373608314
-1.0,4.233871998643562 3.3423521548333897
-0.0,0.7800144346305873 1.6512542456242612
-1.0,3.3192955924982677 4.664828345688715
-0.0,-0.9059493298933676 -0.42207747354389447
-1.0,3.1776956110847916 1.1393123509452483
-0.0,-0.5246202787832872 1.0246845701853746
-1.0,4.732113325540828 1.29018271893586
-0.0,0.9863596225434407 0.7506968948666005
-1.0,2.911409852038849 2.626474556246977
-0.0,0.8545346747310709 -2.1711133879380955
-1.0,2.476689592134109 4.03136160709651
-0.0,0.43108249592457043 0.4589971218864913
-1.0,3.2333287857145825 2.188137362144206
-0.0,1.4405649581445525 0.4131214094941824
-1.0,2.0631468420251093 3.807898318807702
-0.0,0.43964401099781425 0.6669437158150616
-1.0,2.165843657939062 4.109647016182597
-0.0,-0.9735452695016392 -0.6172105570335473
-1.0,3.169794653766589 3.2721053734106
-0.0,1.3129166037688875 -1.2040138532590103
-1.0,2.211361701514339 1.025981622029549
-0.0,0.3653350359702278 0.5229315457444437
-1.0,3.372206428302252 4.163685355869495
-0.0,-0.8690030167652726 0.3226849491596335
-1.0,4.188509026227427 2.1137749377457076
-0.0,2.2174789916979933 0.8249932442083762
-1.0,3.9224824525785706 2.9436443006575925
-0.0,0.1370905200148926 -0.043320354739616776
-1.0,3.1118662077850807 1.4983207834379917
-0.0,-0.5304073850344787 -0.4219778391981189
-1.0,1.2153552376808336 3.4749521622043438
-0.0,-2.545970043914331 -0.5480647959096547
-1.0,1.8097968872175412 4.733523163055134
-0.0,-0.5599306916727819 0.4648015112295201
-1.0,3.0242901796172204 4.354893518146392
-0.0,-0.49175893973189483 1.8635231981223406
-1.0,3.923889822736733 4.199324033436554
-0.0,0.32931083529824645 -1.2038529291812745
-1.0,2.8430570026355904 3.2581768028655214
-0.0,0.08015643729775149 -0.5281238499521005
-1.0,1.0251176552841985 2.452443183841665
-0.0,-1.4000614002792062 -0.4723026702712555
-1.0,4.642753244692533 3.5777684251625153
-0.0,-0.9732069449126244 -0.7507666182081589
-1.0,2.284811103731081 2.6226837934175817
-0.0,1.4938320459354653 1.2271703303402608
-1.0,2.5217907633717935 1.9804499278889345
-0.0,0.9177851256816916 -1.196945923903535
-1.0,2.650515007788954 0.9818159554114416
-0.0,-0.4172435945582116 0.11930551874205601
-1.0,1.8203127944592765 3.3069324017397594
-0.0,0.08195935202288789 -0.2585763476071969
-1.0,2.14910426585678 4.146147361847687
-0.0,1.578290774885182 0.16149960053586573
-1.0,1.2607405323635168 2.940350340912184
-0.0,1.6722138822230346 -0.5454073192477626
-1.0,0.3769561517619793 4.029314828130509
-0.0,-0.012008811772440746 0.2577932550827986
-1.0,2.330909580388283 3.1650439747088024
-0.0,-1.4224384024201595 -0.6369918128076046
-1.0,3.451178380794735 2.7553545272536746
-0.0,-0.7913135079702314 -0.012217405089490006
-1.0,3.7918310740082424 3.3927876820084033
-0.0,0.41016650792928255 0.3521369094279198
-1.0,2.380867149491576 3.7533007228820754
-0.0,-0.2787273586680994 1.3553543015884186
-1.0,2.8933236071325226 1.7975563396445144
-0.0,-0.4868680345968448 0.058461169788172784
-1.0,3.484434144626577 3.5622013162506683
-0.0,1.171904838026115 0.1162839888503951
-1.0,1.8132727587691455 2.238018140780368
-0.0,0.8114997821213137 -1.712768034302675
-1.0,2.977061410695451 2.802894970831404
-0.0,1.7141760742336318 0.5672102391229309
-1.0,3.2929421353515185 3.3754831695793945
-0.0,-2.280170614413754 -0.4912881923146271
-1.0,4.182771547422101 3.5331418354105812
-0.0,-0.2544453921577854 0.4682744998445509
-1.0,1.9236524545763007 2.628837510538455
-0.0,0.6645491524745186 -2.398604366119661
-1.0,3.50840713613987 3.7182332137428955
-0.0,-1.4532823239751684 -0.9916580822162051
-1.0,2.769613688635247 4.72661442603805
-0.0,-1.090104082054257 0.486265921887567
-1.0,3.4900626627065003 3.03025323652533
-0.0,1.4518716691137106 -0.10218738652959546
-1.0,2.745034544461333 4.366809709694589
-0.0,-0.17197050309086373 0.13673125942508174
-1.0,2.4934379443680985 2.954734256628178
-0.0,0.14078971520128297 -0.5401300324197861
-1.0,3.640563349517043 5.163454382169049
-0.0,1.0264020194022627 -0.8738489740165843
-1.0,3.791458514669831 2.2038333093620834
-0.0,-3.075231830613813 2.04054404065675
-1.0,4.647422323558612 3.5220753128741427
-0.0,-0.6423734479152313 0.5403500050100541
-1.0,1.5985339514690007 2.73447434771563
-0.0,-0.04474684215568748 -0.21477212224970194
-1.0,2.6701891009654792 3.9776885659794505
-0.0,-0.4714276238216119 1.4235807729101415
-1.0,3.5551789183755806 2.7057825768035104
-0.0,1.108254774651522 0.8596053056731966
-1.0,3.0623366138774983 2.718494058918926
-0.0,-1.375827910513567 0.011994162356159788
-1.0,3.841407434840553 2.8434319292302304
-0.0,-0.7149712282755271 0.1811986378283469
-1.0,5.155524316715826 2.1468464150279747
-0.0,-0.06822014690491127 -0.15801546435311806
-1.0,3.4838423066641173 4.211572262022802
-0.0,1.455177312877137 -0.9388697017811595
-1.0,3.917344840727481 3.569507254920478
-0.0,-2.080636526173827 -1.2489913979804321
-1.0,4.904327940183608 3.4289745068714295
-0.0,-1.4744723958060084 0.2930577753686633
-1.0,2.810346752831796 2.4062885063635333
-0.0,-0.17365054648101302 -2.26263747840141
-1.0,4.077713960215311 3.841309768575811
-0.0,1.581178479362914 -0.9672846912018417
-1.0,4.516244757634386 2.9078781629204054
-0.0,-1.5890391289381882 -0.4092245513024253
-1.0,3.359480708344044 3.7375262649030123
-0.0,1.5675385032786122 0.9010632060589036
-1.0,3.8564874267647644 3.060660915266198
-0.0,-0.2482500870678099 0.29655946916337894
-1.0,3.1672692968701397 1.1973226392521306
-0.0,-1.4471523637168304 0.5370395414503478
-1.0,4.814859889188941 2.229750617440331
-0.0,0.2812295731325761 0.6044036116090106
-1.0,2.4884527354338903 1.4171627784171204
-0.0,1.173099753717184 0.7948729712563257
-1.0,1.5092479631180256 4.1412277875509105
-0.0,-1.1453508695714685 -0.15567849492271865
-1.0,1.9397046305500465 3.430755367623314
-0.0,-1.6689604208958047 -1.161942047896626
-1.0,4.287905082572467 2.643797664646416
-0.0,0.5691715436318573 -0.6013793142266736
-1.0,2.622904412483301 1.769830678112635
-0.0,-1.0627706066421603 -1.2962746926911266
-1.0,2.5818494635089886 2.9547836545958663
-0.0,-1.555832778500785 0.6050365213516793
-1.0,0.6877755924513469 3.0627330470806617
-0.0,-0.6945984937358738 -0.5355659085722678
-1.0,3.631758943383 2.6990914911890194
-0.0,-0.10204034384758799 1.2650405538373874
-1.0,2.8618200471403488 2.7676923144816237
-0.0,-1.2337428464512885 -0.7151041760567872
-1.0,3.5209869997316807 3.280763138579491
-0.0,0.3700095159793621 -0.8614396246939711
-1.0,2.698616090611572 3.2205340189872795
-0.0,-0.8069663812258417 -0.07956402748767083
-1.0,2.929873320056276 4.030067053746698
-0.0,-1.2316919288622938 1.245687935224532
-1.0,2.9285679560367055 2.9682906465530783
-0.0,-0.3965578686363537 1.1748126835359254
-1.0,4.002714110052464 4.370338584188975
-0.0,-0.6084107635744659 -0.6092872315132073
-1.0,3.293912876563504 3.5843332356258464
-0.0,-0.8145032742370918 1.4050967895930515
-1.0,1.991600071099763 2.343264260750465
-0.0,-0.9433799779882722 1.5943129187456013
-1.0,2.369037146473894 1.9827898318071764
-0.0,-0.26885731570182714 0.47421918725401946
-1.0,3.263006333756187 3.0441051541001443
-0.0,0.21785408377528742 0.5754303556190559
-1.0,2.941128899266118 1.240818619804987
-0.0,0.736142634408259 -1.3173589352849961
-1.0,3.2027184783050644 2.9218716893221766
-0.0,1.9216539101612737 -2.2400666381338694
-1.0,2.4823406743823426 3.429705681271458
-0.0,0.0666674809216063 -0.976496437708073
-1.0,3.206108328915537 2.0828009180110976
-0.0,-0.11582094814525531 2.5093876016868366
-1.0,2.5373176496966328 2.32926952602907
-0.0,-0.9237765727032562 0.9342845305943139
-1.0,2.5300867778672123 3.2754703213122753
-0.0,0.13837351460348038 0.2533025702882705
-1.0,4.556185356940701 0.7629684714626066
-0.0,-1.8251759895063635 0.6966019254550819
-1.0,4.905392053322123 4.111245902434462
-0.0,0.09886105139472441 1.4093224263552915
-1.0,2.0484713074013223 4.874632770975326
-0.0,-0.040609033066195156 -1.3446008307073973
-1.0,3.678642687565624 4.156505531118834
-0.0,0.052003196801406706 1.2239229001362555
-1.0,3.4376496474012876 2.417529764306501
-0.0,-0.09054032070414311 -1.7571173217955876
-1.0,3.230032966809188 3.5965216835420546
-0.0,0.9100014718072797 0.5615698517199065
-1.0,3.938728443662248 3.2945250621813273
-0.0,-0.9205165004286314 -0.01425448590777016
-1.0,1.907285344344031 3.8629943281683987
-0.0,-0.8160057252300347 -0.2757475590440447
-1.0,2.3076630082503926 3.2283118851645476
-0.0,1.3000520665928303 0.581203895654615
-1.0,3.8425274250736887 3.6133028383400414
-0.0,0.13694776598217193 -1.1659103408047182
-1.0,2.688548985689179 1.5486856086329917
-0.0,-0.14378057635986438 -1.4649914115754739
-1.0,3.923705106138171 3.8281415874634783
-0.0,1.3334544187579878 -0.048721556115349604
-1.0,3.320777445436592 2.947489296620178
-0.0,-0.36251547004650103 -0.2886015741883188
-1.0,3.2163584307843567 2.9285953038088373
-0.0,0.5437339741631225 -0.23459273264636704
-1.0,2.820666118654177 4.0305429519659395
-0.0,0.04808393980018175 0.42285718084497675
-1.0,1.4686721107589078 2.6605885841423067
-0.0,1.1873828480862414 0.5487600196906772
-1.0,3.425690422789916 4.252827757634791
-0.0,-0.7323210179394448 -0.9818194354330615
-1.0,3.018263609974841 2.914037267945018
-0.0,1.005159548514262 -0.5055899932767433
-1.0,4.566046579419102 5.545663797862058
-0.0,-0.7129346827436536 2.2938920919917742
-1.0,2.869336979055624 2.5688122980246684
-0.0,1.5201806096451054 -0.7414084378784415
-1.0,1.71558426191034 2.4576286538624794
-0.0,0.8090326808020629 0.26208059965589425
-1.0,3.0163716479573077 2.4747608384001056
-0.0,0.47627288733283857 1.3085076289292734
-1.0,3.3891272567835684 3.20832981462489
-0.0,1.0488767400026389 1.2318533170755142
-1.0,3.3428160616141853 2.5497426855885075
-0.0,-0.6411040361810151 -0.4290410178863531
-1.0,2.219119637941564 2.6621113083439254
-0.0,1.5621125506487947 0.7273124535333745
-1.0,3.1459765929197636 1.3663869759433418
-0.0,-0.05263982623034547 0.43675636434345644
-1.0,1.890191705836878 3.435071392429276
-0.0,0.28718983621307775 -2.438042507707637
-1.0,5.717207001359904 2.2303522388797035
-0.0,0.17636841934036573 -0.2202348356695646
-1.0,2.7426941364254294 3.9506423829670734
-0.0,-1.118995077703066 0.6062681312772151
-1.0,4.510963440028501 2.4497214672006575
-0.0,0.07601426739661686 1.4712413920907517
-1.0,2.472822799411239 4.045939967967948
-0.0,-2.2061186560242603 0.32560701091997957
-1.0,3.250675248798315 3.268273446922124
-0.0,-0.024542349115316425 1.5505593308513355
-1.0,2.5654508852779654 2.9476923150082874
-0.0,0.8070230851041806 1.0614288963806608
-1.0,4.0121013342203655 1.7608333223695753
-0.0,-0.6895596222836047 0.035498410809669464
-1.0,1.697905057706837 4.053746875797327
-0.0,-0.3311042917990167 -0.09180266122060314
-1.0,3.720796880080382 4.467214289132983
-0.0,-0.318673057944378 -3.1474317710285202
-1.0,4.809204233917482 4.55250051737848
-0.0,0.596445093094233 0.41780789823963405
-1.0,4.432965399675368 3.4638105151117617
-0.0,-0.10285141484897965 1.747950423830727
-1.0,2.1513849154027014 3.9020766404442933
-0.0,1.5988780419195843 -0.08753929889987294
-1.0,0.9867334105272594 3.017081919852008
-0.0,-1.4952194834476749 1.0187701527429442
-1.0,2.2468599817570376 2.5883807516977395
-0.0,-1.804930212071194 0.3519094744696904
-1.0,4.1524048686549975 2.39387437993355
-0.0,0.7077190974093445 0.5703893640810606
-1.0,3.551726989450847 2.4786821848615985
-0.0,1.866022101379231 0.23733176192158173
-1.0,2.636453843734601 3.2607059005922467
-0.0,1.0052825898444602 0.5988275134415102
-1.0,2.643754787324359 3.72363185525656
-0.0,-0.9925822461102075 0.060644514219670244
-1.0,3.8994350969658136 1.9246001662480055
-0.0,0.6513177047637154 0.04450296971216735
-1.0,2.4564101844841106 3.6785165656991596
-0.0,0.2606556093620563 -0.6172755504020078
-1.0,2.4170362032345674 0.8639272362396189
-0.0,-0.6416537078444019 1.8622433251026849
-1.0,2.0247632881021267 2.538336421666863
-0.0,-1.0177991501405648 -0.8522549981552515
-1.0,3.3426117902650185 3.1635532244875586
-0.0,-0.08963512689480763 1.4555128614393191
-1.0,3.7470117779591092 3.414476280017385
-0.0,0.7721815837750134 -0.17297061945116646
-1.0,3.823597567639877 4.2427688079492665
-0.0,-0.6905817293226868 0.5838402640342898
-1.0,3.005258204213709 2.7252310853631125
-0.0,0.963732273262942 -1.3950688358262504
-1.0,3.2803836447761934 3.448945851174787
-0.0,-0.11576488451784747 1.8796627145034757
-1.0,3.905782244273501 3.3853014175990412
-0.0,0.3786078767939069 0.4054987293824608
-1.0,4.251338642737948 3.2212804055347375
-0.0,1.785664685579919 -0.4528337660796719
-1.0,0.9522164714530392 4.648272724469027
-0.0,2.06805484281029 0.3211833348167774
-1.0,3.2063266406360875 3.20907719820361
-0.0,-0.18542396323311192 -0.4721814985954186
-1.0,1.2468417100913183 2.988063666542869
-0.0,-0.9089767150726245 0.049627884005341995
-1.0,3.570670591235201 1.812766580123238
-0.0,1.9973417232460495 -0.17709723581574177
-1.0,2.810527831677345 2.0292239826226717
-0.0,0.06390562956663569 0.9110683296487658
-1.0,4.449308253046676 2.5895593413305997
-0.0,-0.18596846882351442 1.2495641818989083
-1.0,2.1189215966743986 3.7928094437779283
---------------------------------------------------------------------
To unsubscribe, e-mail: commits-unsubscribe@spark.apache.org
For additional commands, e-mail: commits-help@spark.apache.org