jobel-code/README.md

## README.md

      
    Raw
  

              README.md
            
          
    Polyglot Data Science with IPython & friends

Author: Fernando Pérez.
A demonstration of how to use Python, Julia, Fortran and R cooperatively to analyze data, in the same process.
This is supported by the IPython kernel and a few extensions that take advantage of IPython's magic system to provide low-level integration between Python and other languages.
See the companion notebook for data preparation and setup.
Used for a lecture at the Berkeley Institute for Data Science. The lecture video has a live demo of this material.
License: CC-BY.

  
## data.csv

          
            x
            y

            
              0.0
              0.09428703274649862

            
              0.02101399768287487
              -0.21682787079387694

            
              0.04202799536574974
              0.32998247004803666

            
              0.06304199304862461
              0.0036910376779959175

            
              0.08405599073149948
              -0.0544094870632954

            
              0.10506998841437436
              0.29133411420559346

            
              0.12608398609724922
              0.310718736500297

            
              0.1470979837801241
              0.03710184794855739

            
              0.16811198146299897
              0.19385680449502704

            
              0.18912597914587384
              -0.23080372945059743

            
              0.21013997682874871
              0.4754598194444005

            
              0.2311539745116236
              0.47226348579069954

            
              0.25216797219449844
              0.4936609017425528

            
              0.2731819698773733
              -0.07143553645414097

            
              0.2941959675602482
              0.2965134877139408

            
              0.31520996524312306
              0.39495610271631554

            
              0.33622396292599793
              0.5075112614675588

            
              0.3572379606088728
              0.5168053860493421

            
              0.3782519582917477
              0.7564556008394825

            
              0.39926595597462256
              0.216741161143698

            
              0.42027995365749743
              0.520141808615399

            
              0.4412939513403723
              0.46466381308230564

            
              0.4623079490232472
              0.6703516636116772

            
              0.48332194670612205
              0.7787710470956681

            
              0.5043359443889969
              0.9687162726597178

            
              0.5253499420718718
              0.6487924421695102

            
              0.5463639397547466
              0.9158718710835747

            
              0.5673779374376215
              0.4559752998461058

            
              0.5883919351204964
              0.821859705782694

            
              0.6094059328033713
              1.1098222426034332

            
              0.6304199304862461
              0.8584153034108905

            
              0.651433928169121
              1.0457914750281228

            
              0.6724479258519959
              1.2284594600580687

            
              0.6934619235348707
              1.2690396077874566

            
              0.7144759212177456
              1.2737166912460058

            
              0.7354899189006204
              1.1178291771613955

            
              0.7565039165834954
              1.2085523305960715

            
              0.7775179142663702
              1.160430948324203

            
              0.7985319119492451
              1.4346476634879184

            
              0.8195459096321199
              1.7856896638059545

            
              0.8405599073149949
              1.363698304252134

            
              0.8615739049978697
              1.2758144742466853

            
              0.8825879026807446
              1.436564698288517

            
              0.9036019003636194
              1.054058214396473

            
              0.9246158980464944
              1.5577062715745673

            
              0.9456298957293692
              1.3670737307877898

            
              0.9666438934122441
              1.5566477333034936

            
              0.9876578910951189
              1.6241865931574329

            
              1.0086718887779937
              1.8070252562351916

            
              1.0296858864608687
              1.7331681488676631

            
              1.0506998841437436
              1.891108813605713

            
              1.0717138818266183
              1.4650168717924723

            
              1.0927278795094932
              1.5033905033420423

            
              1.1137418771923682
              1.7913946882131335

            
              1.134755874875243
              1.7277602211222844

            
              1.1557698725581178
              1.8322012987848455

            
              1.1767838702409927
              1.9533801227508665

            
              1.1977978679238677
              1.894507174191391

            
              1.2188118656067426
              2.0312237287401396

            
              1.2398258632896173
              2.2409586168192526

            
              1.2608398609724922
              1.74787016968533

            
              1.2818538586553672
              1.9365386844626173

            
              1.302867856338242
              2.016956985811513

            
              1.3238818540211168
              1.915157228352737

            
              1.3448958517039917
              2.1617305993411757

            
              1.3659098493868667
              1.4695044990462909

            
              1.3869238470697414
              2.346755263624674

            
              1.4079378447526163
              1.6994786100038657

            
              1.4289518424354912
              1.9540142243834207

            
              1.4499658401183662
              2.0324245533593643

            
              1.4709798378012409
              1.7104125016036007

            
              1.4919938354841158
              1.932092715157879

            
              1.5130078331669907
              1.9488771044291837

            
              1.5340218308498657
              1.8772836619419955

            
              1.5550358285327404
              1.5481368188707556

            
              1.5760498262156153
              2.092098081216662

            
              1.5970638238984902
              1.689508668821579

            
              1.6180778215813651
              1.363753243257729

            
              1.6390918192642399
              1.6675992701153861

            
              1.6601058169471148
              1.4929715328232587

            
              1.6811198146299897
              1.518989678972056

            
              1.7021338123128644
              0.6518879009250004

            
              1.7231478099957394
              1.5650234771609497

            
              1.7441618076786143
              1.2655960185446726

            
              1.7651758053614892
              1.200656774373136

            
              1.786189803044364
              1.0132139672164098

            
              1.8072038007272389
              1.1834080615728857

            
              1.8282177984101138
              1.1572844700428722

            
              1.8492317960929887
              0.9449712689069361

            
              1.8702457937758634
              1.1003388751867371

            
              1.8912597914587383
              0.770199436323397

            
              1.9122737891416133
              0.6082151664471259

            
              1.9332877868244882
              0.41885326004336676

            
              1.954301784507363
              0.4464939140061885

            
              1.9753157821902378
              0.6691358626736834

            
              1.9963297798731128
              0.43573967652613405

            
              2.0173437775559875
              0.3339828126398665

            
              2.0383577752388624
              0.4644473825618527

            
              2.0593717729217373
              0.1064277237776948

            
              2.0803857706046123
              0.1853789263188848

            
              2.101399768287487
              0.3201020224385418

            
              2.122413765970362
              0.35629474266753264

            
              2.1434277636532366
              0.33225605736934366

            
              2.1644417613361115
              0.28491959796611266

            
              2.1854557590189865
              0.32910631521731204

            
              2.2064697567018614
              0.5176262662892887

            
              2.2274837543847363
              0.109839296007394

            
              2.2484977520676113
              0.20211465878039475

            
              2.269511749750486
              0.5788131607716548

            
              2.290525747433361
              0.1242850987814677

            
              2.3115397451162356
              0.6104516455738529

            
              2.3325537427991105
              0.156020816657225

            
              2.3535677404819855
              0.4783926051674913

            
              2.3745817381648604
              0.7958505276164087

            
              2.3955957358477353
              0.6892085463329622

            
              2.4166097335306103
              0.7833572716310165

            
              2.437623731213485
              1.0507576396020168

            
              2.4586377288963597
              0.6499207994695929

            
              2.4796517265792346
              1.1252241650348074

            
              2.5006657242621095
              1.2991169459684497

            
              2.5216797219449845
              1.275830668753998

            
              2.5426937196278594
              1.307195313270599

            
              2.5637077173107343
              1.3980001489560312

            
              2.5847217149936093
              1.7230235994943333

            
              2.605735712676484
              1.3924326262625255

            
              2.6267497103593587
              1.903817084872605

            
              2.6477637080422336
              1.8147486062636935

            
              2.6687777057251085
              1.928601211864948

            
              2.6897917034079835
              2.196074272466092

            
              2.7108057010908584
              2.251763766706309

            
              2.7318196987737333
              2.211637113563625

            
              2.7528336964566082
              2.2296439602321607

            
              2.7738476941394827
              2.385493920800681

            
              2.7948616918223577
              2.6104054328620516

            
              2.8158756895052326
              2.3551468077571522

            
              2.8368896871881075
              2.01614367546487

            
              2.8579036848709825
              1.758547230062079

            
              2.8789176825538574
              2.5145466583995195

            
              2.8999316802367323
              1.7205136112646957

            
              2.9209456779196072
              2.2355028033020905

            
              2.9419596756024817
              2.0663062219935857

            
              2.9629736732853567
              1.7328187304433138

            
              2.9839876709682316
              1.8410605026462201

            
              3.0050016686511065
              1.41349631197623

            
              3.0260156663339814
              1.6948342491959802

            
              3.0470296640168564
              1.225211982275375

            
              3.0680436616997313
              1.3375325966658254

            
              3.089057659382606
              1.2602107474366946

            
              3.1100716570654807
              0.9059763417450576

            
              3.1310856547483557
              1.27358315157639

            
              3.1520996524312306
              0.7751719459170574

            
              3.1731136501141055
              0.7184056838930605

            
              3.1941276477969804
              0.35720962825103025

            
              3.2151416454798554
              0.3454266842065717

            
              3.2361556431627303
              0.5467853336586905

            
              3.257169640845605
              0.04810795996137804

            
              3.2781836385284797
              -0.2649760702592041

            
              3.2991976362113546
              0.06169584132449482

            
              3.3202116338942296
              -0.06149482697996339

            
              3.3412256315771045
              0.18942219160248575

            
              3.3622396292599794
              0.25605182400139126

            
              3.3832536269428544
              0.04512111749786685

            
              3.404267624625729
              0.19341064591789695

            
              3.425281622308604
              0.15502940992435946

            
              3.4462956199914787
              0.2628837343218484

            
              3.4673096176743536
              0.5903816234688343

            
              3.4883236153572286
              0.7928516146939639

            
              3.5093376130401035
              0.8352510045541296

            
              3.5303516107229784
              1.1253646232783057

            
              3.5513656084058534
              1.272364619510003

            
              3.572379606088728
              1.199760718896991

            
              3.5933936037716028
              1.2400157196887907

            
              3.6144076014544777
              1.291281705897311

            
              3.6354215991373526
              1.349471635900479

            
              3.6564355968202276
              1.7300156091830594

            
              3.6774495945031025
              1.7457385690681717

            
              3.6984635921859774
              2.284177744394171

            
              3.719477589868852
              1.9315785622203046

            
              3.740491587551727
              1.6497267465629497

            
              3.7615055852346018
              2.2162488056706726

            
              3.7825195829174767
              1.4769937904058161

            
              3.8035335806003516
              1.586792806741044

            
              3.8245475782832266
              1.854161812692901

            
              3.8455615759661015
              1.6803133942079087

            
              3.8665755736489764
              1.8181215829541293

            
              3.887589571331851
              1.135191939572346

            
              3.908603569014726
              1.03164339714643

            
              3.9296175666976008
              0.9858069759360137

            
              3.9506315643804757
              0.8465371945050578

            
              3.9716455620633506
              0.46573563542895974

            
              3.9926595597462256
              0.6150177958199532

            
              4.0136735574291
              0.28227854040030514

            
              4.034687555111975
              -0.05593170482163062

            
              4.05570155279485
              -0.08820050185328651

            
              4.076715550477725
              0.18315078126159096

            
              4.0977295481606
              -0.23042439222793287

            
              4.118743545843475
              -0.2571793298707865

            
              4.13975754352635
              -0.0999819260172232

            
              4.1607715412092245
              -0.24340398263360863

            
              4.1817855388920995
              -0.50431617492975

            
              4.202799536574974
              -0.3207044398109188

            
              4.223813534257849
              -0.3145809051772469

            
              4.244827531940724
              -0.0660875532158049

            
              4.265841529623599
              -0.09482847989385279

            
              4.286855527306473
              0.36790855403938516

            
              4.307869524989348
              0.15033179677285174

            
              4.328883522672223
              0.36601183355486666

            
              4.349897520355098
              0.6519416287238422

            
              4.370911518037973
              1.184636801781128

            
              4.391925515720848
              1.1171617441775716

            
              4.412939513403723
              1.2054237787691973

            
              4.433953511086598
              1.1172360264040786

            
              4.454967508769473
              1.534353101017178

            
              4.475981506452348
              1.8171007670521293

            
              4.4969955041352225
              1.7249702922535741

            
              4.5180095018180975
              1.6385770810646945

            
              4.539023499500972
              1.5517279928683787

            
              4.560037497183847
              1.1971680468803079

            
              4.581051494866722
              1.3161222409555393

            
              4.602065492549596
              1.2298207684545746

            
              4.623079490232471
              0.8728156511447843

            
              4.644093487915346
              1.1264733882736175

            
              4.665107485598221
              0.6206552292833607

            
              4.686121483281096
              0.5037364158453278

            
              4.707135480963971
              0.15576837933202337

            
              4.728149478646846
              -0.5149011882433355

            
              4.749163476329721
              -0.3733926583803232

            
              4.770177474012596
              -0.4895766398570291

            
              4.791191471695471
              -0.3963229001074472

            
              4.812205469378346
              -0.6890871939218315

            
              4.8332194670612205
              -0.7942286766222939

            
              4.8542334647440954
              -0.7986849132828343

            
              4.87524746242697
              -0.8886178465483747

            
              4.896261460109845
              -0.9630569221353825

            
              4.917275457792719
              -0.9834146007334708

            
              4.938289455475594
              -0.5678948714845939

            
              4.959303453158469
              -0.3558829333325443

            
              4.980317450841344
              0.249107365558437

            
              5.001331448524219
              -0.040608009173703025

            
              5.022345446207094
              0.20233845146527824

            
              5.043359443889969
              0.1992400765938189

            
              5.064373441572844
              0.5275485354884621

            
              5.085387439255719
              0.7514618756521231

            
              5.106401436938594
              0.49009426874379936

            
              5.127415434621469
              0.5067880624234495

            
              5.148429432304344
              1.0585654272835328

            
              5.1694434299872185
              1.0610109488693784

            
              5.190457427670093
              0.8525357584534238

            
              5.211471425352968
              0.5012416534838943

            
              5.232485423035842
              0.5961987692083116

            
              5.253499420718717
              0.7313663909072938

            
              5.274513418401592
              -0.1936178203876623

            
              5.295527416084467
              -0.3647565438145515

            
              5.316541413767342
              -0.3025037023803415

            
              5.337555411450217
              -0.5730997131866751

            
              5.358569409133092
              -1.0639608138195455

            
              5.379583406815967
              -1.1936870927698648

            
              5.400597404498842
              -1.1003121867771797

            
              5.421611402181717
              -1.4578695062400544

            
              5.442625399864592
              -1.6147443297379096

            
              5.463639397547467
              -1.2007321839904823

            
              5.484653395230342
              -1.4627527499991468

            
              5.5056673929132165
              -1.3870180706182835

            
              5.526681390596091
              -1.1742923901910507

            
              5.5476953882789655
              -1.1442703154821237

            
              5.56870938596184
              -0.8124758234383467

            
              5.589723383644715
              -0.7567307076700628

            
              5.61073738132759
              -0.24219862383124224

            
              5.631751379010465
              -0.5125378280491243

            
              5.65276537669334
              -0.14817757149732258

            
              5.673779374376215
              -0.059543461085104284

            
              5.69479337205909
              -0.07404084969062283

            
              5.715807369741965
              0.06838207045207122

            
              5.73682136742484
              0.00720846773340722

            
              5.757835365107715
              0.14904174929020586

            
              5.77884936279059
              0.21429843688006844

            
              5.799863360473465
              -0.12806012166224962

            
              5.8208773581563396
              -0.22006598530250332

            
              5.8418913558392145
              -0.49618236638574853

            
              5.8629053535220885
              -0.8841193381431568

            
              5.8839193512049635
              -1.2012248534668872

            
              5.904933348887838
              -1.4493445088282495

            
              5.925947346570713
              -2.1075446008438767

            
              5.946961344253588
              -1.541582498748978

            
              5.967975341936463
              -2.0147229289823425

            
              5.988989339619338
              -2.2078045542029896

            
              6.010003337302213
              -2.467111374682806

            
              6.031017334985088
              -1.8561933450948547

            
              6.052031332667963
              -2.222459733873345

            
              6.073045330350838
              -2.0535376309771367

            
              6.094059328033713
              -1.7887028848220365

            
              6.115073325716588
              -1.4994796532579218

            
              6.136087323399463
              -1.5785104619899815

            
              6.1571013210823375
              -1.0042099198350283

            
              6.178115318765212
              -0.9964468106577317

            
              6.1991293164480865
              -0.5511365331477565

            
              6.220143314130961
              -0.6913880447173069

            
              6.241157311813836
              -0.6721482997464577

            
              6.262171309496711
              -0.8929737091096578

            
              6.283185307179586
              -0.6980172227961545

## polyglot-ds-prep.ipynb

      
Display the source blob

    
Display the rendered blob

    
    Raw
  

              polyglot-ds-prep.ipynb
            
          
        Loading

      Sorry, something went wrong. Reload?
      Sorry, we cannot display this file.
      Sorry, this file is invalid so it cannot be displayed.
      
          Viewer requires iframe.
      
    
## polyglot-ds.ipynb

      
Display the source blob

    
Display the rendered blob

    
    Raw
  

              polyglot-ds.ipynb
            
          
        Loading

      Sorry, something went wrong. Reload?
      Sorry, we cannot display this file.
      Sorry, this file is invalid so it cannot be displayed.
      
          Viewer requires iframe.
	x	y
	0.0	0.09428703274649862
	0.02101399768287487	-0.21682787079387694
	0.04202799536574974	0.32998247004803666
	0.06304199304862461	0.0036910376779959175
	0.08405599073149948	-0.0544094870632954
	0.10506998841437436	0.29133411420559346
	0.12608398609724922	0.310718736500297
	0.1470979837801241	0.03710184794855739
	0.16811198146299897	0.19385680449502704
	0.18912597914587384	-0.23080372945059743
	0.21013997682874871	0.4754598194444005
	0.2311539745116236	0.47226348579069954
	0.25216797219449844	0.4936609017425528
	0.2731819698773733	-0.07143553645414097
	0.2941959675602482	0.2965134877139408
	0.31520996524312306	0.39495610271631554
	0.33622396292599793	0.5075112614675588
	0.3572379606088728	0.5168053860493421
	0.3782519582917477	0.7564556008394825
	0.39926595597462256	0.216741161143698
	0.42027995365749743	0.520141808615399
	0.4412939513403723	0.46466381308230564
	0.4623079490232472	0.6703516636116772
	0.48332194670612205	0.7787710470956681
	0.5043359443889969	0.9687162726597178
	0.5253499420718718	0.6487924421695102
	0.5463639397547466	0.9158718710835747
	0.5673779374376215	0.4559752998461058
	0.5883919351204964	0.821859705782694
	0.6094059328033713	1.1098222426034332
	0.6304199304862461	0.8584153034108905
	0.651433928169121	1.0457914750281228
	0.6724479258519959	1.2284594600580687
	0.6934619235348707	1.2690396077874566
	0.7144759212177456	1.2737166912460058
	0.7354899189006204	1.1178291771613955
	0.7565039165834954	1.2085523305960715
	0.7775179142663702	1.160430948324203
	0.7985319119492451	1.4346476634879184
	0.8195459096321199	1.7856896638059545
	0.8405599073149949	1.363698304252134
	0.8615739049978697	1.2758144742466853
	0.8825879026807446	1.436564698288517
	0.9036019003636194	1.054058214396473
	0.9246158980464944	1.5577062715745673
	0.9456298957293692	1.3670737307877898
	0.9666438934122441	1.5566477333034936
	0.9876578910951189	1.6241865931574329
	1.0086718887779937	1.8070252562351916
	1.0296858864608687	1.7331681488676631
	1.0506998841437436	1.891108813605713
	1.0717138818266183	1.4650168717924723
	1.0927278795094932	1.5033905033420423
	1.1137418771923682	1.7913946882131335
	1.134755874875243	1.7277602211222844
	1.1557698725581178	1.8322012987848455
	1.1767838702409927	1.9533801227508665
	1.1977978679238677	1.894507174191391
	1.2188118656067426	2.0312237287401396
	1.2398258632896173	2.2409586168192526
	1.2608398609724922	1.74787016968533
	1.2818538586553672	1.9365386844626173
	1.302867856338242	2.016956985811513
	1.3238818540211168	1.915157228352737
	1.3448958517039917	2.1617305993411757
	1.3659098493868667	1.4695044990462909
	1.3869238470697414	2.346755263624674
	1.4079378447526163	1.6994786100038657
	1.4289518424354912	1.9540142243834207
	1.4499658401183662	2.0324245533593643
	1.4709798378012409	1.7104125016036007
	1.4919938354841158	1.932092715157879
	1.5130078331669907	1.9488771044291837
	1.5340218308498657	1.8772836619419955
	1.5550358285327404	1.5481368188707556
	1.5760498262156153	2.092098081216662
	1.5970638238984902	1.689508668821579
	1.6180778215813651	1.363753243257729
	1.6390918192642399	1.6675992701153861
	1.6601058169471148	1.4929715328232587
	1.6811198146299897	1.518989678972056
	1.7021338123128644	0.6518879009250004
	1.7231478099957394	1.5650234771609497
	1.7441618076786143	1.2655960185446726
	1.7651758053614892	1.200656774373136
	1.786189803044364	1.0132139672164098
	1.8072038007272389	1.1834080615728857
	1.8282177984101138	1.1572844700428722
	1.8492317960929887	0.9449712689069361
	1.8702457937758634	1.1003388751867371
	1.8912597914587383	0.770199436323397
	1.9122737891416133	0.6082151664471259
	1.9332877868244882	0.41885326004336676
	1.954301784507363	0.4464939140061885
	1.9753157821902378	0.6691358626736834
	1.9963297798731128	0.43573967652613405
	2.0173437775559875	0.3339828126398665
	2.0383577752388624	0.4644473825618527
	2.0593717729217373	0.1064277237776948
	2.0803857706046123	0.1853789263188848
	2.101399768287487	0.3201020224385418
	2.122413765970362	0.35629474266753264
	2.1434277636532366	0.33225605736934366
	2.1644417613361115	0.28491959796611266
	2.1854557590189865	0.32910631521731204
	2.2064697567018614	0.5176262662892887
	2.2274837543847363	0.109839296007394
	2.2484977520676113	0.20211465878039475
	2.269511749750486	0.5788131607716548
	2.290525747433361	0.1242850987814677
	2.3115397451162356	0.6104516455738529
	2.3325537427991105	0.156020816657225
	2.3535677404819855	0.4783926051674913
	2.3745817381648604	0.7958505276164087
	2.3955957358477353	0.6892085463329622
	2.4166097335306103	0.7833572716310165
	2.437623731213485	1.0507576396020168
	2.4586377288963597	0.6499207994695929
	2.4796517265792346	1.1252241650348074
	2.5006657242621095	1.2991169459684497
	2.5216797219449845	1.275830668753998
	2.5426937196278594	1.307195313270599
	2.5637077173107343	1.3980001489560312
	2.5847217149936093	1.7230235994943333
	2.605735712676484	1.3924326262625255
	2.6267497103593587	1.903817084872605
	2.6477637080422336	1.8147486062636935
	2.6687777057251085	1.928601211864948
	2.6897917034079835	2.196074272466092
	2.7108057010908584	2.251763766706309
	2.7318196987737333	2.211637113563625
	2.7528336964566082	2.2296439602321607
	2.7738476941394827	2.385493920800681
	2.7948616918223577	2.6104054328620516
	2.8158756895052326	2.3551468077571522
	2.8368896871881075	2.01614367546487
	2.8579036848709825	1.758547230062079
	2.8789176825538574	2.5145466583995195
	2.8999316802367323	1.7205136112646957
	2.9209456779196072	2.2355028033020905
	2.9419596756024817	2.0663062219935857
	2.9629736732853567	1.7328187304433138
	2.9839876709682316	1.8410605026462201
	3.0050016686511065	1.41349631197623
	3.0260156663339814	1.6948342491959802
	3.0470296640168564	1.225211982275375
	3.0680436616997313	1.3375325966658254
	3.089057659382606	1.2602107474366946
	3.1100716570654807	0.9059763417450576
	3.1310856547483557	1.27358315157639
	3.1520996524312306	0.7751719459170574
	3.1731136501141055	0.7184056838930605
	3.1941276477969804	0.35720962825103025
	3.2151416454798554	0.3454266842065717
	3.2361556431627303	0.5467853336586905
	3.257169640845605	0.04810795996137804
	3.2781836385284797	-0.2649760702592041
	3.2991976362113546	0.06169584132449482
	3.3202116338942296	-0.06149482697996339
	3.3412256315771045	0.18942219160248575
	3.3622396292599794	0.25605182400139126
	3.3832536269428544	0.04512111749786685
	3.404267624625729	0.19341064591789695
	3.425281622308604	0.15502940992435946
	3.4462956199914787	0.2628837343218484
	3.4673096176743536	0.5903816234688343
	3.4883236153572286	0.7928516146939639
	3.5093376130401035	0.8352510045541296
	3.5303516107229784	1.1253646232783057
	3.5513656084058534	1.272364619510003
	3.572379606088728	1.199760718896991
	3.5933936037716028	1.2400157196887907
	3.6144076014544777	1.291281705897311
	3.6354215991373526	1.349471635900479
	3.6564355968202276	1.7300156091830594
	3.6774495945031025	1.7457385690681717
	3.6984635921859774	2.284177744394171
	3.719477589868852	1.9315785622203046
	3.740491587551727	1.6497267465629497
	3.7615055852346018	2.2162488056706726
	3.7825195829174767	1.4769937904058161
	3.8035335806003516	1.586792806741044
	3.8245475782832266	1.854161812692901
	3.8455615759661015	1.6803133942079087
	3.8665755736489764	1.8181215829541293
	3.887589571331851	1.135191939572346
	3.908603569014726	1.03164339714643
	3.9296175666976008	0.9858069759360137
	3.9506315643804757	0.8465371945050578
	3.9716455620633506	0.46573563542895974
	3.9926595597462256	0.6150177958199532
	4.0136735574291	0.28227854040030514
	4.034687555111975	-0.05593170482163062
	4.05570155279485	-0.08820050185328651
	4.076715550477725	0.18315078126159096
	4.0977295481606	-0.23042439222793287
	4.118743545843475	-0.2571793298707865
	4.13975754352635	-0.0999819260172232
	4.1607715412092245	-0.24340398263360863
	4.1817855388920995	-0.50431617492975
	4.202799536574974	-0.3207044398109188
	4.223813534257849	-0.3145809051772469
	4.244827531940724	-0.0660875532158049
	4.265841529623599	-0.09482847989385279
	4.286855527306473	0.36790855403938516
	4.307869524989348	0.15033179677285174
	4.328883522672223	0.36601183355486666
	4.349897520355098	0.6519416287238422
	4.370911518037973	1.184636801781128
	4.391925515720848	1.1171617441775716
	4.412939513403723	1.2054237787691973
	4.433953511086598	1.1172360264040786
	4.454967508769473	1.534353101017178
	4.475981506452348	1.8171007670521293
	4.4969955041352225	1.7249702922535741
	4.5180095018180975	1.6385770810646945
	4.539023499500972	1.5517279928683787
	4.560037497183847	1.1971680468803079
	4.581051494866722	1.3161222409555393
	4.602065492549596	1.2298207684545746
	4.623079490232471	0.8728156511447843
	4.644093487915346	1.1264733882736175
	4.665107485598221	0.6206552292833607
	4.686121483281096	0.5037364158453278
	4.707135480963971	0.15576837933202337
	4.728149478646846	-0.5149011882433355
	4.749163476329721	-0.3733926583803232
	4.770177474012596	-0.4895766398570291
	4.791191471695471	-0.3963229001074472
	4.812205469378346	-0.6890871939218315
	4.8332194670612205	-0.7942286766222939
	4.8542334647440954	-0.7986849132828343
	4.87524746242697	-0.8886178465483747
	4.896261460109845	-0.9630569221353825
	4.917275457792719	-0.9834146007334708
	4.938289455475594	-0.5678948714845939
	4.959303453158469	-0.3558829333325443
	4.980317450841344	0.249107365558437
	5.001331448524219	-0.040608009173703025
	5.022345446207094	0.20233845146527824
	5.043359443889969	0.1992400765938189
	5.064373441572844	0.5275485354884621
	5.085387439255719	0.7514618756521231
	5.106401436938594	0.49009426874379936
	5.127415434621469	0.5067880624234495
	5.148429432304344	1.0585654272835328
	5.1694434299872185	1.0610109488693784
	5.190457427670093	0.8525357584534238
	5.211471425352968	0.5012416534838943
	5.232485423035842	0.5961987692083116
	5.253499420718717	0.7313663909072938
	5.274513418401592	-0.1936178203876623
	5.295527416084467	-0.3647565438145515
	5.316541413767342	-0.3025037023803415
	5.337555411450217	-0.5730997131866751
	5.358569409133092	-1.0639608138195455
	5.379583406815967	-1.1936870927698648
	5.400597404498842	-1.1003121867771797
	5.421611402181717	-1.4578695062400544
	5.442625399864592	-1.6147443297379096
	5.463639397547467	-1.2007321839904823
	5.484653395230342	-1.4627527499991468
	5.5056673929132165	-1.3870180706182835
	5.526681390596091	-1.1742923901910507
	5.5476953882789655	-1.1442703154821237
	5.56870938596184	-0.8124758234383467
	5.589723383644715	-0.7567307076700628
	5.61073738132759	-0.24219862383124224
	5.631751379010465	-0.5125378280491243
	5.65276537669334	-0.14817757149732258
	5.673779374376215	-0.059543461085104284
	5.69479337205909	-0.07404084969062283
	5.715807369741965	0.06838207045207122
	5.73682136742484	0.00720846773340722
	5.757835365107715	0.14904174929020586
	5.77884936279059	0.21429843688006844
	5.799863360473465	-0.12806012166224962
	5.8208773581563396	-0.22006598530250332
	5.8418913558392145	-0.49618236638574853
	5.8629053535220885	-0.8841193381431568
	5.8839193512049635	-1.2012248534668872
	5.904933348887838	-1.4493445088282495
	5.925947346570713	-2.1075446008438767
	5.946961344253588	-1.541582498748978
	5.967975341936463	-2.0147229289823425
	5.988989339619338	-2.2078045542029896
	6.010003337302213	-2.467111374682806
	6.031017334985088	-1.8561933450948547
	6.052031332667963	-2.222459733873345
	6.073045330350838	-2.0535376309771367
	6.094059328033713	-1.7887028848220365
	6.115073325716588	-1.4994796532579218
	6.136087323399463	-1.5785104619899815
	6.1571013210823375	-1.0042099198350283
	6.178115318765212	-0.9964468106577317
	6.1991293164480865	-0.5511365331477565
	6.220143314130961	-0.6913880447173069
	6.241157311813836	-0.6721482997464577
	6.262171309496711	-0.8929737091096578
	6.283185307179586	-0.6980172227961545