searchindex.js

Search.setIndex({docnames:["Module1_GettingStartedWithPython/GettingStartedWithPython","Module1_GettingStartedWithPython/Getting_Started_With_IDEs_and_Notebooks","Module1_GettingStartedWithPython/Informal_Intro_Python","Module1_GettingStartedWithPython/Installing_Python","Module1_GettingStartedWithPython/Jupyter_Notebooks","Module1_GettingStartedWithPython/SiteFormatting","Module2_EssentialsOfPython/Basic_Objects","Module2_EssentialsOfPython/ConditionalStatements","Module2_EssentialsOfPython/DataStructures","Module2_EssentialsOfPython/DataStructures_III_Sets_and_More","Module2_EssentialsOfPython/DataStructures_II_Dictionaries","Module2_EssentialsOfPython/ForLoops","Module2_EssentialsOfPython/Functions","Module2_EssentialsOfPython/Generators_and_Comprehensions","Module2_EssentialsOfPython/Introduction","Module2_EssentialsOfPython/Iterables","Module2_EssentialsOfPython/Itertools","Module2_EssentialsOfPython/Problems/DifferenceFanout","Module2_EssentialsOfPython/Problems/EncodeAsString","Module2_EssentialsOfPython/Problems/MarginPercentage","Module2_EssentialsOfPython/Problems/MergeMaxDicts","Module2_EssentialsOfPython/Scope","Module2_EssentialsOfPython/SequenceTypes","Module2_EssentialsOfPython/Variables_and_Assignment","Module3_IntroducingNumpy/AccessingDataAlongMultipleDimensions","Module3_IntroducingNumpy/AdvancedIndexing","Module3_IntroducingNumpy/ArrayTraversal","Module3_IntroducingNumpy/AutoDiff","Module3_IntroducingNumpy/BasicArrayAttributes","Module3_IntroducingNumpy/BasicIndexing","Module3_IntroducingNumpy/Broadcasting","Module3_IntroducingNumpy/FunctionsForCreatingNumpyArrays","Module3_IntroducingNumpy/IntroducingTheNDarray","Module3_IntroducingNumpy/Problems/Approximating_pi","Module3_IntroducingNumpy/Problems/ComputeAccuracy","Module3_IntroducingNumpy/VectorizedOperations","Module4_OOP/Applications_of_OOP","Module4_OOP/Brief_Review","Module4_OOP/ClassDefinition","Module4_OOP/ClassInstances","Module4_OOP/Inheritance","Module4_OOP/Introduction_to_OOP","Module4_OOP/Methods","Module4_OOP/Special_Methods","Module5_OddsAndEnds/Matplotlib","Module5_OddsAndEnds/Modules_and_Packages","Module5_OddsAndEnds/WorkingWithFiles","Module5_OddsAndEnds/Writing_Good_Code","changes","index","intro","module_1","module_2","module_2_problems","module_3","module_3_problems","module_4","module_5"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":4,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,"sphinx.ext.todo":2,nbsphinx:4,sphinx:56},filenames:["Module1_GettingStartedWithPython\\GettingStartedWithPython.md","Module1_GettingStartedWithPython\\Getting_Started_With_IDEs_and_Notebooks.md","Module1_GettingStartedWithPython\\Informal_Intro_Python.md","Module1_GettingStartedWithPython\\Installing_Python.md","Module1_GettingStartedWithPython\\Jupyter_Notebooks.md","Module1_GettingStartedWithPython\\SiteFormatting.md","Module2_EssentialsOfPython\\Basic_Objects.md","Module2_EssentialsOfPython\\ConditionalStatements.md","Module2_EssentialsOfPython\\DataStructures.md","Module2_EssentialsOfPython\\DataStructures_III_Sets_and_More.md","Module2_EssentialsOfPython\\DataStructures_II_Dictionaries.md","Module2_EssentialsOfPython\\ForLoops.md","Module2_EssentialsOfPython\\Functions.md","Module2_EssentialsOfPython\\Generators_and_Comprehensions.md","Module2_EssentialsOfPython\\Introduction.md","Module2_EssentialsOfPython\\Iterables.md","Module2_EssentialsOfPython\\Itertools.md","Module2_EssentialsOfPython\\Problems\\DifferenceFanout.md","Module2_EssentialsOfPython\\Problems\\EncodeAsString.md","Module2_EssentialsOfPython\\Problems\\MarginPercentage.md","Module2_EssentialsOfPython\\Problems\\MergeMaxDicts.md","Module2_EssentialsOfPython\\Scope.md","Module2_EssentialsOfPython\\SequenceTypes.md","Module2_EssentialsOfPython\\Variables_and_Assignment.md","Module3_IntroducingNumpy\\AccessingDataAlongMultipleDimensions.md","Module3_IntroducingNumpy\\AdvancedIndexing.md","Module3_IntroducingNumpy\\ArrayTraversal.md","Module3_IntroducingNumpy\\AutoDiff.md","Module3_IntroducingNumpy\\BasicArrayAttributes.md","Module3_IntroducingNumpy\\BasicIndexing.md","Module3_IntroducingNumpy\\Broadcasting.md","Module3_IntroducingNumpy\\FunctionsForCreatingNumpyArrays.md","Module3_IntroducingNumpy\\IntroducingTheNDarray.md","Module3_IntroducingNumpy\\Problems\\Approximating_pi.ipynb","Module3_IntroducingNumpy\\Problems\\ComputeAccuracy.md","Module3_IntroducingNumpy\\VectorizedOperations.md","Module4_OOP\\Applications_of_OOP.md","Module4_OOP\\Brief_Review.md","Module4_OOP\\ClassDefinition.md","Module4_OOP\\ClassInstances.md","Module4_OOP\\Inheritance.md","Module4_OOP\\Introduction_to_OOP.md","Module4_OOP\\Methods.md","Module4_OOP\\Special_Methods.md","Module5_OddsAndEnds\\Matplotlib.ipynb","Module5_OddsAndEnds\\Modules_and_Packages.md","Module5_OddsAndEnds\\WorkingWithFiles.md","Module5_OddsAndEnds\\Writing_Good_Code.md","changes.rst","index.rst","intro.rst","module_1.rst","module_2.rst","module_2_problems.rst","module_3.rst","module_3_problems.rst","module_4.rst","module_5.rst"],objects:{},objnames:{},objtypes:{},terms:{"**kwarg":12,"*arg":12,"0":[0,2,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,38,39,40,41,42,43,44,45,46,47,48],"00":[4,27,30],"000":[20,27,30,33,34],"0000001":6,"01":[10,16,25,27,30,49],"0107":30,"01766271":27,"02":[25,27,30,49],"02066753":27,"02154407":27,"025013499434122":6,"0257":30,"02622978":27,"03":[25,30,49],"03061964":27,"03186277":27,"032":30,"03561618":27,"03859972":27,"04":[6,25,30,34,49],"04660642":27,"05":[20,25,30,49],"05604927":27,"06":[30,49],"06147402":27,"0633":30,"0670819":27,"0689473":27,"07":[6,25],"07197583e":27,"07396645":27,"07944154":35,"07982542":27,"08":30,"08231909":27,"09":[16,25],"09198696":27,"09434168":27,"09475963e":27,"09542611":31,"0d":24,"0j":[6,7],"0s":31,"0th":[6,26],"0x00000146ce118620":46,"0x000001e768fe8a40":13,"0x000002a32898c6a8":12,"0x1d50de887b8":39,"0x1d50de896d8":39,"0x1d50de897b8":39,"0x1d50de89940":39,"0x1d50de899e8":39,"0x1d50de89a20":39,"0x1d50de89a58":39,"0x1d50de89a90":39,"0x1d50de89ac8":39,"0x1d50de89b00":39,"0x1d50de89b38":39,"0x20de1082608":16,"0x20de109ec18":16,"0x20de10a7728":16,"0x23e3557b3f0":16,"0x284f0008da0":42,"0x2ae8f65fcf8":39,"0x2ae8f666f60":39,"0x2ae8f68f2e8":39,"1":[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,26,27,28,29,31,32,34,35,37,38,39,40,41,42,43,44,45,46,47,48,49,54,55],"10":[0,2,4,5,6,7,10,11,12,13,14,15,16,18,19,20,24,25,26,27,28,29,30,31,33,34,35,38,39,41,43,44,47,49],"100":[2,5,6,9,10,11,12,13,20,24,25,27,30,31,33,34,35,44,47],"1000":[4,20,27,34,44],"10000":[20,22,27,30,33,34,35],"1000000":6,"10000j":6,"10071733":27,"101":13,"10499359":27,"10902314":27,"10_000j":6,"10x10":44,"11":[2,6,13,15,23,24,25,26,27,28,29,30,35,38,49],"11059942":27,"111":22,"1111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111":6,"111111111111111e":6,"1114":30,"11262121":31,"1184065659093183":33,"1184947958366696":33,"118583008105674":33,"118671202721633":33,"1187593796898447":33,"118847539015606":33,"1189356807042112":33,"119023804760952":33,"119111911191119":33,"1192":33,"12":[2,6,18,20,24,25,26,28,29,30,33,35,49],"120":2,"12233146":27,"123":[2,6,18],"125":13,"128":11,"12843546":27,"13":[2,6,24,25,26,28,29,30,33,35],"13183498":31,"13579":46,"13742886":27,"13778548":27,"14":[2,6,18,20,24,25,26,28,29,30,33,35,49],"14104602":27,"14159":33,"14159265":31,"141592653589793":45,"142":18,"1457":30,"14751557":27,"15":[2,4,6,24,25,26,28,29,30,33,35,41,44],"150":13,"153422":35,"155":48,"15574987":31,"158":48,"15x25":44,"16":[2,6,9,11,13,16,24,25,26,27,28,29,30,31,32,35,49],"160":48,"16067062":27,"16203127e":27,"167303":27,"16j":45,"17":[2,6,24,25,26,28,29,30,35,49],"1707458":27,"17648949e":27,"1797249":27,"18":[2,24,25,26,28,29,30,35,48],"180":45,"18052503":27,"1858":30,"18704635":27,"187377517639621":13,"19":[2,13,24,25,26,28,29,30,35],"19615242":47,"19972311":27,"19994461":27,"1_000_000":6,"1d":[24,31,35],"1e":6,"1e12":6,"1e3":6,"1e34":47,"1e9":6,"1j":6,"1s":[6,31],"1st":[22,35],"1x10":6,"1x4":34,"2":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,34,35,37,38,39,40,41,42,43,44,45,46,47,48,49,51,55],"20":[2,7,13,24,25,26,28,29,30,31,34,35],"200":[10,13,44],"20079858":27,"2014":4,"2019":[47,49],"2020":49,"2021":49,"2022":49,"20579899":27,"207d18d18af2":24,"21":[2,12,13,24,25,26,28,29,30,35,47],"21509113":27,"2152":30,"216":13,"21717854":27,"21721938":27,"22":[2,6,11,22,24,25,26,28,29,30,35,39],"22140276":29,"22248044":27,"22446663":27,"2246467991473532e":45,"22554093":29,"2259":30,"22930":27,"23":[2,14,18,24,25,26,28,29,30,35],"2319002":27,"234":6,"23598166":27,"23606798":35,"24":[2,6,24,26,28,35,49],"24271321":27,"24349055":27,"24393438":27,"2439418":27,"24530344":27,"2488147":27,"24970297":27,"25":[2,6,10,13,16,24,25,26,27,32,35,44],"2500":13,"25319963":27,"255":44,"256":44,"25603855":27,"257":47,"25815818":27,"25x":27,"26":[2,24,25,30,35],"2649823":27,"26713309":27,"27":[2,13,25,30,34,35],"27016051":27,"27018042":27,"2710269":27,"27470313":27,"28":[2,25,35,49],"281938481039848500192847576920":6,"2857142857142856":33,"2878":30,"29":[2,25,26,30,35,49],"29207692e":27,"295":8,"2_3_4":6,"2cool":23,"2d":[24,25,26,28,29,30,31,33,35,44],"2e10":6,"2f755f117ac9":24,"2j":6,"2mb":30,"2n":8,"2nd":10,"2r":33,"2x":[2,27],"2x2":24,"2x3":[35,44],"2x3x4":31,"3":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,37,38,39,41,42,43,44,45,46,47,48,49,50],"30":[2,3,10,27,30,34,35,49],"30103263":27,"30258509":35,"3057":30,"3072":30,"31":[2,29,30,35,49],"32":[2,11,13,28,30,31,35,44],"320":8,"3219":30,"324":18,"3283":30,"328350":13,"32x32":[30,35],"33":[2,25,34],"3333":6,"3333333333333333":[2,6],"336":30,"3379685":27,"339":30,"34":[2,6,10,25],"34257202":27,"343":13,"3471672109ee":7,"35":[2,24,26],"35300473":27,"35392007":31,"35393517":27,"36":[2,13,16,24,32,35],"36293903":27,"36375522":27,"37":26,"3711":30,"37702688":31,"38":[6,25,30],"3890561":35,"38e":6,"39":[2,27,34],"392":27,"39230485":47,"39291332":27,"39771083":31,"39836068":31,"39846429":31,"39e":27,"3d":[9,10,24,25,29,30,31,35],"3i":6,"3j":6,"3rd":[3,27,35,46,47,51],"3x":8,"3x4":[13,31],"4":[0,2,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,29,30,31,32,33,34,35,38,39,40,41,42,43,44,45,46,47,48,49],"40":[2,7,10,25,26,29,34,35,39,41],"400":13,"4000":13,"40226235":27,"41":25,"41421356":35,"42":30,"4245215":31,"42860038":27,"43":25,"44":[25,30],"44764313e":27,"44948974":35,"45":[25,26,38,45],"4524":30,"455":20,"456":6,"47":25,"4745":30,"47662691":27,"48":[27,30],"483":47,"484":47,"48x48":30,"49":[13,25,32,35],"4918247":29,"49485163":27,"49995000":35,"4d":[26,30,35],"4j":6,"4th":29,"5":[0,2,6,7,8,9,10,11,12,13,15,16,17,18,19,21,22,24,25,26,27,28,29,30,31,32,33,34,35,38,39,41,43,44,45,46,47,48,49],"50":[2,7,10,11,20,29,34,35,44],"500":[10,30,44],"5000":30,"50x75x3":44,"512":13,"52":[9,25],"526":47,"53":[2,10,29,30],"53913231":27,"54":30,"54104218":27,"54262408":27,"5468":30,"549537":31,"551115123125783e":6,"5548":30,"55779525":31,"567":6,"5687":30,"58":25,"580":34,"59":30,"59861798":27,"5999":30,"5_6_7":6,"5x":8,"6":[0,2,6,7,9,10,11,12,13,14,15,16,17,18,20,22,24,25,26,27,28,29,30,31,32,33,34,35,38,39,42,44,45,46,47],"60":[2,23],"60031823":31,"62373797":27,"64":[6,11,13,28,30,31,32,35],"64575131":35,"65":[8,10,20,30,52],"65412323":31,"65543858":31,"66":30,"662607004":6,"662_607_004":6,"66410059":27,"6666666666666665":33,"66666666666667":47,"67":30,"6721239":27,"678":30,"68":30,"69642019":27,"6gb":30,"7":[0,2,3,4,6,8,13,15,16,18,20,22,24,25,26,27,28,29,30,31,32,33,34,35,38,44,46,47],"70":[20,30],"700867387959219":30,"71":[29,30],"718281828459045":45,"71828183":[29,35],"72":[10,16],"72117344":27,"729":13,"73":30,"73205081":35,"73547021":27,"7358235":31,"74105718":27,"74695958":27,"74913595":31,"74c002a67890":10,"75":[27,30,44],"75144951":31,"75185732":31,"7568":27,"76":[25,30],"77":[10,20,29,30],"77640024":31,"78":[20,30,31,47],"78281290e":27,"7853981633974483":45,"79":[10,16,30,46],"7th":22,"8":[0,2,6,8,10,11,12,13,15,16,18,19,22,24,25,26,27,28,29,30,31,32,33,35,38,39,44,45,46,47,48],"80":[6,7,10,34],"80000":13,"80917978":27,"81":[13,16],"81395192":31,"81995588":31,"82":[16,27,30,47],"8216":30,"822":35,"8221188":29,"82842712":35,"82x":27,"83":[6,30],"84":[6,9,15,16,24,25,30,34],"842170943040401e":30,"84225739":27,"8439":30,"8474593":27,"85":[29,30,46,47],"85459947":27,"85901208":27,"86":30,"86072901":27,"86451297e":27,"86617624":31,"87":[16,20,24,30,47],"871092":45,"87154224":27,"8734":30,"8793":30,"88":[10,25,47],"88059233":27,"88185434":27,"89":30,"89552134":27,"9":[0,2,6,7,10,11,12,13,15,16,18,20,21,23,24,25,26,27,28,29,30,31,32,33,34,35,38,44,46,47,48,49,50],"90":[10,16,20,47],"9014":30,"90272":27,"90459238e":27,"9098":30,"91":16,"91909001":27,"92":[10,23,46,47],"9274":30,"93":[15,24,30],"94":23,"9437076":27,"95":[15,16,24,30],"9562879":27,"961088":27,"96212428e":27,"97654586":27,"97903817348":35,"98":[13,25,46],"980":8,"9801":13,"98223402":27,"9844352":27,"98461337":31,"99":[6,10,13,20,24],"99117993":27,"99377408":27,"99750963":27,"99759486":27,"999":35,"99900385":27,"9999":20,"\u00b5s":[20,34],"\u0113z":24,"\u4e2d\u6587\u7248":[49,50],"\u4f60\u597d":6,"absolute import":45,"abstract method":42,"abstract":[24,25,40,47],"array iter":26,"basic index":29,"basic program":11,"basic python tutori":[49,50],"best practic":47,"big-o":8,"binary fil":46,"boolean array index":25,"boolean":[10,18,23,33,34,35,47,48,52,54],"break":[2,3,6,15,21,23,47,48,52],"byte":[6,28,46],"c order":26,"c routin":35,"case":[0,2,3,4,7,8,10,11,12,13,15,17,18,19,20,22,24,25,27,29,30,34,35,38,44,46,47,48,52],"catch":[6,7,10,18,47],"char":[9,12,47],"class creat":39,"class definit":[37,38],"class funt":42,"class method":42,"class object":38,"class":[6,9,15,20,23,34,36,37,40,45,46,47,49,50,56,57],"close fil":46,"code block":5,"code styl":47,"column-major ord":26,"comparison oper":7,"console styl":5,"context manag":46,"control flow":[11,14,19],"copy index":25,"create arrai":31,"custom packag":45,"custom syntax":43,"data sci":[3,4],"default paramet":12,"default":[3,4,6,13,22,24,26,29,31,35,41,42,43,44,45,46,47,54],"do":[0,1,2,4,6,7,10,11,13,14,15,16,18,20,21,22,23,24,25,26,27,29,30,31,32,33,35,36,37,39,40,42,44,45,46,47,48,49,50,51,52,54,57],"dunder method":43,"export":3,"f order":26,"final":[0,4,6,17,18,23,29,33,40,44,45,47,48,52,54,57],"float":[2,10,13,18,19,23,24,25,29,31,34,35,41,42,43,44,47,48],"floating point precis":6,"for loop":17,"for-loop":[11,14],"function":[0,1,2,4,5,6,7,8,9,13,14,16,17,18,19,20,21,25,26,27,29,30,32,33,34,36,38,39,40,41,42,43,44,45,46,47,49,52,54,56,57],"generator comprehens":13,"get item":[10,22],"import":[0,2,3,4,6,8,9,10,12,13,15,16,17,18,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,39,42,44,46,47,49,50,52,56,57],"inline for-loop":13,"inline if":7,"int":[0,6,7,14,17,18,25,29,31,34,38,39,41,47,56],"integer array index":25,"interview prepar":[8,9,10],"is oper":7,"join directori":46,"jupyter lab":4,"linear algebra":35,"list comprehens":[13,17],"long":[1,3,6,8,10,13,17,18,29,35,41,44,45,47,52],"machine learn":34,"mismatched shap":30,"multidimensional arrai":29,"nd arrai":29,"negative index":[22,24],"nested comprehens":13,"new":[0,1,2,3,4,6,8,10,13,15,17,20,22,23,24,27,29,30,31,35,36,39,40,41,42,46,47,49,50,56,57],"no copy index":29,"null":6,"numpy arrai":[24,25,32],"object ori":[36,40,44],"ol\u00e1":6,"open fil":46,"operator overload":43,"practice problem":[17,18,19,20],"public":44,"python for data sci":[49,50],"python for deep learn":[49,50],"python for machine learn":[49,50],"python from scratch":[49,50],"python like you mean it":[49,50],"python shopping list":36,"quick introduct":2,"read fil":46,"read lin":46,"relative import":45,"return":[2,3,4,5,6,7,8,9,10,11,13,14,15,17,18,19,20,21,22,23,24,25,26,27,29,30,34,35,36,38,39,40,41,42,43,44,45,46,47,52],"row-major ord":26,"short":[2,6,11,13,27,35,52],"special method":43,"static method":42,"static":[39,47,48,56],"sub class":40,"super":40,"switch stat":7,"switch":3,"teaching python":[49,50],"throw":[24,33],"true":[2,4,6,7,8,9,10,11,12,13,14,15,18,20,21,22,23,25,26,27,29,30,32,33,34,35,37,38,39,40,42,43,44,46,47],"try":[2,6,9,10,11,13,17,20,22,23,30,33,36,42,45,47,54],"type hint":47,"utf-8":46,"valid nam":23,"var":[11,12,13,23,35,39,46],"variable nam":23,"voil\u00e0":[0,30,45],"vowel count":12,"while":[2,3,4,14,15,17,20,21,23,24,28,29,30,44,47,49,52],"while-loop":11,A:[0,2,4,6,7,8,9,11,12,13,14,21,22,23,24,26,27,28,29,31,34,35,39,40,41,42,43,44,45,46,47,49,50,51,53,54,56],And:[3,4,9,12,18,30,34],As:[0,2,3,6,9,10,12,13,14,22,23,24,25,27,29,30,33,34,35,39,41,42,44,45,47],At:[3,42,54],Be:[4,12,20,30,47],Being:22,But:[14,49,50],By:[4,6,14,21,29,32,35,42,44,46,47],For:[0,2,3,4,5,6,7,8,9,10,12,13,14,15,17,22,23,24,25,26,27,28,29,31,33,34,35,39,41,42,43,44,45,46,49,52],If:[0,2,3,4,6,7,10,11,12,13,15,18,22,24,26,27,33,35,36,45,46,47,49,50],In:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,21,22,23,24,26,30,34,35,36,38,39,40,41,42,43,44,45,46,47,54,56],Is:[2,3,13,15,30],It:[0,2,3,4,6,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,32,33,35,38,39,42,43,44,45,46,52,53,54,55,57],Its:[4,6,14,35,39,44],No:[10,12,30,47],Not:[4,24,27,30,34],Of:[2,23,24],On:[0,4,8,46],One:[6,13,14,26,27,35,44,45,46,54],Or:34,Such:[5,12],That:[0,1,3,4,5,6,7,8,9,10,11,12,13,15,17,18,21,22,23,24,26,27,29,30,33,34,38,39,40,41,42,43,45,46,47,49,50,56],The:[0,1,2,3,4,5,7,8,10,11,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,31,32,33,34,35,37,39,40,41,43,45,46,49,50,53,55,56,57],Their:[12,22],Then:[0,6,8,10,16,17,23,24,25,30,36,39],There:[0,1,2,3,4,6,7,8,11,12,13,16,17,20,22,23,29,30,31,32,34,35,41,42,44,45,46,47,48],These:[0,3,4,5,6,7,8,9,10,11,12,13,15,18,22,23,24,25,26,27,30,35,39,41,43,45,46,47,52,53,54,55],To:[0,2,4,5,6,7,10,11,15,20,22,23,26,27,29,30,32,33,34,36,39,42,43,45,46,47],Will:[7,22,34,51],With:[3,9,39,46],_:[6,23,27,35,47],__:43,__add__:[42,43],__all__:45,__contains__:43,__div__:43,__getitem__:[15,43,47],__init__:[36,37,40,41,42,43,45,47,56],__iter__:[15,43],__len__:[43,47],__main__:[37,38,39,42],__mul__:43,__next__:43,__pow__:43,__repr__:[40,41,43],__setitem__:43,__str__:43,__sub__:43,__truediv__:43,_data:43,_need:[36,43],_purchas:[36,43],_use_gpu:47,_var2:23,a0:46,a1:[29,46],a2:[29,46],a3:29,a4:29,a5:29,a6:29,a7:29,a858573fdc63:23,a8:29,a_dir:45,a_long_list_nam:47,a_max:30,a_min:30,a_mygrad_tensor:27,a_poem:46,ab:[6,13,19,46],abacus:30,abbrevi:[6,32,44],abc:[2,7,22,46,47],abcabcabc:7,abcd:[15,22,42],abcdef:26,abcdefg:22,abcdefghij:11,abid:[20,47,57],abil:[1,6,7,12,14,22,23,24,26,27,39,41,42,43,47,48,52,57],abl:[0,2,3,4,6,10,12,20,22,23,24,26,27,29,30,35,42,44,45,47,49,50,54],about:[0,2,3,4,5,6,7,8,9,10,12,13,17,20,26,27,30,31,33,35,36,39,41,42,43,44,46,47,48,52,56,57],abov:[3,4,6,12,20,24,29,30,33,34,37,39,45,47],abs_tol:6,absolut:[6,13,30,35,46],ac:22,acceler:47,accept:[9,10,12,13,15,20,22,34,35,36,40,42,43,44,46,47],access:[0,2,6,7,8,9,13,15,16,17,18,20,21,22,25,26,27,29,30,31,32,38,39,41,42,45,46,49,54,56],accident:[3,4,45],accommod:[6,7,9,10,14,20,30,36,45,47],accomod:46,accompani:[53,55],accomplish:[0,2,10,12,27,45],accord:[0,6,7,8,10,12,18,24,26,28,29,30,33,35,39,42,44,46,47],accordingli:[0,33,43,47],account:[6,7,30,48,49,50],accru:47,accumul:[0,47],accuraci:[33,49,55],accustom:47,aceg:22,achiev:[15,30,54],acquaint:[2,52],acquir:[49,50],across:[4,6,14,16,20,33,34,46,47],act:[35,52],action:[2,5,6,27,30,35,40,46,47],activ:[3,4,27,45],actual:[3,6,7,12,13,17,19,22,24,27,29,30,31,33,39,47,51,52,57],ad:[4,8,9,11,13,20,23,25,36,38,43,46,47,48,49,50,52,57],adam:6,add:[0,1,3,6,8,9,10,12,14,15,25,30,33,35,36,42,43,44,47,48,49,50,56],add_2:12,add_3:29,add_new_item:[36,43],addit:[3,6,7,9,10,12,14,31,33,35,38,42,44,45,47],addition:[0,4,20,25,27,36,39,41,44,45],address:[12,13,20,30,39,42],adher:[14,26,47],adjust:[4,24,26],ado:3,adopt:[42,47],advanc:[1,3,10,13,24,26,27,32,48,49,54],advantag:[8,9,35],advis:[3,14,46],aeiou:[11,46],aeiouaeiou:[12,47],aesthet:47,affect:[0,2,14,23,29,39,41,43,44,47],afford:24,afoot:20,aforement:[0,3,14],after:[2,3,6,9,10,11,12,13,17,20,21,24,30,38,47,53,55],afterward:29,ag:6,again:[2,8,13,21,27,29,30,41,47],against:[8,17,20,34],agre:24,aha:18,ahead:17,aid:47,aim:[25,44],air:47,aj:[49,50],ak:24,aka:47,akaclass:47,akin:[6,38],albeit:30,albert:46,alert:47,alex:49,alexding123:[49,50],alfr:6,algebra:[8,9,54],algorithm:[10,15,19,20,27,47,52],alia:[3,39,45,47],alias:[45,47],alias_nam:45,alic:20,alien:6,align:[6,30,44,47],alik:[4,5,13,49,50,51],all:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,25,27,29,30,32,33,34,35,36,38,39,40,41,42,43,44,45,46,47,48,49,50,52,56,57],all_cap:47,all_fanout:17,allclos:[30,35],allevi:30,alloc:[6,29],allot:6,allow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,17,19,22,24,25,26,27,29,30,31,32,34,36,38,39,40,43,44,45,46,47,51,52,57],almost:[6,8,10,24,27,30,47],alon:[30,46],along:[2,6,9,11,13,15,18,20,21,25,26,28,29,30,31,32,33,35,44,45,47,49,50,52,54],alongsid:[47,48],alpha:[33,44],alphabet:[6,24,36,47],alphanumer:23,alreadi:[3,4,6,7,8,10,13,22,29,36,38,39,40,42,45,46,47],also:[1,2,3,6,7,8,9,10,12,13,15,18,19,20,22,23,24,25,26,27,29,30,31,32,33,34,35,38,39,40,42,43,44,45,46,47,48,49,50,51,53,54,55,57],altern:[4,6,7],although:[0,4,6,10,13,15,17,22,24,25,26,35,38,41,44,46,47,52],altogeth:12,alwai:[2,4,6,7,10,11,14,18,20,24,25,26,27,30,35,36,40,42,44,45,47],alyosha:47,am:[4,6,13,14,15,22,23,45,46,47,49,50],ambigu:[24,54],amend:[23,31],among:[0,4,6,10,20,22,24,27,35,42,47,54],amort:8,amount:[6,26,31,35,36,44,46,52],amp:44,amplitud:44,an:[0,1,3,5,6,7,8,9,10,11,13,14,15,16,17,18,19,20,21,22,23,25,27,28,32,33,34,35,36,37,38,40,42,43,44,45,46,47,48,49,50,51,52,54,56],anaconda3:3,anaconda:[2,4,44,45,51],analog:[27,35],analysi:[6,8,33,41,48,49,50],analyt:45,analyz:[4,8,46,47,54],anchor:47,anew:46,angi:16,angl:45,ani:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,20,21,22,23,26,27,28,29,30,33,35,38,39,41,42,43,45,46,51],anim:44,annabel:[49,50],annabellelew:[49,50],annot:[12,44,47,48,57],anoth:[0,4,6,7,9,10,13,20,22,25,26,29,30,33,39,40,41,43,44,45,47,56],another_long_nam:47,answer:[0,4,6,25,35,46],anticip:[19,42],anyon:[0,19,57],anyth:[0,6,7,10,12,42,44,46,47],anywher:[6,7,12,21,45,47],apart:[4,27],api:[44,57],appear:[0,2,4,5,6,13,17,22,23,44,45,47,48],append:[2,6,8,9,11,13,15,17,18,22,23,33,34,39,42,43,46,47],appendix:43,appendleft:9,appl:[2,6,9,10,12,13,16,20,22,36,37,38,43,47],applepie_yum_yum:23,appli:[17,24,25,30,33,35,39,47,54],applic:[3,4,9,24,26,27,35,44,49,50,52,54,56],apply_fanout:17,appreci:[13,20,33,43],approach:[27,30,34],appropri:[12,19,20,23,25,26,27,30,36,39,46,47],approv:47,approx:[27,33],approxim:[6,12,33,35],ar:[0,1,2,3,4,5,7,8,9,11,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,49,50,51,52,53,54,55,57],arang:[24,25,26,27,33,35,44,54],arbitrari:[22,25,30,38,43,47,53],arbitrarili:[6,13,25,27],archiv:46,arctan:27,area:[33,41],area_:33,aren:[0,20],arg1:47,arg2:47,arg3:47,arg4:47,arg5:47,arg6:47,arg:[12,20,21,43],argmax:[34,35],argmin:35,arguabl:[0,19],argument:[7,10,13,15,20,21,29,31,34,37,38,39,43,44,46,47,52],aris:52,arithmet:[2,6,7,29,30,35],arm:[7,17,25,28,45,51,52,54],around:[6,32,39,41,47],arr1:35,arr2:35,arr:[24,29],arrai:[7,22,23,27,33,34,41,44,45,47,48,49,54,57],arriv:[10,54],arrow:47,artichokesap:[49,50],artifact:43,as_integer_ratio:6,ascrib:[7,22,24],ashlei:[10,15,23,24],asid:1,ask:[22,49,50],aspect:[6,17,21,25,43,44],assign:[0,2,4,5,7,11,12,15,20,22,24,37,38,39,45,49,52,54],assist:47,associ:[3,6,7,8,10,34,35,44,45,47],assort:[24,30],assum:[0,3,6,7,8,10,17,19,21,22,33,34,42,46,47],assumpt:[44,47],assur:46,asterisk:12,astrophys:54,astropi:54,astyp:44,atrophi:47,attempt:[3,6,11,17,22,23,38,42,45],attent:[15,41,47,52,56],attr:[38,40],attribut:[27,36,37,40,41,42,43,45,49,54,56],attribute_nam:38,attributeerror:[37,38],audienc:27,augment:[36,54],author:[27,45],auto:[41,45,47,54],autocomplet:[1,2,4,48],autodiff_librai:27,autom:47,automat:[6,14,17,24,29,36,37,39,41,42,44,46,47,48,49,50,54],autoreload:45,avail:[2,4,5,6,8,9,10,22,24,31,35,38,44,45,46,47,49,50],averag:[27,30,33,35,52],avoid:[2,6,13,15,30,31,35,47],awai:[2,12,47,49,50],awaken:30,awar:[0,4,6,44,46],ax1:44,ax2:44,ax3:44,ax4:44,ax5:44,ax6:44,ax:[4,24,27,28,29,33,35,54,57],axi:[24,25,26,28,29,30,32,33,34,44],b9d20096048c:13,b:[0,2,4,6,7,9,10,12,15,17,20,22,23,25,26,29,37,39,40,42,43,44,46,47],b_attr:40,back:[3,4,11,26,27,47,49,50],backend:48,background:[5,44],backtick:5,backward:[0,27],bad:[14,20,33,38,42,47,49,50],bad_dict:10,bad_f:12,bad_func1:12,bad_func2:12,bad_func3:12,bad_func4:12,bad_merge_max_map:20,bagel:46,balanc:52,banana:[10,16,20,47],bar:[14,44,48],bare:[45,54],base:[0,4,6,7,12,17,18,20,22,23,24,25,30,31,44,45,47],base_fanout:17,base_numb:17,bashrc:3,basic:[0,4,5,7,11,13,15,22,24,27,30,32,38,39,41,44,45,46,49,50,52,54],basic_math:45,basic_modul:45,basket:6,batch:34,batman:6,bcd:22,beauti:44,becaus:[0,3,5,6,7,8,9,10,11,12,13,15,20,22,24,25,26,29,31,33,34,35,42,45,46,49,50],becom:[0,4,7,9,11,13,15,16,24,31,35,38,45,47,49,50,51,52],bedrock:46,been:[0,3,4,6,8,10,13,18,22,24,29,30,33,35,36,38,41,45,47,49,50,52],beet:43,befor:[3,8,10,11,13,14,20,24,27,30,36,41,45,46],begin:[0,2,3,5,6,7,8,9,14,20,22,23,24,25,27,29,30,33,36,38,42,46,47,49,50,51,52,56],beginn:[3,4],behav:[6,9,10,11,12,17,18,20,22,25,27,29,30,33,34,35,39,41,42,43,47,56],behavior:[6,7,9,12,17,18,19,20,22,23,25,30,35,42,43,44],behind:[13,23,29,30,48],being:[0,1,3,4,5,6,7,10,11,12,13,15,18,20,23,24,25,26,29,30,33,35,36,37,38,39,40,41,42,43,44,45,46,47,49,50],belong:[6,7,16,32,37,41],below:[3,4,9,27,30,33,38,46,52],beneath:[4,11],benefit:[4,31,35,44,45,47],best:[6,20,23,25,35,44,46,49,50,57],better:[10,20,26,46],between:[0,2,3,4,5,6,13,14,17,22,24,29,30,33,35,39,40,44,47,48,54,56],beyond:[2,6,10,12,13,17,24,27,29,30,42,43,45,57],bi:6,biff:47,big:[1,3,8,10,25,27,29],bigg:27,biggest:47,billion:6,bin:[3,44,45],binari:[3,17,46,47],bind:38,bit:[6,12,13,16,26,28,31,35,44,46],bj:6,black:[47,52],blank:[12,14,44,47],bloat:30,block:[4,5,6,7,11,14,21,27,34,46,52],blog:[49,50],blogospher:22,blue:[4,30,35,44],board:[33,48],bob:[2,6,20],bodi:[7,9,11,12,14,18,38,39,42,47],bogus_path:46,bohm:9,bohr:9,boil:0,boiling_point:47,bokeh:44,bolster:[42,52],bone:45,book:[9,30,46,47,49,50],bookkeep:[24,26],bookmark:0,bool:[6,10,11,12,13,15,18,25,35,39,47,52],bool_ind:25,bool_index:25,boope:22,boopeeboopeeboopeeboopeeboope:22,border:4,both:[0,4,6,7,8,9,11,12,22,23,24,25,26,29,30,35,37,40,41,42,44,45,46,47],bottleneck:[20,30],bottom:[0,4,6,7,11,12,13,22,23,35,44,45],bound:[17,24,27,33,38,41,44,45],box:[1,48,52],brace:[8,10,14],bracket:[6,8,10,14,22,43,46,47],brad:[15,24],branch:[7,14,52],brand:42,bread:36,brian:[16,23],brief:[5,35,45,47,48,49,51,56],briefli:[3,7,9,16,21,24,41,44,46],bring:[0,4,42],broadcast:[25,26,27,29,32,33,35,44,47,49,54],broadcast_to:[30,44],broadli:39,broken:[18,48],brought:56,browser:[4,44],bruce:[6,47],bud:47,bug:[0,6,7,10,15,20,29,47,48],buggi:53,buggy_merge_max_map:20,build:[2,3,14,24,26,30,35,40,45,48,51],built:[2,6,7,8,9,10,12,13,15,16,19,22,25,26,29,33,36,38,39,40,41,42,45,46,47,52],builtin:38,bullet:43,bunch:[30,52],button:3,bwsi:[49,50],bye:[6,12],c0:44,c2:44,c:[0,2,3,4,6,8,9,10,12,14,15,20,21,22,23,29,32,35,40,41,42,43,44,45,46,47,54],calcul:[17,30,32,35],calculu:27,calibr:45,call:[0,2,3,4,5,6,7,9,10,11,12,13,17,18,20,23,24,27,29,30,31,32,34,35,38,39,42,43,44,46,47,52,57],callabl:17,callout:48,came:[3,10],camel:38,camelcas:47,camera:45,can:[0,1,2,3,4,5,7,8,9,11,12,13,14,15,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,52,56,57],cannot:[4,6,8,9,10,11,12,13,21,22,23,24,29,30,39,46,47,54],capabl:[0,1,4,15,18,27,35,41,44,45,47,54],capit:[6,41,42,47],capsul:12,caption:5,captur:47,capword:47,care:[0,8,10,12,17,18,20,30,36,45,46,47,51],carefulli:[30,35,47],carpent:[49,50],carri:[0,26,27,36,41,45],carrot:10,casefold:47,cassi:[15,16,24],cast:[12,18],casual:38,cat:[2,6,9,12,16,21,22,34,38,39,41],cat_dog_goose_oth:34,catcatcat:22,categori:[24,47],catwoman:6,caught:[49,50],caus:[0,11,14,20,23,27,29,45,46],caution:[6,36],caveat:3,cavemen:30,cavewomen:30,cba:7,cdot4:30,cdot5:30,cdot6:30,cdot7:30,cdot:[30,35],ceaselessli:11,celin:47,cell:[20,34,51],celsiu:47,center:[6,30,33,40,41,47],center_of_mass:30,centric:27,certain:[2,30,46],certainli:[10,27],chain:[7,16,27],challeng:[27,53],chanc:[4,27],chang:[0,2,3,4,6,10,17,20,22,23,24,27,29,30,33,39,45,47,49,50],changelog:49,channel:[30,44,45],charact:[0,1,2,6,7,9,11,14,23,41,43,46,47,52],characterist:47,charli:38,chart:44,cheat:44,check:[0,1,2,6,7,8,9,10,13,18,20,22,24,29,30,35,38,39,43,45,46,47,52],chees:10,chines:[49,50],chocol:47,choic:[18,47],choos:[20,24,27,31,44,47],chosen:[27,47,49,50],chronolog:48,chunk:4,cindi:20,circl:[33,44],circuit:[11,52],circumst:[21,23],cite:47,civil:[31,38],cl:[42,47],clariti:14,class_:47,class_func:42,classa:9,classb:9,classif:[49,55],classifi:[34,47],classification_accuraci:34,classification_scor:34,classmethod:42,classnam:38,claus:[7,13,18,52],clean:[9,15,47,52],cleaner:[6,34,47],clear:[7,12,13,18,24,30,32,33,35,42,46,47,52],clearli:[17,47],clever:[18,20,22,30],click:[3,4],clip:30,clipboard:5,clockwis:41,close:[4,6,30,33,35,46,47,49,50],closur:47,cloth:43,cloud:45,cmap:44,cmath:6,cmd:[0,2,3],cnt:[5,38],cnt_div_by_3:14,co:[4,27,35,44],code:[0,2,3,6,7,8,9,10,11,12,13,14,15,17,18,19,20,21,22,23,24,27,29,30,32,33,34,35,36,37,38,39,40,44,45,46,48,49,50,51,52,53,54,55,57],coerc:[27,30],coexist:41,coffe:43,coher:[35,47],col:[13,25,44],collabor:[1,47],collect:[0,3,6,7,8,10,11,15,22,24,27,30,35,38,41,45,46,47,49,52],colleg:[49,50],colon:[7,9,11,12,22,47,48],color:[1,4,5,30,35,44],colormap:44,column:[24,25,28,29,30,32,33,34,35,44,54],com:47,comb_l:16,combin:[12,16,21,29,30,35,39,43,54],come:[0,2,3,5,6,8,12,15,22,30,35,46,47,52,56],comfort:[16,19,35],comma:[6,12,13,22,47],command:[0,3,4,7,13,20,27,34,44,45,47],commensur:44,comment:5,common:[2,3,4,6,8,9,10,13,14,20,22,23,24,25,32,35,39,42,46,47,52],commonli:[0,6,7,12,26],commun:[1,4,47,49,50,57],comp_var:21,compact:10,compani:47,compar:[6,7,8,9,10,13,20,21,24,30,34,35,47],comparison:[0,6,9,19,20,33,35,47,52],compat:[0,3,6,30,36,43,47],compet:[4,49,50],compil:[32,35,47],complac:[49,50],complain:42,complet:[1,3,4,6,7,8,9,10,11,18,19,24,26,27,31,33,34,43,45,46,47,49,50],complex32:28,complex64:31,complex:[9,23,27,31,45,47,52],complic:[10,13,33],complicated_numpy_funct:27,compon:[29,45],composit:27,compound:7,comprehens:[4,18,19,21,34,43,48,49,52,53,54,56,57],compris:[30,31],comput:[0,1,2,4,5,6,8,12,13,14,17,19,21,22,24,27,30,33,34,39,41,45,46,47,48,49,51,52,54],compute_area:[40,41],compute_corn:41,compute_exp:12,compute_student_stat:47,con:1,concat_to_str:18,concaten:[2,17,18,22,31,42],concept:[10,11,14,24,26,40,41,49,56],concern:[13,17,45,47,52],concis:[7,15,17,30,33,44,47,52,54],conclud:[8,12,23,25,30,42,45,47,56],conclus:54,concret:[11,26,30,39,47],conda:[51,57],condens:7,condit:[6,10,11,13,14,18,20,25,30,47,48,49,52],condition:14,conduc:0,conduct:[4,11],config:45,configur:[0,1,45,47,49,50],confirm:42,conflict:[3,23,45,47],conform:0,confus:[0,6,13],conjunct:[15,25,27,46],connect:[4,44],consecut:7,consid:[7,8,11,13,14,17,18,19,20,22,24,25,26,27,29,30,35,39,40,42,45,47,53,55,57],consider:[36,52],consist:[7,12,14,22,23,24,33,39,43,45,47],consol:[2,3,4,5,6,14,20,23,34,41,43,44,45,47],constant:[8,45,47,54],constraint:[20,34,47],construct:[6,8,9,13,14,15,22,24,25,31,42,44,45,46,52,56],constructor:[6,10,13],consult:[6,9,43,44,47],consum:[9,10,22,30],consumpt:[13,30],contact:56,contain:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,20,21,22,23,24,25,27,28,29,30,31,32,33,35,36,38,39,44,45,46,47,52,56,57],content:[0,2,4,6,7,8,9,10,11,12,13,15,21,22,23,24,25,29,30,31,32,34,35,39,43,45,46,47,50],context:[1,2,11,12,15,21,25,28,29,35,39,43,46,57],context_manag:46,context_vari:46,continu:[20,23,24,52],continuum:45,contour:44,contract:[20,38],contrast:[21,35,38,42,47],contribut:[47,49,50],contriv:16,control:[1,6,11,15,18,19,26,43,44,49,52],convei:[8,15,30,40,44,47],conveni:[0,2,6,7,8,13,24,27,30,35,42,43,44,45,46],convent:[38,42],convers:18,convert:[6,13,18,22,45,46,48],convinc:[20,25],convolut:[17,47],cook:[20,30],cool:10,coord:30,coordin:[9,10,30,33,36,44],copi:[5,20,23,24,25,29,30,39,43,45,47,49,50],core:[2,8,16,47,49,50,54],corner:[4,41],cornerston:[49,50,52],correct:[22,34,47,53],correctli:[7,20,34,47],correspond:[0,6,9,10,12,13,15,16,18,19,21,22,24,25,26,27,29,30,31,33,34,35,44],corrupt:46,costli:4,could:[0,2,4,6,7,10,16,20,24,26,30,32,35,42,44,47,49,50],count:[0,2,6,8,9,10,12,14,15,16,19,22,33,34,39,47],count_even:12,count_vowel:[12,47],counterpart:29,coupl:[6,18],cours:[0,1,2,3,4,12,14,23,24,27,46],coursework:27,courtnei:47,cout:0,cover:[6,10,12,15,35,46],cow:[10,12,15,16,21],cpython:[0,2,3,4,8,10,47],craft:57,creat:[0,1,2,3,6,7,10,15,16,18,20,22,23,24,25,26,27,29,30,32,33,35,36,37,38,40,41,42,45,46,47,49,50,51,52,54,56,57],creation:[9,30,31,38,39,41,46],creativ:22,creator:[45,47],credit:17,criterion:20,critic:[3,4,8,14,22,26,29,30,39,41,45,47,49,50,51,54,57],cross:[3,43],crowd:47,crucial:27,crude:33,crust:46,cryptic:6,ctrl:4,cube:[7,45],cue:[2,24,35],cumsum:33,cumul:33,curat:[34,45],curi:9,curli:[6,8,10,14],current:[0,4,6,13,33,42,45,47,48,49,50],current_num:15,curriculum:[49,50],cursor:4,curv:[1,4,33,44],custom:[6,41,44,45,46,47,56],custom_dot_product:47,custom_inherit:47,customiz:1,cut:4,cute:18,cx:41,cy:41,cycl:44,d1:39,d2:39,d3_arrai:24,d5_arrai:24,d:[2,4,6,9,10,12,15,20,24,25,26,27,30,42,43,44,45,47,49,50],d_sinc:4,dabbl:51,dai:[0,3,57],danger:[7,49,50],dangl:30,darshan:48,dart:[49,55],dart_posit:33,dash:[33,44,47],data1:46,data2:46,data:[1,2,3,4,13,20,22,25,26,27,28,30,32,34,35,41,44,45,46,47,49,50,51,52,54,56,57],databas:[45,47],datafram:41,dataset:[24,44],datatyp:31,date:[0,6,47,49,50],datum:34,davi:47,david:[9,10,16,46,48,49,50],davidmascharka:48,dd:4,deactiv:3,dead:[3,7],deal:[2,6,8,10,17,25,30,34,35,45],debat:19,debug:[1,4,20,47],debugg:1,decid:[1,33],decim:[2,6,10,30],decis:47,decod:46,decor:42,decreas:27,dedic:[1,15,29],deduc:33,deem:24,deep:[22,27,49,50],deepen:41,deeper:[13,44,45],deepli:[45,49,50],def:[4,5,8,10,14,17,18,19,20,21,23,27,29,30,34,36,37,38,39,40,41,42,43,45,47,52],defacto:42,default_rng:31,defaultdict:[9,45],defin:[0,2,4,5,6,9,11,12,13,14,18,20,21,23,24,29,31,32,35,36,37,40,41,42,43,45,46,47,49,52,54,56],definit:[1,8,10,11,12,13,14,15,21,24,26,29,30,35,36,37,39,40,41,42,45,47,56],deg_to_rad:45,degre:[33,45,54],deleg:35,delet:4,deliev:45,delight:1,delimit:[6,7,11,12,43,46,47,52],deliv:45,deliveri:45,delv:[23,25,29,35],demand:[13,52],demarc:12,demo:2,demonstr:[5,6,7,9,10,11,16,17,20,21,22,23,25,26,27,29,30,31,35,38,39,42,43,44,45,46,47],denot:[0,4,6,7,8,12,24,35,38,46],dens:27,depend:[1,3,8,10,11,19,23,26,27,45,46,54],depict:[24,33],deriv:[4,54],descend:27,descent:27,describ:[0,9,18,28,35,39,40,41,45,47,52],descript:[5,6,8,9,12,20,25,26,45,47,48],deserv:15,design:[0,2,6,9,19,24,27,34,35,38,41,42,43,44,46,47,52,53,54,55],desir:[4,19,20,24,26,27,30,42,43],desktop:[45,46],despit:[20,45,47],detail:[3,4,5,6,10,12,15,22,23,24,25,26,30,35,42,44,45,46,47,48,52],detect:[10,45],determin:[0,6,7,8,17,25,29,30,31,33,40,43,47],dev:[20,31,33,34],develop:[0,4,30,36,44,45,47,48,49,50,51,54],deviat:[19,33,35],devic:[6,49,50],devis:20,df:[4,27],df_dx:27,diag_indices_from:25,diagon:25,diagram:[22,24,30],dict1:20,dict2:20,dict:[9,10,15,20,39,42,56],dictat:[10,38],dictionari:[7,8,12,13,15,18,23,41,42,43,46,47,49,52,53],did:[2,6,8,11,17,18,20,27,33,36,42,47,51],didn:[26,33,42],diff:[27,30],differ:[1,2,4,6,7,8,9,10,12,13,14,18,20,21,22,26,27,29,30,32,41,42,44,45,47,48,49,51,52,53,54,56],difference_fanout:53,difference_upd:[36,43],different:27,differenti:[0,1,41,48,49,50,54],difficult:[25,47],digit:[6,18,30,35,49,50],dilig:[6,45],dim:25,dimens:[25,26,28,29,31,32,33,35,49,54],dimension:[26,27,28,30,31,32,41,44,54],ding:49,direct:[27,30,35,45],directli:[0,1,3,6,13,22,27,29,34,45,46],directori:[0,3,4,44,45,46],discard:6,discern:[10,28,47],disclosur:27,discov:38,discret:44,discuss:[1,3,6,7,10,11,12,13,20,22,23,24,25,26,27,28,29,30,35,37,40,41,42,43,45,46,47,48,51,52,54,56],disk:46,dismai:6,dispatch:54,displai:[2,5,6,22,23,27,33,41,43,57],dispos:6,dist:30,dist_from_origin:33,distanc:[33,47,54],distil:[44,49,50,52],distinct:[5,7,9,12,15,22,23,25,29,32,35,39,40,41,44],distinctli:5,distinguish:[1,5,9,32,41,42,46,52,56],distribut:[2,3,9,31,35,44,45,51],distutil:45,div:35,dive:[3,13,22,43,45,54],divers:[44,47],divid:[6,30,31,33,34,35,43,47],divide_func:45,divis:[6,7,14,30,35,43],divorc:29,dlib:47,doc2:7,doc:[12,33,47],docstr:[12,20,38,47,57],document:[0,1,2,4,49,50,52,54,56,57],doe:[2,4,6,7,8,9,10,12,13,18,20,22,23,24,25,27,29,31,35,39,40,42,44,45,47,51,52],doesn:[4,9,10,15,20,22,30,42,49,50],dog:[2,9,12,16,21,22,34,38,47],domain:[4,25,27,31,34,44],don:[4,5,6,7,10,17,24,27,29,46,47,49,50],done:[4,26,35,38,45],doom:30,dot:[6,30,35,38,44,45],dot_index:7,doubl:[2,6,8,39,43,47],down:[0,18,24,27,35,45,46,49,50,57],downgrad:[45,48],download:[0,1,3,45],downsid:[5,9,10],downstream:20,dpi:44,draw:[31,41,44,56],drawn:[8,16],dream:30,drill:45,driven:27,drop:[48,49,50],dropbox:47,dropdown:4,dtype:[25,28,31,32,35],duck:47,dude:2,due:[10,35,45],dummi:[38,39,42,45],dummy_inst:39,dump:46,dunder:[39,43],dure:[0,13,33,45,47],dutifulli:27,dx:[4,27,41],dy:[27,41],dynam:44,dynload:45,e7cf39509d06:10,e:[0,3,5,6,8,9,10,12,13,14,15,18,20,21,22,23,25,26,27,28,29,30,31,33,34,35,38,41,42,43,44,45,46,47,49,50,51,52,54],each:[7,8,9,10,11,12,13,14,15,16,17,18,20,22,24,25,26,27,28,29,30,31,32,33,34,35,38,39,41,44,45,46,47,52,53,54,55],earli:[4,11,27],earlier:[6,10,13,17,24,30,33,39,47],easi:[1,3,15,20,27,35,45,46,47,52],easier:[26,33,36,43,47],easiest:45,easili:[1,4,5,12,17,20,30,33,49,50],echo:43,econom:13,ed60a54ccf0b:13,edg:[12,18,19,24,30,48],edit:[1,4,47,49,50,51],editor:[0,1,4,45,47],educ:[27,51],edward:10,effect:[3,4,6,9,10,14,20,26,27,30,33,35,38,44,45,47,52,54],effici:[2,8,9,10,13,14,15,16,29,30,35,47,52,54],effort:4,egg:43,eigenvalu:35,eight:[7,14,18],einstein:9,either:[6,7,9,11,12,20,24,26,27,30,35,36,38,42,46,47],electr:6,electron:44,eleg:[1,7,15,25,33,40,43,44,57],elegantli:[6,27],element:[8,9,10,13,16,17,22,23,24,25,26,27,28,29,30,32,33,35,36,42,43,47,52],elementari:27,elementwis:[33,35],elif:[12,14,15,18,20,23,52],elimin:34,elppa:22,els:[12,13,14,15,18,19,20,21,23,33,34,42,43,46,47,52],elsewher:[14,23],elucid:45,email:52,emb:[4,44],embark:[14,51],embed:44,embellish:47,embodi:[38,45],embrac:44,emerg:4,emmi:[39,46],emphas:[6,18,30,49,50,53,55],emphasi:[47,49,50],empow:56,empti:[6,7,9,10,11,12,17,19,20,22,24,26,30,31,39,47],emul:[43,44],enabl:[1,3,4,17,27,41,43,44,45,46,47,52,54],encapsul:[12,14,21,29,37,39,41,47,52,56],enclos:11,encod:[34,46,49,53],encount:[3,6,9,11,13,15,21,22,24,39,41,42,46,47],encourag:[3,47],end:[0,2,3,4,6,7,8,9,11,12,13,14,15,16,17,22,23,25,26,27,30,32,33,35,38,46,47,49],endear:35,endeavor:[27,52],endl:0,endors:1,endswith:6,enforc:47,engin:[0,6],english:[0,6,18,47],enhanc:[47,57],enjoi:33,enough:[4,6,26,47,49,50],enrol:9,ensur:[0,3,6,20,22,36,46,47],entail:[0,10,23,38,45],enter:[2,4,5,9,11,12,14,36,46],entertain:33,entir:[2,6,8,13,15,18,21,22,23,29,34,35,43,45,46],entireti:[8,35,53,55],entri:[2,6,8,9,12,15,22,23,24,25,26,29,30,31,32,35,36,39,44,45,47],enumer:[16,17,20,26,30,33,45],env:3,envelop:12,environ:[0,4,27,43,44,45,48,49,51],envis:30,ep:44,equal:[4,6,7,9,10,13,25,28,30,31,35,40],equat:[2,4,6,25,27,30,33,44],equip:[27,52],equival:[6,7,9,11,12,13,17,18,19,20,22,24,25,29,30,31,35,39,40,42,43,47],eras:[4,46],err_low:44,err_upp:44,error:[0,1,4,5,6,7,10,11,12,17,19,22,23,24,34,42,44,46,47,48],errorbar:44,esc:4,especi:[0,1,4,17,18,24,25,28,45,47],essenti:[0,4,5,9,10,11,13,15,16,25,27,35,40,41,44,45,49,50,51,53,55,56,57],establish:[30,56],estim:[6,49,55],etc:[1,3,20,22,27,29,33,35,38,47,49,50,56],euclidean:[30,47],euler:[9,39,45],evalu:[4,7,10,11,12,15,18,20,27,31,38,44,47],even:[4,5,6,7,8,10,11,12,13,14,15,17,18,21,25,27,30,32,36,38,39,42,45,46,47,49,50],even_gen:13,evenli:[4,6,27,31,44],event:[9,46],eventu:[46,47],ever:[2,4,5,7,11,12,13,15,30],everi:[0,3,4,5,11,13,14,20,22,27,29,33,35,39,46,47],everyth:4,everywher:[34,35],evolv:33,ex:[0,2,3,37],exact:[6,13,25,30,39,47],exactli:[6,9,10,13,14,25,27,30,35],exagger:47,exam:[10,20,23,24,30],exam_1:20,exam_1_scor:16,exam_2:20,exam_2_scor:16,exampl:[0,2,5,6,7,8,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,30,31,34,35,37,39,40,41,42,43,44,45,47,51,52,57],example_arrai:28,example_default_dict:9,example_dict:10,example_gen:13,example_scop:21,exce:[6,11],exceedingli:[12,47],excel:[1,2,4,9,43,47],except:[6,12,13,23,47],exception:0,excit:4,exclud:[5,12,13,22,31,43],exclus:[4,13,31,35],execut:[0,1,2,3,4,6,7,11,12,14,18,21,37,38,39,41,42,44,45,52],exemplifi:47,exercis:[18,52,53,54,55,57],exhaust:[6,9,13,25,35,43,49,50],exhibit:25,exist:[0,3,6,8,9,10,20,21,23,30,38,40,43,46,47,56],exit:[11,12,17,20,46],exp:[6,27,29,35,44],expand:[7,14,41],expect:[0,3,5,8,12,13,27,33,35,38,42,44,45,46,47],expel:18,experi:[0,1,27,33,47],experienc:[49,50],experiment:6,explain:[4,6,22,42,45],explan:[8,43,46,53,55],explanatori:5,explicit:[0,10,12,24,29,30,33,35],explicitli:[7,9,13,16,22,26,30,35,39,42],exploit:27,explor:[2,4,22,46],expon:6,exponenti:35,expos:[6,24,47],express:[6,8,10,11,12,17,18,20,27,29,34,35,38,43,47,48,49,52],expression_1:7,expression_2:7,expression_n:7,extend:[6,7,26,33,44,47,53],extens:[1,6,15,33,35,44,46,47,53],extent:[17,41],extern:42,extra:[17,18,30,53],extract:[7,9,13],extran:57,extraordinarili:46,extrapol:[18,24],extrem:[1,10,13,15,20,25,29,33,42,43,46,52],f8487d9d0863:[6,7],f:[0,4,6,8,9,12,27,29,34,35,38,43,44,46,47,54],face:[42,45],face_detect:45,face_detector:45,facial:45,facilit:[1,4,8,9,15,25,26,27,44,45,47,54],fact:[0,4,6,7,10,12,13,23,27,35,41,43,47,56],factor:[8,27,44],factori:[2,6,12,19],fail:[7,9,23,46],failur:17,fairli:0,faithfulli:47,fall:[14,19,24,25,30,33,44],fallen:33,fals:[2,6,7,8,9,10,11,12,13,15,18,22,23,25,29,33,34,35,38,39,43,46,47],familiar:[0,1,2,3,6,7,8,9,15,18,19,27,29,32,33,35,44,47,51,52],fanci:[12,18],fancier:13,fanout:[49,53],fantast:[6,46,51],far:[6,15,22,24,26,29,37,39,41,43,44,45,47,52],farmer:6,fascin:27,fashion:[20,24,35],fast:[10,16,35],faster:[3,8,34,35,45],favor:[0,6],feat:27,featur:[0,1,2,4,9,13,14,15,31,32,41,44,45,47,48,49,50,54,57],fed:[2,9,10,13,20,35,44],federici:[49,50],feed:[9,12,13,31,34,35,39],feedback:[49,50],feel:[4,13,22,33,43,51,52],fell:[10,15,33],fermi:[9,39],few:[0,2,6,8,12,13,14,16,36,43,47,56],fewer:[17,29],feynman:9,fg:22,fidel:47,field:[6,45],fig:[4,27,33,44],figsiz:44,figur:57,file12345:46,file1:46,file2:46,file3:46,file4:46,file:[0,1,3,4,7,21,23,44,45,48,49,57],file_var:21,filefilefil:46,filenam:[1,7,44],fill:[26,29,30,31,35,44],fill_between:[33,44],fill_diagon:25,filter:[7,9,13,19],find:[0,3,4,5,6,7,8,9,11,13,16,17,20,22,26,27,29,30,33,34,43,45,46,47,56],find_alpha:47,find_packag:45,fine:[6,31],finish:39,finit:[6,13,22,27],first:[0,1,2,3,4,6,7,9,10,11,12,13,14,15,17,18,20,22,24,26,27,29,30,33,34,35,39,41,42,43,45,46,47,48,54,56,57],first_item:7,fit:46,five:[6,18,22,31,34,47],fix:[0,5,47,48],flag:47,flake8:47,flaw:20,flesh:45,flexibl:[10,12,14,23,25,29,38,44,45,47],flip:[20,24],float16:31,float32:31,float64:28,float_kei:10,floor:6,flour:43,flow:[4,11,15,18,19,49,50,52],fly:47,focu:47,focus:44,folder:[0,4],folli:10,follow:[0,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,32,34,35,37,38,39,42,43,44,45,46,47,49,50],food:[10,43],footprint:30,for_block:21,forai:41,forc:46,forego:2,foregon:16,foremost:[0,1,45,47],forese:12,forget:46,forgiv:14,form:[0,2,6,7,9,13,15,16,18,22,23,25,29,30,31,35,39,42,43,45,46,47,56],formal:[4,6,7,8,11,14,24,25,30,34,38,47,48,52],format:[0,1,2,4,12,18,23,38,40,41,43,44,46,47,49,51],formatt:47,former:[2,7,43,53,55],formul:30,formula:[33,45,47],forth:3,fortran:26,fortun:[13,17,27,30,46,47,49,50],forward:[0,11,25,27,30,41,57],found:[4,6,7,9,20,24,27,31,43,44,46,47],foundat:[0,49,50,54],four:[9,14,18,24,31,34,35,38,47],frac:[4,6,12,13,27,28,30,33],frac_correct:34,fraction:[6,19,33,34,44],framework:45,free:[0,1,13,15,20,27,30,40,45,47,49,50],freeli:[3,29],frequent:[0,2,6,8,13,47],fresh:51,friend:33,friendli:[42,46],from:[0,1,2,4,6,7,8,9,10,11,12,13,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,32,33,34,35,36,38,39,41,42,43,44,45,46,47,48,49,50,51,52,54,56,57],fromkei:42,front:18,frozen:[9,10,23],frozenset:[9,10],fruit:[10,49,50],fruit_or_veggi:10,fulfil:45,full:[2,7,13,24,26,27,30,35,43,44,45,47],fuller:56,fulli:[0,1,33,41,56],fun:[17,33,49,50],func:[12,21,27,42,47],func_a:47,func_b:47,func_block:21,func_c:47,func_d:47,func_nam:47,func_var:21,fundament:[6,29,47,54],funni:24,further:[3,7,20,24,27,41,56],furthermor:[4,6,7,8,12,15,22,25,26,29,30,33,39,44,47,49,50],futur:0,fx:27,fyi:24,g:[0,3,5,8,9,10,13,14,15,18,20,22,23,25,27,28,31,34,35,38,41,42,43,44,45,46,47,49,50,51,52],game:[7,35],gather:36,gaug:47,gauss:9,gaussian:[31,44],gen:13,gen_1:[13,16],gen_2:[13,16],gener:[0,1,2,4,6,7,9,10,11,12,15,16,17,18,19,22,23,24,25,26,30,31,33,34,35,40,41,43,44,45,46,47,49,51,52,53,54,56,57],genesi:[49,50],genexpr:13,get:[0,1,3,4,5,6,8,9,10,12,17,18,22,24,25,29,30,34,35,38,39,42,43,45,46,47,49,50],get_first_and_last:47,get_max:10,get_zip:45,getattr:38,getitem:43,getsitepackag:45,gfedcba:22,gheliabci:15,git:1,give:[3,14,21,22,24,27,33,34,39,43,45,54,57],given:[0,4,5,6,7,8,9,11,12,13,14,15,16,17,19,20,22,24,25,26,27,29,30,33,34,35,39,40,41,42,44,46,47,52],glad:52,glanc:[15,17,26,30,42,44],glare:30,glimps:2,glob:57,global:20,go:[0,2,4,8,11,26,30,39,44,45],goal:[41,44],goe:[6,23,27,47],good:[1,4,7,14,15,18,20,22,32,45,46,48,49,50,53,55,57],good_f:12,goodby:13,googl:[4,43,57],goos:[30,34],goosei:38,got:[49,50],gracefulli:36,grad:27,grade:[9,10,15,23,24,27,30,46,47,52],grade_book:47,grade_lookup:47,gradebook:[9,24,47],gradient:27,graduat:[45,49,50],grai:44,grammar:[0,47,48],grammat:0,grape:[10,20,36,38,43],graph:[13,44],graphic:44,grasp:[22,39],grayscal:44,great:[2,4,6,9,10,12,13,15,22,35,47,49,50],greater:[6,7,13,20,25],greatest:20,greatli:[15,34,41,42,43,47,52,57],green:[4,30,35,44],grid:[4,27,30,31,33,35,44],grigg:[49,50],groceri:10,grocery_list:47,gross:[6,14],gross_merge_max_map:20,group:[6,46,47],grow:[4,13,47,52],grumpi:0,guarante:[0,6,7,10,18,33],guess:[20,25,35],gui:12,guid:[27,44,49,50,51,57],guidelin:[47,57],gush:4,h:[9,15,16,22,25,30,35,40,41,43,47],ha:[0,1,3,4,6,7,9,10,11,12,13,14,16,20,21,22,24,26,27,28,29,30,31,32,33,34,35,37,38,39,42,43,44,45,46,47,49,50,51,52,54],had:[4,6,10,17,18,19,21,27,30,33,35,45,49,50,54],half:44,hand:[4,6,10,13,26,27,47],handi:[22,46],handl:[3,4,7,12,18,19,26,27,36,43,46,47],hang:[35,47],haphazardli:[27,29],happen:[4,6,7,11,13,15,21,24,42,51],happi:[12,45],happili:47,hard:[6,14,16,18,20,29,47,49,50,54],harmon:13,hasattr:[38,43],hash:[9,10],hashabl:[10,42,47],haskel:4,hasn:10,hat:[2,6,9,22],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,25,26,27,29,30,32,33,34,35,36,38,39,40,41,42,43,44,45,46,47,49,50,52,53,54,55,56],he:[2,47,49,50],header:[4,47,48],health:7,heard:27,heavi:[1,20],heavili:[0,41],heed:6,height:[40,41,44],heisenberg:9,hello:[0,2,6,11,12,13,15,18,22,38,39,41,43,47,49,50],hello_world:7,help:[0,1,4,6,7,11,12,13,15,17,20,22,23,27,30,33,36,39,45,46,47,49,50,54],helper:18,her:[7,9,39],here:[0,1,4,5,6,8,9,10,11,15,16,18,19,20,21,23,24,25,26,27,29,30,33,34,35,38,39,40,41,42,43,44,45,46,47,48,49,50,52,53,55,57],herein:42,heterogen:[8,10],hi:[6,7,12,15,18,38,39,42],high:[1,4,24,31,34,35,43,44,47,49,50],higher:[6,24,26,27,30,44,47],highest:[8,34],highli:[1,3,6,7,10,15,27,35,44,46,54],highlight:[1,2,47],hill:46,him:16,hint:[2,6,22,48,57],hist:44,histogram:[44,57],histor:41,historgram:44,histori:33,hit:[2,4,33,42,46,47],hline:33,hobbi:0,hold:[2,6,9,11,12,47,52],home:[3,45],homogen:[28,35],hood:[0,8,15,17,27,35,36,39,42,43,45,46,52],hope:[27,52],hopefulli:[8,14,33,49,50],hopper:9,horizont:[27,30,31,33,35,47],horrai:34,host:45,hous:[45,47],how:[0,2,3,4,6,8,10,12,13,14,19,20,22,23,24,27,30,33,35,39,41,42,43,44,45,46,47,49,50,52,54,57],howev:[6,7,8,10,12,13,15,18,20,22,24,29,31,34,35,36,38,41,45,46],hstack:31,html:47,http:47,huge:[0,1,4,29,47,49,50],human:[0,47],hundr:[13,27,33,49,50],hydra:[49,50],hyperbol:35,hypothet:[33,34],i:[0,2,3,4,5,6,9,10,13,14,15,16,17,18,19,20,21,22,23,24,26,27,29,30,31,33,34,35,36,38,39,42,43,44,45,46,47,49,50,52,54],id:[0,4,14,34,45,47,48,51],idea:1,ideal:[10,24,44],ident:[4,6,7,23,44,45,56],identifi:[11,20,22,24,39,47],idiomat:47,if_block:21,ignor:[9,30,36],ii:[16,30,49,52],iii:[30,49,52],ill:22,illustr:[25,27],imag:[4,6,30,34,35,46,47,54,57],imagin:33,imaginari:[6,30],imbal:20,immedi:[2,6,9,11,12,15,16,17,18,20,24,30,31,40,45,47],immut:[6,8,9,10,22,52],imort:45,impact:[10,20,30,47,54],implement:[0,8,10,14,15,20,22,30,35,36,41,42,43,46,47,54],impolit:2,impos:24,imposs:[12,22],imprecis:6,improv:[0,15,33,41,43,47,48,49,50,52,57],imread:44,imsav:44,imshow:44,in_arg1:21,in_arg2:21,in_circl:33,in_str:[12,47],inaccess:[1,43],inadmiss:30,inadvert:20,inch:44,includ:[0,2,3,5,6,7,9,10,11,12,13,14,15,20,22,23,24,27,31,33,35,36,38,39,40,41,44,45,46,47,48,51,52,53,54,55,57],include_i:[12,47],inclus:[9,13,31,47],incompat:[6,10,30,48],inconsequenti:15,inconsist:[14,47],incorpor:27,incorrect:[14,48],increas:[6,8,14,26,27],increasingli:[47,57],incred:[1,24,35],increment:[0,2,6,15],ind0:25,ind1:25,ind2:25,ind3:25,ind4:25,ind:25,ind_0:25,ind_1:25,ind_2:25,inde:[4,29,30,42,47],indel:54,indent:[7,11,12,14,38,46],indentationerror:14,independ:[3,4,7,13,15,20,25,31,33,34,39,57],index:[2,6,7,8,9,10,13,15,17,18,19,26,27,30,32,33,34,35,41,43,45,47,48,49,54],index_2d:25,indexerror:[7,22,24],indic:[2,5,6,9,12,13,17,25,28,29,30,35,42,44,45,46,47],individu:[2,6,9,22,24,29,32,33,35,39,41,43,45,46],industri:27,ineffici:30,inequ:[6,20],inevit:[6,29],infer:[1,47],influenc:[49,50],info:6,inform:[0,6,8,12,23,27,29,35,41,42,44,45,47,48,49,51],inher:[10,26],inherit:[41,47,49,56],init:[33,37,39],initi:[3,9,13,15,17,20,23,24,30,31,37,39,42,45,47,52],inject:6,inlin:[4,13,18,19,20,27,44,52],inner:[17,31],innermost:17,input:[2,4,5,6,7,8,10,12,13,15,17,18,21,23,24,26,27,29,30,35,36,38,42,43,44,47],input_str:38,insert:[6,24,26,29],insid:[10,14,21,46],insidi:20,insight:[25,45,54,57],inspect:[1,4,6,13,22,28,33,38,41,43,46,47,57],inst:42,instal:[1,2,4,27,47,49,50,51,57],instanc:[0,1,3,4,5,6,7,8,9,10,13,15,16,18,22,23,24,25,26,27,29,30,35,36,37,38,40,41,43,44,45,46,47,49,56],instantan:27,instanti:[37,39],instead:[1,2,3,4,6,7,8,9,13,17,22,24,26,27,30,31,32,33,34,35,36,40,42,44,45,46,47],instruct:[0,3,4,13,14,22,25,27,29,30,31,34,35,39,44,45,46,47,48],instuct:0,int32:[28,31,32],int64:25,int_to_str:18,integ:[0,2,5,7,8,10,11,12,13,16,18,20,22,23,26,28,31,34,35,38,39,43,44,47,48,54],integer_flag:47,integr:[0,47,51],intellisens:1,intend:[29,47],intens:[44,47],intention:27,inter:[15,45],interact:[3,39,41,42,43,44,45,56],interchang:[6,24,47],interest:[13,27,30,41,49,50,57],interfac:[1,2,4,6,8,22,24,25,32,44,46,52,54,56],intermedi:[17,29,30],intermediari:26,intern:47,internet:4,interpet:0,interpret:[2,3,4,6,8,15,21,25,30,31,33,44,45,47,51],interrupt:11,intersect:[8,9],interv:[8,14,27,31,33],intra:57,intro:41,introduc:[7,8,9,11,15,18,27,30,31,35,38,41,44,46,47,48,49,51,52,54,56,57],introduct:[1,14,32,39,40,45,48,49,51,52,54,56],introductori:0,intuit:[0,6,13,15,24,25,26,30,35,36,51,54],invalid:[9,12,23],invalu:54,inventori:52,invers:[26,35,44,46],invert:[10,35],inverted_x:10,investig:23,invok:[3,9,12,13,25,27,29,30,35,37,39,42,43,44,46,48,52],involv:[6,8,10,13,15,26,29,46,52],inward:47,io:46,iostream:0,ipynb:[4,46],ipython:[1,2,3,4,5,6,7,10,13,20,23,24,34,44,45,47,48],irrat:[33,45],irrespect:[25,40,45],is_bound:12,is_in:8,is_in_circl:33,is_in_slow:8,isalpha:9,isclos:[6,25],isdigit:6,isinst:[6,7,18,22,32,36,37,39,40,43,47],islow:13,isn:[0,4,6,9,12,21,22,47],isort:47,issu:[3,5,6,42,49,50,57],issubclass:[40,41],isupp:7,it_var:21,item1:[6,9],item2:[6,8,9],item3:6,item:[2,5,6,7,8,9,10,11,12,13,15,16,18,19,22,23,24,25,26,29,35,36,39,43,44,47],item_to_transcript:18,item_to_transcript_alt:18,itemn:6,items:28,items_to_pric:10,iter:[6,8,9,10,11,12,14,16,17,18,20,22,29,30,35,36,38,39,42,43,46,47,49,52,54,56],iter_3:16,iter_4:16,iter_cnt:15,itertool:[15,21,34,39,49,52],ith:8,its:[0,2,3,4,6,7,8,9,10,11,12,13,15,17,18,20,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,38,39,40,41,42,43,44,45,46,47,49,50,52,53,54,55,57],itself:[6,10,12,17,26,37,41,42,45,47],j:[6,8,13,20,24,29,30,31,35,38],jack:6,jackenzi:6,jan:47,jane:6,jargon:6,java:[0,14],javascript:44,jax:27,jedi:[47,48],job:[8,18],join:[2,6,13,18,22,43,44,54],journei:27,jpg:44,judici:[7,17,24],julia:[4,54],jump:27,jupyt:[1,3,5,11,14,20,34,43,45,46,47,48,49,51,57],jupytext:48,just:[4,6,7,8,9,10,13,16,17,18,20,22,27,30,33,35,36,41,42,45,46,47,49,50,51],jython:0,k1:10,k2:10,k3:10,k:[0,4,6,8,10,12,13,23,24,27,29,30,31,34,35,37,38,39,41,43],kamasi:39,keen:[3,20,30,34,47,54],keep:[0,1,5,6,9,10,13,15,17,18,20,24,29,30,33,36,43,47,48],kei:[2,8,9,12,20,35,42,43,44,52,56],kept:[49,50],kernel:[4,11,45],key1:10,key2:10,key3:10,keyboard:[4,43],keyerror:[9,10,20],keyword:[29,31,34,44,46],kid:6,kill:4,killer:27,kind:13,king:47,kit:[49,50],know:[0,3,4,8,11,12,13,15,17,22,25,27,31,33,34,35,38,39,41,42,45,47,49,50],knowledg:[17,36,45],known:[0,2,6,10,13,15,17,21,22,26,27,29,34,35,38,41,43,45,46,47,54],kwarg:[12,47],l:[6,15,17,18,20,43,47],l_2:30,lab:[48,51],label:[4,24,27,33,34,44],labmat:[4,49,50],labor:47,lack:[22,49,50],ladi:46,laid:[4,26,35,44],lame:6,land:[3,33],landscap:54,languag:[1,2,3,6,8,12,14,21,22,23,26,27,35,41,47,49,50,51,52,54,56,57],laptop:1,larg:[0,1,4,6,13,18,19,30,41,44,45,47],large_int:6,large_num:6,larger:[6,8,20,30,45],largest:[10,15,20,24,30,34],lassi:47,last:[2,6,7,10,11,13,22,23,24,25,26,29,33,38,45,47],lastli:[5,6,10,29,35,36,41,44,45,46,47,51],late:46,later:[0,2,4,6,12,24,30,35,45,46],latest:[0,3,24,49,50],latex:[4,44],latter:[2,7,18,47],laundri:31,layout:[24,25,30,35,41,44,45],ldot:30,lead:[6,14,15,18,29,30,31,35,41,45,47,57],lean:[49,50],learn:[0,2,6,7,8,12,13,26,27,30,36,39,41,43,44,45,46,47,49,50,51,52,54,57],learning_python:45,least:[6,11,22,24,25,29,47,49,50],leav:[6,7,12,17,20,29,30,38,39,46],left:[7,12,15,23,25,26,30,35,44],legend:[4,27,33,44],legibl:47,leisur:24,len:[2,6,7,8,10,12,13,16,17,19,20,22,34,43,47],length:[2,6,8,13,16,22,24,28,30,31,35,40,43,47],leq:[27,35],less:[0,6,7,10,20,22,24,34,35,38,44],lesson:[6,15,20],let:[2,3,4,6,8,10,11,13,14,18,20,21,24,26,27,30,31,32,33,35,36,37,39,40,41,42,43,44,45,46,47],letter:[6,9,11,13,15,22,38,46],level:[0,3,8,14,35,37,43,44,45,47,56],leverag:[3,6,7,33,34,35,39,40,41,43,44,45,46,47,54,57],lew:[49,50],lexicon:41,li:[7,42,49,50],lib:[3,45],liber:[21,47],librari:[0,2,3,4,6,24,27,31,32,35,41,44,45,46,47,48,49,50,51,54,57],liebnitz:27,lieu:[36,45,46],lifetim:47,light:[6,30,35,40,42],lightweight:[1,47],like:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,17,18,20,21,23,24,26,27,29,30,31,32,33,34,35,38,39,41,42,44,45,46,47,51,52,53,55,56,57],likewis:[7,41],limit:[6,10,17,27,35,45,46],limitless:17,linalg:33,line:[2,4,5,6,7,12,13,14,18,30,33,34,44,46,47,57],linear:[8,44,54],linearli:[8,13,14,44],linestyl:[33,44],link:[33,48,52,53,54,55,56,57],linspac:[4,27,44,54],lint:47,linter:47,linux:[0,2,3,46],list1:23,list2:23,list:[0,3,4,7,9,10,11,12,15,16,18,19,20,21,22,23,24,25,26,27,29,31,32,33,35,38,39,41,42,43,44,45,46,48,51,52,53,56],list_famous_dog:47,list_of_ag:47,list_of_dummi:39,list_of_nam:47,list_of_peopl:39,list_of_stud:47,list_of_temperatur:47,list_purchased_item:36,list_unpurchased_item:36,listofstud:47,liter:[0,6,27,48],littl:46,live:[3,44,47],ll:[2,4,10,12,18,27,30],ln:[27,35],load:[44,57],load_databas:45,load_ext:45,loc:44,local:[4,27,45,47],locat:[3,22,27,29,41,44,45,46],log10:[6,35],log2:35,log:[6,15,23,27,29,31,33,35,44],log_:35,logarithm:[6,35,44],logic:[10,14,18,20,23,25,33,34,36,42,52,54],logical_and:25,logical_or:25,long_variable_nam:47,longer:[0,11,13,20,29,45,47],longev:47,look:[0,1,2,4,6,7,10,12,14,18,22,24,27,28,29,30,34,35,39,41,42,44,45,46,47,51],lookup:[9,10],loop:[5,10,12,13,14,15,18,19,20,32,33,34,35,38,39,47,49,52,53],loosei:38,lost:[6,24],lot:[12,49,50],love:[49,50],low:[34,35],lower:[6,8,9,10,12,13,30,33,38,44],lowercas:[2,6,9,13,46,47],ls:[4,16,27],lstrip:18,luckili:46,luxuri:6,m:[4,14,15,16,22,28,30,33,43,47],mac:[0,2,3],machin:[0,2,3,4,6,8,27,41,45,46,47,49,50,54,57],machineri:13,maco:46,mad:7,made:[0,6,16,18,20,29,30,33,45,47,49,50],magic:[20,44,45],magnitud:[30,44],mai:[0,1,5,6,7,8,12,13,15,17,18,20,23,24,25,26,29,30,35,38,42,43,46,47],mail:45,main:[0,36],maintain:[0,3,10,45,47],major:[0,3,4,6,14,16,22,25,30,31,32,34,35,46,47,49,50,54],make:[1,2,3,4,5,6,7,9,10,12,13,14,15,17,18,20,22,24,25,26,27,29,30,32,33,34,35,36,39,41,42,43,44,45,46,47,49,50,52,53,55],manag:[3,4,10,17,42,46,47,57],mani:[0,1,2,3,4,6,8,9,12,13,14,16,17,22,24,26,27,29,31,33,35,44,45,46,47,49,50,52,54,57],manifest:[2,26,30,52],manifestli:[6,24],manipul:[2,39,41,44,52,54,56],manner:47,manual:[3,13,15,20,46],manufactur:19,map:[0,8,9,12,18,20,35,42,47],march:47,margin:[49,53],mari:46,mark:[0,2,4,6,36,43,44,47,54],mark_purchased_item:[36,43],marker:44,mascharka:[48,49,50],mass:30,massiv:[4,30,35,44,46],master:39,match:[12,20,24,25,30,34,35,44,46,47],materi:[10,13,29,35,45,47,49,50,53,55,57],math:[2,4,12,27,35,45],mathcal:[8,9,10],mathemat:[2,4,6,7,8,27,29,30,31,32,47,54,56],mathrm:27,matlab:[35,54],matmul:30,matplotib:44,matplotlib:[3,4,27,33,49,51,54,57],matric:[35,44],matrix:[13,25,30,35,44],matter:[2,4,6,10,12,18,22,24,26,30,42,52],matur:[4,41,47,57],max:[10,12,15,20,30,34,35],max_kei:10,max_key_optim:10,max_num:47,max_or_min:12,max_red_quad:35,max_val:[10,30],maximum:[10,20,35],me:[6,7,46,47],mean:[1,2,3,4,6,7,8,10,11,12,13,15,17,20,21,22,23,24,27,29,30,31,32,33,34,35,37,40,41,43,45,46,47,51,52,53,54,55,56,57],mean_exam_scor:30,mean_i:30,mean_imag:35,mean_in_circl:33,mean_x:30,meaning:21,meaningfulli:8,meant:[5,6,7,11,12,13,18,22,23,42,43,47,53,55],measur:[6,27,49,55],meaur:44,mechan:[6,9,17,22,23,29,30,39,47,54,56],median:[35,47],melon:43,member:[6,8,9,11,12,13,15,17,22,45,47],membership:[7,8,9,10,13,22,43,47,52],memor:[8,35],memori:[0,6,10,12,13,15,16,22,23,28,29,30,39,42,47,52],mention:45,menu:[2,4],mere:[2,5,8,18,20,27,30,38,39,41,44,45,47],merg:[18,43,47,49,53],merge_max_map:20,mess:[45,51],messag:42,messi:7,met:[14,18,25,52],method:[6,8,13,15,18,25,26,28,29,30,31,32,36,37,38,40,41,44,45,46,47,49,56],methodolog:26,metric:19,mg:27,mi:[43,46],microsecond:35,microsoft:[0,1,45,47],middl:[2,9,44],might:[0,2,15,20,24,30,45,47],milk:[10,36,43],mill:0,million:27,min:[12,15,17,27,35],min_blu:35,mind:[5,6,9,17,20,23,29,30,33,47],mine:[53,55],miniconda3:45,minim:27,minima:27,minimalist:44,minimum:[27,35,45],minor:[0,42,53],minut:3,mirror:[8,10,13,27],misapprehens:47,miser:27,mislead:13,miss:[9,12,30,48,49,50],misspel:1,mistak:[0,1,20,27,29,47,48,49,50],mistakenli:[12,36,47],mix:[2,5,12,22,35],mkdir:[46,48],mkl:[35,45],mobil:[49,50],mod:[6,35],mode:[4,12,23,27,45,47],model:[21,30,45,49,55],moder:1,modern:[14,41,44,51,56],modif:46,modifi:[1,6,39,42,45,46,47],modul:[1,2,3,7,10,12,13,14,15,16,23,24,27,32,35,39,40,41,46,48,49],modular:[14,52],module5_oddsandend:[45,46],module_nam:45,modulo:[6,35],moment:[0,3,14,36],momentarili:39,monitor:[30,35],montalcini:9,month:[0,4],moo:[2,6,8,9,10,12,16,22,42],more:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,18,19,20,22,24,25,26,27,29,30,31,33,34,35,36,37,38,39,41,43,44,45,46,47,48,49,50,51,52,54,56,57],moreov:[34,49,50],mortal:27,most:[0,4,6,7,9,10,13,14,15,21,23,24,27,30,43,44,45,46,47,51,54],most_common:9,motiv:[3,8,27,46],move:[11,17,30,39,41,57],moveabl:4,movi:6,ms:[20,34],much:[0,1,2,4,6,10,14,20,30,31,33,34,43,46,49,50,52,56],multi:[6,7,24,27,31,32,46,47],multidimension:[24,26,28,31,35],multipl:[2,4,5,6,10,16,17,18,22,27,29,30,32,35,36,41,43,44,45,46,49,52,54],multipli:[30,32,33,35,43],multivari:27,must:[2,6,7,8,9,10,11,12,13,14,20,22,23,24,25,26,27,29,30,34,35,39,42,45,46,47],mutabl:[6,8,9,10,20,22,52],mutat:[8,9,20,22,23],mxnet:41,my:[2,4,6,8,12,34,35,36,38,49,50,51],my_arch:46,my_archive_fil:46,my_arrai:46,my_cod:0,my_cub:45,my_dequ:9,my_dict:10,my_dir:45,my_fil:[7,46],my_fold:46,my_func:[5,14,21],my_imag:44,my_list:[2,7,8,12,15,21,36],my_loaded_grad:46,my_modul:45,my_open_fil:46,my_script:0,my_squar:40,my_text:0,mygrad:[41,48,49,50,54],mygui:38,mylist:43,mypi:[47,48],n:[2,3,6,8,9,10,12,13,14,15,16,18,22,26,28,30,31,32,33,34,35,38,39,41,42,43,46,47,54],n_:[17,33],n_circl:33,n_total:33,na:46,naiv:42,name:[1,2,3,4,6,7,10,15,16,20,21,22,24,27,35,36,38,39,42,43,45,46,52,56],name_to_scor:10,namedtupl:9,nameerror:[6,11,21],namespac:[4,21],nan:[30,48],nano:0,nanosecond:8,napolean:47,narrow:47,nativ:[1,3,4,35,44,47],natur:[2,6,17,22,24,30,35,46,57],navig:[3,4,45,47,48],nbsphinx:48,ncircl:33,ncol:44,nd:[24,28,31,35,47,49,54],ndarrai:[22,25,27,28,29,30,31,32,34,47,56],ndenumer:26,ndim:[28,41],nearest:22,nearli:[4,11,22,35,44,52],necessari:[7,8,14,15,25,30,45,46,47],necessarili:[0,10,13,30,44],necromanc:3,need:[0,1,3,4,6,8,12,13,15,16,17,18,20,24,26,27,30,32,33,34,39,40,42,44,45,46,47,49,50,52],neg:[2,6,7,18,22,25,29,30,35],neg_index:22,negat:[6,7,47],neighbor:17,neither:[0,12],nest:[7,8,17,30,31,45],nestl:7,network:[27,41],neural:[27,41],never:[4,6,7,8,9,11,12,20,26,27,35,47],new_dict:42,new_dir:46,new_fold:46,new_kei:10,new_list:43,new_subarrai:29,new_valu:[10,42],newaxi:[25,54],newcom:1,newfound:[2,7,52],newlin:6,next:[2,4,6,10,11,17,26,29,31,34,36,39,40,41,42,43,45,46,47,51,52,54,56,57],ngrid:44,ni:[2,6,46],nice:[1,2,4,6,8,9,10,12,18,22,29,33,44,45,47],nicer:1,niceti:[15,52],nick:10,niel:39,nimbl:[3,4],nine:18,nlog:8,noether:[9,39],noisi:33,non:[6,9,13,15,17,24,30,35,45,47,52],none:[7,8,9,12,15,18,20,21,22,27,29,30,39,42,43,45,52],none_indic:15,nonetheless:[27,57],nonetyp:6,nonsens:43,nontrivi:25,nonzero:[7,11],nor:[0,7,9,12,20,21,27,44],norm:33,normal:[9,10,30,31,35],normed_imag:30,notat:[8,25,27,29,35],note:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,17,18,20,22,23,24,26,27,29,30,33,35,39,42,43,44,45,46,47,49,50,56],notebook:[1,3,5,11,14,20,33,34,43,45,46,47,48,49,51,57],notepad:0,noth:[0,1,6,13,21,42,46],notic:[4,18,27,35,36,47],notifi:6,novic:29,now:[0,2,3,4,5,6,7,8,9,10,12,13,15,17,20,22,23,24,27,28,29,30,33,35,39,40,43,44,45,46,47,48,49,50,52],np:[4,24,25,26,27,28,29,30,31,32,33,34,35,41,44,45,46,47],npy:46,npz:46,nrow:44,nthi:46,nuanc:[8,24,29,42,52],num:[7,11,12,14,15],num_correct:34,num_health:7,num_in_circl:33,num_loop:11,num_step:27,num_thrown:33,num_vowel:12,number:[0,1,3,4,7,8,9,10,11,13,14,15,17,22,23,24,25,26,27,28,29,30,31,32,33,34,35,39,41,42,43,44,45,46,47,51,52,53,54],number_of_arg:12,numer:[0,4,7,12,23,24,27,30,32,33,35,41,43,49,50,54],numpi:[0,3,4,7,22,23,24,26,28,30,32,33,34,41,44,45,48,49,50,51,55,56,57],numpydoc:47,nwai:46,nwhat:2,o:[8,9,10,13,15,22,27,43,44,46,47,48,49,50],obei:[0,6],obj1:10,obj2:10,obj:[8,9,10,22,38],object:[2,8,9,10,11,13,15,17,18,20,22,25,28,31,32,35,37,40,42,45,47,49,52,54,57],obscur:[6,17,31,47],observ:35,obtain:[18,43],obviou:[6,42,43],obvious:46,occas:46,occur:[0,2,3,6,22,42,44],occurr:[8,22,25,30],odd:[6,11,13,14,46,49],odd_numb:47,off:[2,4,9,11,27,30,40,47,52],offer:1,office_suppli:43,offici:[0,52,54,56,57],offset:30,often:[0,1,6,14,24,27,30,31,39],ok:[12,14],ok_func:12,okai:[4,7,14,30],old:[4,6],older:0,omit:[12,22],onc:[0,2,3,4,6,7,10,11,12,13,15,20,21,22,23,25,30,33,36,37,38,39,44,46,47],one:[0,1,2,4,5,6,7,9,10,12,13,14,15,17,18,19,20,22,23,24,25,26,27,29,30,31,32,33,34,35,36,39,40,41,42,43,44,45,46,47,49,50,54,56,57],ones:[6,30,54],onion:10,onli:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,17,18,20,21,22,24,25,26,27,28,29,30,31,34,35,36,39,40,41,42,43,44,45,46,47,52,57],onlin:44,onto:0,op:17,opaqu:[44,47],open:[0,1,2,3,4,6,23,27,44,45,47,49,50,57],opencv:54,opened_fil:[23,46],oper:[0,3,4,8,10,13,17,19,20,23,24,26,27,30,32,33,34,39,41,42,46,47,49,52,54,56],operand:[30,35],opportun:[33,52],oppos:57,opposit:27,opt_merge_max_map:20,optim:[0,3,8,9,10,12,34,45,49,53,54],optima:27,optimum:27,option:[3,4,6,12,13,26,29,41,42,45],orang:[2,16,44],orchestr:18,order:[4,6,7,8,9,12,13,14,15,16,20,22,23,24,25,27,29,30,33,34,35,36,45,47,48,49,50,54],ordereddict:10,org:[0,45],organ:[2,33,45,47],orient:[4,6,15,39,40,44,49,57],origin:[6,15,19,20,23,24,26,29,33],os:46,other:[0,1,2,3,6,8,9,10,12,13,14,15,17,18,20,21,22,23,25,26,27,29,30,31,34,35,36,38,39,40,41,42,43,44,45,46,47,49,50,52,54],otherwis:[6,7,9,11,17,30,31,33,43,47,54],ought:[7,10,27,30,35,36,40],ould:2,our:[0,1,2,4,6,7,8,9,10,12,13,15,17,18,20,21,22,23,24,25,27,28,29,30,32,33,34,36,38,39,40,41,42,43,44,45,46,47,48,51,52,56,57],ourselv:[2,32,42,45,52,56],out0:46,out1:46,out2:46,out:[0,1,2,4,6,7,9,10,11,13,15,18,19,23,24,25,26,27,30,33,34,35,42,43,44,45,46,47,49,50,54],out_tensor:27,outcom:[6,35,47],outer:[17,22],outermost:17,output:[2,4,5,12,13,17,20,24,25,26,35,44,46],outright:[10,11,13,45],outsid:[11,14,17,19,21,33,38,45],over:[0,3,6,8,9,10,11,12,14,15,16,17,18,19,20,27,30,32,33,34,35,39,43,44,46,47,49,52,54],overal:[20,30],overli:[8,47],overload:43,overlook:30,overrid:[12,21,35,46],overridden:[12,21],oversight:[17,47],overst:[16,47,54],overview:[5,6,14,32,35,37,41,45],overwhelm:[1,49,50],overwrit:[29,40,46],overwritten:35,overwrot:40,own:[3,6,8,12,14,15,23,26,36,38,39,40,41,43,46,47,52,57],p:[6,22,29,34,39,43,47],p_:33,pack:[10,12,20,29,47],packag:[0,2,3,32,44,47,49,57],package_nam:45,pad:6,page:[0,3,4,5,6,7,11,12,13,22,23,47,49,50],pai:[45,47,52],pain:27,painstakingli:35,paint:27,pair:[9,10,12,15,16,17,19,30,35,39,44,47],pairwis:[35,47,48,54],pairwise_dist:[30,47],pairwise_dists_crud:30,pairwise_dists_loop:30,palindrom:48,paltri:13,pan:44,panda:[41,49,50,54],pane:4,paradigm:[4,11,35,52],paramet:[10,12,13,17,18,19,20,27,30,33,34,36,41,42,43,47],parameterless:47,paramount:[47,52],parent:[25,27,29,40],parenthes:[6,12,13,22,47],parenthesi:[12,47],parenthet:13,pars:[0,47],part:[0,2,3,6,17,18,19,20,21,23,41,45,46,47,49,50,52,54],parti:[3,27,46,47,51,54],particip:0,particular:[3,9,20,25,34,38,39,41,42,47,52],particularli:[15,25,49,50,52],pass:[0,10,11,12,13,14,17,19,20,21,23,24,27,29,31,34,37,39,40,41,42,43,46,47],past:[4,5,11,43,48],patch:0,path:[3,24,45,48,57],path_to_data1:46,path_to_fil:46,pathet:33,pathlib:57,patholog:27,patrick:[48,49,50],pattern:[7,15,18,32,44,45,46,47],pdf:[7,44],peach:36,pear:[16,20],peculiar:[18,39,43],peek:[14,32,41],pen:43,pencil:43,peopl:[0,3,12,41,47,49,50,57],pep8:57,pep:47,per:[20,34,44],percentag:[49,53],perceptu:44,perfect:[3,4,6,9],perfectli:6,perform:[0,2,3,4,6,7,8,11,13,15,17,20,24,25,26,27,30,32,33,34,35,44,45,47],perhap:[6,7,33,44,47],period:[0,2,6,7,44],permiss:25,permit:[4,6,7,8,15,17,18,22,23,24,25,26,29,30,38,40,41,44,45,46,47,52,56,57],persist:[2,5,10,11],person:[0,39,49,50],pertin:47,perus:[4,6,9],pessimist:8,petar:[49,50],petarmhg:[49,50],phone:2,phrase:35,phrase_of_the_dai:45,physic:[24,49,50],pi:[31,44,45,49,55],piazza:[49,50],pick:[2,27,30,47,49,50],pickl:57,pictur:[27,34,45],pie:[13,44],piec:[2,11,14,22,34,49,50,53,55],pillow:12,pineappl:36,pip:[3,27,57],pixel:[30,35,44],pixel_std_dev:35,pizza:[10,38],pizzashop:38,pkl:46,place:[0,3,6,10,12,18,22,24,30,35,36,38,43,45,47,49,50,54],placehold:[6,23,30,35],plai:[17,18,30,49,51,55],plain:[0,5],plan:[27,47],platform:[3,57],player:44,pleas:[2,6,7,9,31,35,45,46,49,50],pleasantli:35,plenti:2,plot:[4,27,33,48,54,57],plot_func_and_deriv:27,plotli:44,plt:[4,27,33,44],plu:[0,46],plug:41,plymi:[5,27,33,46,47,48,53,55],png:[44,46],point:[2,3,4,7,10,13,14,17,18,20,23,24,25,26,27,31,33,34,35,43,44,46,47,48,49,50,57],point_to_region:10,pointer:23,polish:[1,4],polyglot:1,pop:[6,8,22],popul:[20,25,31,39,43,44,46],popular:[0,3,4,13,27,41,45,47,51,54,57],portabl:[36,46],portion:[4,7,35],pos_index:22,pose:22,posit:[2,6,7,8,9,11,15,17,22,24,25,27,30,33,35,41,42,45,47],posixpath:46,poss:28,possess:[6,8,29,30,35,37,38,41,44,45,56],possibl:[6,11,15,17,19,23,24,25,30,36,38,46,47],post:[49,50],poster:10,potenti:[17,26,47,48],potpourri:44,power:[1,3,4,6,7,17,22,25,27,29,32,33,35,40,43,44,45,46,47,51,52,54,57],practic:[0,4,6,7,11,12,13,22,23,25,34,35,41,46,49,50,53,55,57],pre:[0,8,35],prece:43,preced:[0,5,6,7,9,10,15,18,21,22,25,26,27,28,29,30,31,35,43,47],preceed:22,precis:[0,24,29,35],pred_label:34,predict:[23,25,34],prefer:[7,13,18,20,36,47],prefix:2,prematur:11,premier:[4,32,49,50],premium:1,prepar:[30,44,45],prepend:3,prescrib:[32,35,54],prescript:18,presenc:2,present:[4,10,20,27,31,43,44,45,46,49,50,51,53,54,55,57],preserv:26,press:[4,30,46],pressur:47,presum:46,presumpt:20,prev_num:15,prevent:[13,47],previou:[3,6,12,17,20,24,30,33,44],previous:[11,47],price:10,primari:47,print:[0,2,5,6,7,10,11,12,13,14,15,21,23,27,33,39,43,45,46],print_kwarg:12,printabl:[41,43],prior:[4,10,17,27,47],priorit:[3,44],pro:1,probabl:[16,33,47],problem:[3,8,17,18,19,30,34,35,48,49,50,54],problemat:[7,10,29,47],proce:[4,13,17,22,26,30,38,40,42,44,45,46,52],proceed:[6,24,41],process:[0,1,2,3,4,7,9,11,23,26,27,30,32,33,34,35,39,42,43,45,46,47,49,50,51,52,54],produc:[6,7,9,10,11,13,15,19,20,21,22,23,24,25,26,30,31,33,34,35,37,39,42,43,44,45,46,47,48,54],product:[6,17,28,30,35,39],profession:1,program:[4,6,14,15,27,39,40,49,50,51,52],programm:[1,6],programmat:[6,28],progress:45,project:[0,3,4,34,45,47,49,50,57],prolif:47,promin:[4,57],promis:[20,47],prompt:[5,43,46],prone:[34,46],pronounc:[24,39],propag:27,proper:12,properli:[4,20,46],properti:[40,41,42],propos:47,protocol:[46,47,56],prototyp:[0,1,3,4],proud:33,prove:27,proven:[49,50],provid:[0,1,2,3,4,5,6,8,9,10,11,12,13,15,16,21,22,24,25,26,27,28,29,30,31,32,33,35,36,39,40,41,43,44,45,46,47,48,49,50,52,54],prudent:47,pseudo:[7,13],pseudocod:27,psuedocod:27,pt:30,publish:[44,47],punctuat:[9,13],purchas:[36,43],purchased_item:43,pure:[5,30,35,41],purpl:[38,44],purpos:[5,6,12,17,30,39,45,47],put:[2,6,7,11,12,13,14,22,23,35,41],py27:3,py:[0,1,6,7,21,45,46],pycharm:[47,51],pyformat:6,pylanc:[1,47,48],pypi:45,pyplot:[4,27,33,57],pyright:[47,48],python36:45,python3:45,python:[1,4,5,7,8,9,10,11,12,13,15,17,18,21,22,23,24,26,27,29,32,35,36,37,38,39,40,41,42,43,44,48,53,54,55,56,57],pythonlikeyoumeanit:47,pytorch:[27,41,45,49,50],q:[29,46],quadrant:35,quadrat:[2,8],qualiti:[1,4,44,47],queri:13,question:[2,4,6,22,47,49,50],quick:[2,37,44,49,51],quickli:[3,9,10,24,47],quintessenti:14,quirk:[6,30,46],quit:[0,6,7,10,13,14,15,21,22,24,47,49,50],quot:[2,6,46],quotat:[0,2,6],quotient:6,qz:46,r:[4,9,33,35,43,44,46,47,54],radian:[4,44,45],radiu:33,rais:[0,6,7,9,10,11,12,13,14,17,19,20,21,22,23,32,38,42,46,47],ram:30,ramp:44,ran:4,rand:[30,33,34,35,44],randint:34,randn:44,random:[9,27,30,33,34,35,44,54],randomli:[8,16,31,33],rang:[0,5,9,10,12,14,16,19,20,22,25,27,31,34,38,39,44,45,46],rank:54,rapidli:[0,4,32],rare:[0,47],rate:27,rather:[0,2,6,8,13,18,20,23,25,27,29,33,35,39,42,43,44,45],ratio:33,ration:[6,30],rb:46,rbg:35,re:[4,13,17,31,40,48],reach:[7,11,12,17,26,27,33,43],read:[0,3,4,19,20,31,48,49,50,52,53,54,55,56,57],readabl:[0,7,9,13,15,20,43,47],reader:[6,9,27,30,43,48,49,50,51,52,53,55,57],readi:[45,51],readili:[13,52],readlin:46,real:[6,9,24,30,35,45],realiz:[30,33],realli:[4,14,20,30,31,42,47],reason:[10,12,13,18,20,24,29,41,44,52,54],recal:[2,4,6,7,8,10,12,13,14,15,17,18,20,24,25,26,28,29,31,33,34,35,38,39,42,43,45,46,47],recast:30,receiv:[20,31,36,42],recent:[4,6,7,10,13,23,24,48],recogn:[24,27,30,40],recognit:45,recoil:30,recommend:[3,4,6,9,10,15,16,33,36,43,44,46,47,49,50,51],recomput:4,record:[15,19,48],recreat:10,rect1:41,rectangl:[39,40,41],red:[4,30,35,38,44],redefin:[4,13,43],redraw:4,reduc:[36,38],redund:[9,18,25,36,42,47],redundantli:30,refactor:[19,30,42],refer:[0,1,2,4,6,7,9,10,11,12,17,20,21,22,23,24,25,26,29,31,32,33,35,38,39,40,41,43,45,46,47,52],referenc:[4,5,8,9,29,39,47,52],refin:44,reflect:[20,23,29,30,45,47,48],reformat:48,refresh:35,regard:20,regardless:[10,26,30,47],region:[10,25,33,38,44],regrett:30,regular:[3,25,45],regularli:[45,47],reimplement:10,reiniti:29,reinstal:45,reiter:[20,27,46],rel:[0,2,6,8,12,14,18,20,22,30,31,35,42,46,49,50,57],relat:[3,9,45,46,49,50,51,54,57],relationship:[6,22,29,39,40],relative_po:30,releas:[0,48],relev:[27,35,53,55],reli:[0,5,6,10,35,41,47,52],reliabl:[1,6,33],relic:[6,41],reload:45,remain:[0,7,15,29,45],remaind:[6,14,35],remaining_item:43,remedi:[29,48],rememb:[6,20,26,39],remind:[6,46],remot:1,remov:[0,3,6,8,9,17,23,35,36,48],renam:4,render:[4,6,43,44,45,47],repeat:[9,11,18,22,24,25,27,31,35],repeatedli:[2,11,12,25,52],repertoir:52,replac:[2,6,8,15,23,24,25,29,35,43],replic:[13,30],report:[4,48],repr:43,repres:[6,7,8,10,12,19,21,23,27,28,29,30,35,39,43,44,45],represent:[6,18,41,46,56],reproduc:[0,27,44,47,49,50],repurpos:23,request:[11,13,36],requir:[1,3,4,6,7,10,13,19,22,24,25,26,27,29,30,35,43,45,47,49,50],rerun:33,research:[0,4,49,50,51,54],resembl:30,reserv:[6,12,13,22,23,30,41,42,43,44,47,56],reset:26,reshap:[25,26,27,29,30,31,32,35],resid:[24,39,44,45],resolut:[30,44],resolv:[7,21,24,25,39,52],resourc:[1,6,13,27,43,44,47,49,50],respect:[4,6,7,11,12,15,18,21,24,25,26,27,30,31,33,35,38,42,44,46,57],respons:[1,18,27,36,44,47],rest:[4,5,15,27],restart:[4,11,45],restore_default:45,restrict:[6,7,21,35,45,47],result:[0,2,4,5,6,9,10,13,18,20,23,24,25,26,27,29,30,31,33,34,35,38,39,44,45,46,47,48,56],resum:46,retain:[6,20],retriev:[8,9,13,22,24,44,47],reus:52,reveal:[4,12,44,47],reveres:22,revers:[7,22,23,24,29,39,48],review:[4,6,14,22,24,29,47,57],revis:47,revisit:[4,11,40,46,47],revolutionari:51,revolv:32,rewit:42,rewrit:[17,20,30,42,47],rewritten:[6,12,29],rgb:[30,35,44],rgba:44,rich:[1,4,43,47],richer:47,rid:[18,25],right:[2,4,7,10,17,20,23,25,26,27,30,35,41,44,52],rightarrow:[6,7,9,10,17,18,22,25,30],rigor:[30,43,47,49,50],rival:35,rng:31,road:[49,50,57],robot:2,robust:[1,4],roll:[17,46],root:[2,3,30,33,35,46],root_dir:46,roster:9,rotate_imag:47,rotateimag:47,roughli:[10,34],round:[10,18,30],rout:4,routin:[24,26,30,35,45],row:[6,13,22,24,25,28,29,30,31,32,33,34,35,44,47,54],row_i:30,row_x:30,rsokl:[49,50],rtd:48,rubi:4,rude:30,rudimentari:47,rug:45,rule:[0,6,10,13,14,21,24,25,26,27,29,35,39,44,47,54],run:[0,1,3,8,10,11,13,20,27,32,33,34,45,46,47,51],rundown:[8,9,10,22,29,37,46],running_estim:33,runtim:47,ryan:[6,9,10,12,45,47,49,50],s:[0,1,2,3,4,7,8,9,11,12,13,14,15,17,18,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,36,37,38,39,40,41,42,43,44,45,46,47,48,49,51,52,54,56,57],saddl:27,safe:[30,35,46],safeti:19,sai:[0,4,6,8,13,23,24,30,35,47,49,50],said:[1,3,4,5,6,7,11,18,21,24,26,29,30,33,38,39,40,41,45,47,49,50],sake:[0,10,14,30,35,43,47],salient:[15,39,47],salt:43,sam:[49,50],samaocarpent:[48,49,50],same:[0,4,6,7,8,10,13,14,17,18,20,21,22,23,24,25,26,27,29,30,33,35,38,39,41,44,45,47,52,56],sampl:54,sane:3,sash:2,satisfactori:18,satisfi:[6,25,29,30,45],save:[0,4,13,47,57],savefig:44,savez:46,saw:[4,6,13,22,27,29,30,39,47],sc:6,scalabl:[49,50],scalar:[24,35],scale:[8,27,31,33,44,45,47],scatter:[44,57],scenario:[7,8,19,30],scene:[13,29,30],schema:24,scheme:[9,10,22,24,29,46,54],school:[0,49,50],sci:[49,50],scienc:[3,4,26,44,49,50,52,54],scientif:27,scientist:[0,51],scikit:54,scipi:3,scope:[6,10,20,38,39,47,49,52],score:[10,20,23,24,30,34,52],score_offset:30,scores_per_stud:30,scratch:[6,27,31,40,42,49,50],scratchwork:2,screen:[0,2],script:[1,2,3,6,15,21,45,51],search:[3,27,46,47,49,50,57],second:[0,4,6,8,13,15,18,20,22,24,26,34,42,44,46,47,57],section:[0,1,3,4,5,6,7,8,11,12,13,14,15,22,24,25,26,27,29,30,31,35,36,38,39,40,43,44,45,46,47,48,53,55,57],secur:0,see:[2,3,4,5,6,7,9,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,29,30,31,32,33,35,36,38,39,40,41,42,43,44,45,46,47,48,56],seek:54,seem:[13,15,26,30,38,42],seen:[6,13,14,21,22,29,35,44,45,47,56],segment:[12,33,44],sel:24,seldom:[31,39],select:[4,24,25,28,30],self:[5,24,36,37,39,40,41,43,47],selina:6,semant:[0,15,27],semi:[33,44],semicolon:44,send:[0,4],send_mail:45,sens:[6,13,32,36,42,47,49,50],sensibl:[22,26,42,43],sentenc:[2,6,9],separ:[2,4,6,8,12,13,14,15,18,20,22,23,44,46,47],seq1:22,seq2:22,seq3:22,seq:[8,12,22],sequenc:[2,7,8,10,11,12,13,14,15,16,17,18,23,24,25,26,32,33,35,39,41,46,47,49,52,54,56],sequenti:[2,6,9,15,22,30,34,52,54],seri:[12,13,34],serial:46,seriou:6,serv:[5,14,23,39,45,46,47,49,50],server:51,servic:3,session:[2,3,45],set:[0,4,6,7,8,10,12,13,15,16,20,23,24,25,27,30,34,35,36,38,39,41,42,43,44,45,46,48,49,51,52,56],set_1:9,set_2:9,set_titl:[4,44],set_xlabel:[4,33,44],set_xscal:33,set_ylabel:[33,44],set_yscal:44,setattr:[38,43],setup:45,setuptool:45,seven:[6,18],sever:[2,4,6,12,14,16,22,31,33,36,39,45,46,47,48],shade:[33,44],shadow:[47,52],shallow:20,shameless:41,shampoo:47,shape:[24,25,26,28,29,30,31,33,34,35,41,43,44,47,54],share:[4,14,21,22,29,39,45],shares_memori:[25,29],shea:[48,49,50],sheet:[24,25,26,28,30,35,44],shell:[1,44],shift:4,shine:[7,8,10,30,35],shirt:43,shmangela:47,shmonathan:47,shock:6,shockingli:38,shop:[38,43,56],shoppinglist:[36,43,47],short_gen:13,shortcut:[4,6],shorten:12,shorthand:[22,23,24,29,32],shortli:[44,47],should:[0,2,3,4,5,6,7,8,10,11,12,13,14,15,17,18,20,22,23,25,29,30,31,32,33,34,35,36,38,39,40,42,43,44,45,46,47,49,50],shouldn:36,show:[4,9,14,23,24,27,30,32,44,48],showcas:16,shown:[20,47],shrewdli:30,side:[2,3,7,40,44],sidewai:44,sigh:12,sight:30,sign:[7,18],signal:[11,12,13,14,29,40],signatur:[12,20,42,43,47],signifi:[8,12,14,46],signific:[6,29,42,49,50],significantli:[3,25],silent:[0,10],silli:[43,47],sillyclass:43,similar:[0,4,12,13,20,22,24,30,31,35,38,39,42,44,47],similarli:[6,7,20,21,22,24,25,26,30,35,38,42,43,46],simpl:[0,1,2,3,4,6,7,10,12,13,14,15,18,22,23,24,26,27,33,34,35,36,37,38,41,43,45,46,47,53,54],simple_arrai:24,simple_merge_max_map:20,simpler:[0,34,44],simplest:[7,25,47],simpli:[0,1,2,3,4,5,6,8,10,12,13,14,17,19,20,22,23,24,26,27,29,30,32,33,34,35,38,42,43,44,45,46,47,49,50],simplic:[0,33,47],simplifi:[6,13,15,17,34],simul:33,simultan:[12,17,25,27,35],sin:[4,27,35,44],sinc:[4,5,6,10,13,14,17,18,22,24,27,30,34,35,38,41,45,46],sine:[31,44],sine_wav:44,sinewave_plt:44,sing:44,singl:[2,4,6,7,9,10,12,13,14,16,18,20,22,24,25,27,29,30,31,33,34,35,36,39,40,44,45,46,47,52],singular:[38,39],sit:27,site:[49,50,51],situat:21,six:[7,18,35],size:[8,10,13,20,22,24,28,29,31,33,34,35,40,44,54],skill:56,skimmabl:5,skip:[7,11,13,33],sky:6,sleek:[13,15,25,43,44],slice:[2,6,7,8,9,17,23,25,32,35,43,47],slick:[18,33],slightli:[13,39,44,46],slope:27,slot:26,slow:[30,35],small:[2,4,6,20,30],smaller:[20,44],smallest:[15,24,30],snake:38,snake_cas:47,sneak:[14,32,41],snippet:[2,4,32,47,48,49,50,51],so:[0,1,2,3,5,6,8,9,10,12,13,14,15,16,17,20,22,23,26,27,29,30,31,32,33,34,35,36,38,39,41,42,43,44,45,46,47,49,50,52],sock:43,softwar:[0,1,45],soil:46,soklaski:[45,47,49,50],sole:[6,8,12,13,36,39,42],solid:[44,49,50,54],solut:[3,49,50,52,53,54,55,56,57],solv:[3,17,19,35,42,54],solver:45,some:[2,3,4,5,6,8,9,10,15,16,17,18,23,24,26,27,33,34,35,36,37,39,44,45,46,47,48,49,50,51,52,54,56,57],some_dict:12,some_iterable_of_str:18,some_librari:27,some_list:[12,45],some_long_function_nam:47,some_text:46,some_util_func:45,someon:[36,49,50,57],someth:[4,7,12,14,20,31,34,42,47],sometim:[18,46,47],somewhat:[17,24,25,27,43],soon:[7,13,27,38,41,47],sophist:[0,1,3,29,43,56],sort:[1,6,7,8,9,15,22,36,39,46,47,49,50],sound:[49,50],sourc:[0,1,6,22,27,45,47,49,50],space:[4,6,9,10,14,24,27,31,38,44,46],space_time_coord:9,span:12,sparingli:[12,13,18,47],speak:38,spec:47,special:[0,2,6,7,13,15,17,18,20,26,27,30,32,36,37,39,40,41,42,45,46,47,49,56],specif:[0,3,6,8,10,13,19,22,24,25,27,29,30,34,35,37,38,39,41,42,44,45,46,47,51,57],specifi:[0,2,3,6,7,9,10,13,14,16,22,24,25,26,30,33,34,37,38,39,40,42,44,45,47,52,54],speedup:[8,20,35],spell:[0,18,23],spend:[5,47],spent:36,sphinx:[47,48],split:[6,9,13,31,44],spot:[49,50],spreadsheet:[30,41],spuriou:30,sq:2,sqr_dist:30,sqrt:[2,6,27,30,33,35,44],squar:[2,6,7,8,10,13,22,25,27,29,30,32,33,35,40,43,44,45,46],stack:[24,26,30,31,34,47,52],stagnat:[49,50],stand:[4,6,30,39,47,54],standalon:[24,47],standard:[0,2,3,6,9,10,12,14,27,31,33,35,44,45,46,47,54],stapl:43,star:[6,10,32],stark:[20,35,47],starkli:56,start:[2,3,4,6,10,11,13,14,16,22,23,24,26,27,29,30,31,32,33,41,46,49,50],startswith:[6,46],stat:47,stat_func:47,stat_funct:47,state:[6,12,13,20,23,29,43,45],statement:[11,13,14,15,18,19,20,21,38,47,49,52,57],static_func:42,staticmethod:42,statist:[15,31,33,35,47],statment:[11,12],statu:[7,23],std:[0,20,31,33,34,35],std_in_circl:33,stem:[27,41,49,50,51,52,54],step:[8,11,13,22,24,26,27,30,31,35,47,51],step_cnt:27,step_scal:27,stew:6,stick:[8,47,49,50],still:[4,6,11,12,23,25,27,29,30,36,38,39,42,45,47,52],stomp:20,stop:[13,17,22,24,27,31,49,50],stopiter:[11,13],store:[2,3,6,7,9,12,15,16,17,20,22,23,24,27,28,29,30,32,33,34,35,36,39,41,43,44,45,46,47,52,54],str:[6,7,12,13,18,22,36,38,39,41,42,43,46,47,56],straight:[12,25,30],straightforward:[20,24,30,35],strang:[30,42],strategi:27,stream:44,strength:44,stretch:44,strict:[0,47],strictli:[7,30,45,46,47],strike:43,string:[0,1,4,7,9,10,11,12,13,15,17,20,22,23,24,35,36,38,39,41,42,45,46,47,49,51,52,53,56],string_of_num:13,strip:[6,44],strive:[27,33,46,47],strongli:[14,16,33,43,46,47],struck:52,structur:[24,28,30,31,45,46,49,52],struggl:[4,47],student:[9,10,15,20,23,24,30,47,49,50,51,52,53,55],student_grad:23,student_list:47,studi:[9,14,27,30,33,35,41,47,51,52,56,57],studio:[47,51],stuff:30,style:[4,5,14,38,44,45,49,50,57],stylist:[18,20],styliz:4,sub:[22,24,32,45],subarrai:29,subclass:40,subdirectori:[4,45,46],subject:25,sublist:47,submit:[47,53,55],submodul:44,subpackag:45,subplot:[4,27,33,57],subscript:13,subsect:[4,7,13,22,23,25,29,30,47,48],subsequ:[6,8,11,12,13,14,18,20,21,22,23,24,25,32,35,46,56],subset:[9,46],substanti:[30,33,35,45,49,50],subtl:[18,20],subtract:[17,30,33,35,43],succe:43,success:[17,27,47],successfulli:[27,30],succinct:[20,34,47],succinctli:29,suffic:[11,42],suffici:[6,8,14,35,47,49,50],suffix:[0,1,4,45,46],suggest:[7,47],suit:[0,9,18,25,27,30,35,44,47],sum:[0,6,11,12,13,15,17,19,30,33,34,35,41,42,47],sum_:[13,30],sum_func:45,summar:[5,6,8,22,30,41,45,46],summari:[8,10,14,36,44,47,49,51,52,56],summed_row:30,superior:[19,43],superset:9,suppli:[22,25,29,31,35,46],support:[0,1,6,7,9,10,22,23,24,27,44,45,47],suppos:[6,7,8,9,12,15,17,20,23,24,25,26,27,30,34,35,36,39,40,45,46,47],suppress:44,suprem:[6,13,15],sure:[7,12,30,32,47],surfac:[6,27,31,40],surpris:[13,24,29,30,35,38,47],surround:[4,47],survei:[8,21,35,42,51],susan:9,swap:[3,24,30],sweep:45,swept:45,sy:45,symbol:[5,6,9,12,23,27,43,45],symmetr:9,symmetric_differ:9,synonym:[39,41],syntact:[14,15],syntax:[0,1,4,5,6,7,9,10,11,12,13,14,15,17,18,19,20,22,23,24,29,36,38,39,45,46,47,48,51,56],syntaxerror:12,system:[3,22,23,29,41,45,46,47,57],systemat:27,t:[0,4,5,6,7,9,10,12,15,17,20,21,22,24,26,27,29,30,33,34,36,42,43,46,47],tab:[2,4,6,14,47],tabl:[24,26,35],tabular:54,tac:22,tackl:17,tag:42,tailor:30,take:[0,3,5,6,8,9,10,12,13,14,15,16,17,18,20,22,24,25,26,27,29,30,32,33,34,35,36,38,42,43,44,45,46,47,49,50,51,52,56],takeawai:[1,3,7,8,9,10,13,15,20,21,22,24,25,29,30,35,38,41,45,46,47,52],taken:[10,18,24,30,46,47,49,50],talent:47,talk:[2,5],talli:[2,9,11,19,33,34,35],tan:35,target:[8,44,45],task:[0,6,18,22,25,27,35,52],taylor:12,teach:[27,46,49,50],teacher:[49,50],technic:[14,45,47,57],techniqu:[10,25,27,54],technolog:[27,44,48],tediou:[24,26,42,46,47],tell:[0,4,12,27,46,47,49,50],temperatur:47,templat:7,temporari:48,temporarili:30,ten:[8,33,35,39,49,50],tend:41,tensor:[27,35,41],tensorflow:[27,41,45,49,50],term:[0,2,6,8,14,15,17,20,22,27,30,35,41,44,45,46,47,49,54,56],termin:[0,1,2,3,4,5,27,45],terminolog:[13,39,56],terrancewasabi:[45,46],terribl:[8,49,50],terrif:4,ters:25,tertiari:47,test:[0,1,4,7,8,9,10,12,19,20,22,34,39,46,47],test_0:46,test_1:46,test_appl:46,text:[0,1,2,4,5,6,7,9,11,12,13,22,23,43,45,47,49,50,52,57],text_1:9,text_2:9,textbook:6,textedit:0,than:[0,3,6,7,8,9,10,11,12,13,17,18,19,20,22,25,26,29,30,33,34,35,39,42,43,44,45,46,47,52],thank:48,thankfulli:27,thefollow:44,thei:[0,3,4,6,8,10,11,13,14,15,16,18,20,21,22,23,24,26,27,28,29,30,35,39,41,42,44,45,46,47,49,50,53,54,55],them:[1,2,3,4,6,9,13,16,17,18,20,23,26,30,33,35,36,41,42,43,44,45,46,47,48,52],theme:48,themselv:47,theoret:9,theori:47,therefor:[28,30,35],therein:[4,7,49,50],thi:[0,1,2,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,51,52,53,54,55,56,57],thing1:45,thing2:45,thing:[2,6,12,13,24,35,41,46,47,56],thingth:47,think:[0,14,22,24,27,35,47,49,50],third:[0,4,13,23,30,46,47,54],thorough:[25,35],those:[3,6,9,12,13,19,21,22,23,25,27,29,33,35,40,45,47,49,50,54],though:[27,30,39,47],thought:[2,20,47],thousand:[6,8,27,33],three:[0,2,6,7,12,15,16,18,22,24,25,29,30,31,32,34,35,39,42,43,44,46,47],threshold:25,through:[3,4,13,15,20,24,27,29,30,43,44,45,46,47,51,53,55,56],throughout:[0,1,5,6,7,11,12,13,22,23,32,47,49,50],thrown:33,thu:[0,1,3,4,6,7,8,9,10,11,12,13,15,16,17,18,20,22,23,24,25,26,27,29,30,31,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,54],thusli:6,tick:[44,47],tightli:33,time:[2,3,4,5,6,8,9,11,13,15,16,20,22,25,26,27,29,30,32,33,34,35,36,39,44,46,47,51,56],timeit:[20,34],times10:6,tinker:4,tip:[18,34,55],titl:44,tmp:39,togeth:[2,6,10,13,16,18,20,27,30,34,42,52,54],token:9,toler:6,too:[6,10,12,13,18,24,27,35,47],took:45,tool:[0,1,2,4,6,9,10,13,14,15,16,26,27,35,44,47,48,49,50,51,52,54,57],toolkit:[27,52],toothpast:47,top:[0,4,9,11,35,41,44,45,47],topic:[25,35,40,45,54],topmost:[20,34,45],total:[2,8,11,12,13,17,18,19,24,28,30,33,34,35],touch:[6,29,47],tough:10,tour:[45,56],tover:6,toward:[4,6,27,35,47],town:44,toyplot:44,trace:47,traceback:[6,7,10,13,23,24],track:[0,1,6,9,10,13,15,24,27,36,43,45,47],trade:52,tradit:[6,35,52],tradition:[0,6,35],trail:[2,6,22,24,29,30,46,47],train:[27,41],trait:47,transcript:18,transit:[26,43],translat:[0,13],transpar:[33,44],transpir:[23,30],transpos:[24,30],travers:[22,25,34,35,47,49,54],treacher:29,treat:[2,6,24,25,30,35,38,41,42,45,46,47],treatment:[6,25,26,43,44,45,49,50,52],tree:9,tremend:[0,4,32,35,54],tri:[20,34],trial:[6,33],triangl:44,triangular:44,trick:[18,52],trigger:[12,27,29,30,47],trigonometr:[6,35],trillion:6,tripl:[6,46],triplet:26,triu:44,trivial:[25,30,33,39,42],troubl:[5,47],troubleshoot:57,true_label:34,truli:[8,29,30],truth:[34,52],ts:47,tupl:[6,7,10,11,12,15,16,20,23,24,25,28,31,35,36,39,41,44,52,56],tuple_of_dummi:39,turn:[29,44],tutori:[1,3,6,9,10,13,36,38,40,41,44,45,46,49,50],twelv:30,twice:[8,10,15,18,36],twitter:[49,50],two:[0,1,2,4,6,7,8,9,10,12,13,14,15,16,17,18,22,23,25,26,29,30,31,32,33,35,36,38,39,41,42,43,44,45,47,49,51,53,54,57],txt:[0,23,46],type:[0,1,2,4,7,8,9,10,11,13,15,18,20,21,25,28,29,32,35,36,37,38,39,40,42,43,44,45,46,48,49,52,54,56,57],typeerror:[10,12,13,22,23,42],typic:[1,5,6,9,12,25,35,44],typo:[1,48],u0336:43,u:[15,43],ubiquit:22,uint8:44,ultim:[6,18,24,46,47,56],umbrella:12,un:47,unabl:35,unachiev:54,unaffect:[23,29],unambigu:[0,7,35],unanticip:20,unchang:[20,24,29,33,42],uncommon:[3,52],uncompromis:47,undefin:[1,38],under:[0,8,15,17,27,35,36,39,42,43,45,47,48,52],undergo:30,underli:[7,24,25,32,54],underneath:46,underscor:[6,23,38,39,43,47],underst:11,understand:[2,5,7,8,13,14,15,18,20,22,23,24,25,26,28,29,30,39,41,42,44,45,47,49,50,51,52,53,55],understat:52,understood:[5,6,12,56],undo:26,unequ:[30,31],unevalu:7,unexpect:42,unfortun:[49,50],unhash:10,unicod:[6,23,43,46],unifi:41,uniform:[14,28,31,44],uninstal:[3,45],union:[8,9,36],uniqu:[9,10,22,24,25,26,36,43,44],univers:[0,6],unknown:24,unless:[10,29,30,31,45],unlik:[9,10,22,25,35],unnecessari:[24,47],unnecessarili:[13,30],unord:[8,9,10],unpack:[12,20,25,44],unpattern:25,unpickl:46,unpopul:20,unpurchas:[36,43],unrestrict:35,unruli:47,unsign:44,unsorted_index:15,until:[10,11,13,14,21,26,27],untitl:4,unus:47,unusu:45,unvector:55,unvectorized_accuraci:34,unwieldi:24,unwittingli:[20,29],up:[0,2,4,6,7,10,11,13,14,18,20,23,24,26,35,42,44,45,47,48,49,50,51],updat:[2,3,5,6,7,8,9,10,20,23,25,27,29,32,33,36,39,43,45,46,47,48,54],upgrad:[45,48],upload:45,upon:[0,13,15,37],upper:[6,12,33,44],uppercas:7,upstream:48,upward:44,us:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,18,19,20,22,23,24,25,26,27,28,32,33,34,36,37,38,39,40,41,42,43,44,45,46,48,49,50,51,52,53,54,56,57],usag:[9,13,15,30],use_gpu:47,useless:7,user:[1,2,3,4,5,6,9,10,12,22,24,27,29,31,35,41,42,44,45,46,47,49,50,52,53,54,55,56,57],usr:45,utf:[6,46],util:[0,2,3,6,7,8,9,11,12,14,15,16,23,25,26,29,32,35,36,40,41,42,43,44,45,46,47,57],v1:10,v2:10,v3:10,v:[10,24,30,35],val:12,valid:[0,2,7,10,11,12,13,22,24,26,29,35,42,44,47,52],valu:[0,2,4,6,8,9,11,13,15,16,17,18,19,20,21,22,23,24,25,27,29,30,31,32,33,34,35,38,39,41,42,43,44,52],valuabl:[9,15,16,20,21,24,26,49,50],value1:10,value2:10,value3:10,valueerror:[22,24,30],vanilla:[3,9,45],var_nam:12,vari:[24,29,31],variabl:[0,1,2,3,4,5,6,7,11,12,15,20,22,27,29,35,36,37,38,39,41,45,46,47,49,52],varianc:[31,35],variant:3,variat:45,varieti:[6,10,22,25,31,35,39,42,43,44,47],variou:[2,4,7,8,9,10,14,21,24,25,29,35,38,41,43,44,45,47,48,52,56],vast:46,vastli:14,ve:[13,49,50],vector:[0,30,32,47,49,54,55],veget:10,veggi:10,vein:[35,45],venu:45,verbos:[10,47],veri:[1,3,4,6,7,10,12,13,14,18,20,22,24,27,30,31,32,33,35,39,42,44,47],verifi:[6,13,30,35,39,40,42,44,46],versa:[0,2,20,47],versatil:[10,44,54],version:[1,3,6,7,8,9,10,18,21,30,41,42,45,47,48,49,50,51],versu:[23,29,33,44],vert:35,vertic:[30,31,35,44,47],via:[3,4,5,6,7,9,10,11,13,18,20,22,24,27,29,30,33,35,37,40,44,45,46,47,48,49,50,54],vice:[0,2,20,47],video:[4,7,54],view:[4,10,24,25,30,36,47,49,50,54],violat:[0,47],viridi:44,visibl:21,visit:[12,18,26,49,50],visual:[6,33,44,47,51,54,57],vogu:6,vowel:[11,12,46,47],vs:[7,24,27,54,56],vscode:[1,47,48],vstack:31,vulner:46,w:[2,15,30,40,41,43,46],wa:[0,2,4,5,6,7,9,10,11,12,15,22,23,24,25,29,30,33,34,37,39,41,43,45,46,47,48,49,50],wai:[0,2,3,4,6,7,9,10,12,13,14,18,22,24,25,26,27,29,30,31,33,35,36,38,41,42,43,44,45,46,47,54,57],walk:[47,49,50],want:[0,1,2,4,6,7,9,10,12,13,14,15,17,18,19,20,22,23,24,25,26,27,30,31,33,34,35,36,38,39,40,42,45,46,47,49,50],warn:[0,6,11,12,22,31,47,52],warrant:[6,22,26],wasn:[12,47],wast:30,watch:[6,46],wave:44,wayn:6,wb:46,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,54,56,57],weak:44,wealth:8,web:[4,44],websit:[4,49,50],weirdo:6,well:[0,1,4,6,10,12,15,17,20,22,27,29,30,31,35,43,44,45,47,51,54],went:48,were:[0,2,4,6,7,10,14,18,29,35,36,42,45,46,47,48,49,50,53,55],weren:36,what:[2,4,5,6,7,9,12,13,14,15,16,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,35,39,42,45,46,48,51,52,54,57],whatev:[3,4,8,9,20,44,47],when:[0,2,4,5,6,7,8,9,10,11,12,13,14,15,19,20,21,22,23,24,25,26,27,29,30,31,35,36,39,42,43,44,45,46,47,51,52],whenev:[3,6,9,13,15,25,26,29,35,37,38,42,43,46],where:[0,6,7,8,11,12,13,14,15,19,20,22,24,26,27,29,30,33,36,38,39,41,43,44,45,46,47,48,51],wherea:[2,4,6,7,8,9,12,13,21,22,23,25,30,31,42,43,45,47],whereas:7,wherein:37,wherev:[5,6,13,25,27,34,45],whether:[0,10,19,23,27,30,33,34,54],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,33,34,35,36,37,38,39,41,42,43,44,45,46,47,48,51,52,53,54,55,56,57],while_block:21,white:14,whitespac:[6,7,11,12,47,52],who:[2,3,13,19,27,30,47,48,49,50,57],whole:[0,6,13,32,35,45,52],wholesal:45,whom:[30,47],whose:[6,8,9,10,13,22,23,25,33,34,40,41,42,43,44,45,46,47],why:[2,6,7,13,18,22,23,24,26,27,29,30,32,42,43,45,47,51,54],wide:[6,10,31,35,42,44,45,46,47],wider:45,width:[40,41,44],wildcard:46,wildli:[8,30],win:0,window:[0,2,3,4,44,46],windowspath:46,wisdom:47,wise:[27,30,35],wish:27,withhold:24,within:[0,2,4,5,6,7,8,11,12,13,14,17,20,21,22,24,25,26,29,30,31,33,34,35,38,40,41,42,44,45,46,47,49,52,53,57],within_margin_percentag:19,without:[3,4,5,6,7,11,12,13,14,17,20,25,29,30,32,33,44,45,46,47,52,54],won:47,wonder:[2,6,43],wont:43,woof:38,word:[0,1,6,9,12,13,18,41,45],word_collect:13,word_distr:9,words_with_o:13,work:[0,1,2,3,4,5,6,8,10,12,13,21,23,24,25,27,29,30,32,34,35,36,40,42,43,44,45,47,48,49,50,51,52,53,54,55,56,57],workflow:[47,49,50],world:[0,6,30,39,41,43,45],worldwid:45,worri:[3,6,9,10,17,26,35,39,46],worst:[8,10],worth:47,worthwhil:[23,27,41,44,47],would:[0,2,4,6,7,8,9,10,11,12,15,16,17,18,19,20,21,22,26,27,29,30,33,34,35,38,42,43,44,45,46,47,49,50,53,55],wow:22,wrap:[2,47],write:[0,1,2,4,6,7,8,10,11,12,13,14,15,17,18,19,20,22,23,26,27,30,32,33,34,36,39,40,41,45,48,49,50,51,52,54,57],writelin:46,written:[0,2,3,4,6,7,8,13,14,20,27,35,45,46,47,49,50,53,55],wrong:[0,7,10,12,20],wrote:[8,20,40,43],www:47,x1:39,x2:39,x:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,21,22,23,24,25,26,27,29,30,31,32,33,35,38,39,41,42,43,44,45,46,47],x_0:30,x_1:30,x_1d:30,x_:[27,30],x_i:35,x_it:13,x_left:44,x_norm:30,x_o:27,x_right:44,x_sqrd_sum:30,x_val:16,x_x_prod:30,x_y_prod:30,x_y_sqrd:30,xarrai:[24,54],xb:46,xmax:33,xmin:33,xo:27,xrang:0,y1:[33,39],y2:33,y:[4,6,7,9,10,12,14,15,16,21,22,23,25,27,29,30,31,33,35,38,39,41,43,44,45,46,47],y_0:30,y_1:30,y_:30,y_gen:16,y_sqrd_sum:30,ye:[3,47],year:[4,6,49,50],yerr:44,yet:[0,6,8,20,22,39,47],yield:[10,13,16,23,34,46,47],you:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,29,30,31,32,33,34,35,38,39,40,41,42,43,44,45,46,47,48,51,52,53,54,55,57],your:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,17,18,19,20,22,23,24,27,29,33,34,36,38,39,41,43,44,46,47,49,50,51,52,57],your_usernam:3,yourself:[0,1,3,5,6,20,25,33,44,46,47,51],yy:[12,47],z:[4,6,9,10,12,14,15,23,25,29,38,39,46],zen:[49,50],zero:[6,7,12,13,18,22,30,44,47,54],zerodivisionerror:[6,7,19],zeros_lik:30,zip:[10,16,20,34,45],zoe:10,zone:[49,50],zoom:44,zordon:6},titles:["Introducing the Python Programming Language","Setting Up a Development Environment","An Informal Introduction to Python","Installing Python","Jupyter Notebooks","A Quick Guide to Formatting","Basic Object Types","Conditional Statements","Data Structures (Part I): Introduction","Data Structures (Part III): Sets & the Collections Module","Data Structures (Part II): Dictionaries","For-Loops and While-Loops","Basics of Functions","Generators & Comprehension Expressions","Introducing Control Flow","Iterables","Python\u2019s \u201cItertools\u201d","Difference Fanout","Encode as String","Within Margin Percentage","Merging Two Dictionaries","Scope","Sequence Types","Variables & Assignment","Accessing Data Along Multiple Dimensions in an Array","Advanced Indexing","Iterating Over Arrays & Array-Traversal Order","Automatic Differentiation","Basic Array Attributes","Introducing Basic and Advanced Indexing","Array Broadcasting","Functions for Creating NumPy Arrays","Introducing the ND-array","Playing Darts and Estimating Pi","Measuring the Accuracy of a Classification Model","\u201cVectorized\u201d Operations: Optimized Computations on NumPy Arrays","Applications of Object Oriented Programming","A Brief Summary of Terms and Concepts","Defining a New Class of Object","Instances of a Class","Inheritance","Introduction to Object Oriented Programming","Methods","Special Methods","Matplotlib","Import: Modules and Packages","Working with Files","Writing Good Code","Changelog","Python Like You Mean It","Python Like You Mean It","Module 1: Getting Started with Python","Module 2: The Essentials of Python","Module 2: Problems","Module 3: The Essentials of NumPy","Module 3: Problems","Module 4: Object Oriented Programming","Module 5: Odds and Ends"],titleterms:{"01":48,"02":48,"03":48,"04":48,"05":48,"06":48,"1":[25,30,33,51],"10":48,"11":48,"12":48,"14":48,"16":48,"17":48,"2":[33,52,53],"2019":48,"2020":48,"2021":48,"2022":48,"24":48,"28":48,"29":48,"3":[54,55],"30":48,"31":48,"4":56,"5":57,"boolean":[6,7,25],"break":11,"class":[38,39,41,42,43],"default":[9,12],"do":3,"final":30,"float":[6,30],"function":[10,12,15,24,31,35],"import":[41,45],"new":[38,48],"return":12,"short":7,"static":42,"while":11,A:[3,5,10,20,30,37],At:30,Being:47,For:[11,30,47],In:[25,27,29],It:[47,49,50],One:[20,24],The:[6,9,12,13,30,38,42,44,47,52,54],Will:1,__init__:39,about:[49,50],absolut:[45,47],access:24,accommod:12,accuraci:34,act:15,ad:10,add:27,advanc:[25,29,30],algebra:35,algorithm:8,along:24,an:[2,4,12,24,26,29,30,31,39,41],anaconda:3,ani:47,answer:30,appli:27,applic:[30,36],ar:[6,10,12],arang:31,arbitrari:[12,20],arg:47,argument:[12,35,42],arrai:[24,25,26,28,29,30,31,32,35,46],assign:[6,23,25,29],attribut:[28,38,39],augment:[6,25,29],auto:27,autodiff:27,automat:27,ax:[30,44],axi:35,basic:[6,10,12,25,28,29,35],benefit:29,beyond:44,binari:35,board:[49,50],bool:7,bound:22,brief:[3,37],broadcast:30,buggi:20,c:26,callabl:47,can:[6,10],cell:4,chain:13,challeng:20,changelog:48,circuit:7,classif:34,claus:11,code:[1,4,5,47],collect:9,column:26,combin:25,comparison:7,complex:[6,8,10],comprehens:[6,7,9,10,11,12,13,15,16,17,22,23,24,25,27,29,30,35,38,39,42,44,45,46,47],comput:[3,35],concept:37,conclus:35,conda:[3,45],condit:7,constant:31,construct:10,consum:13,contain:43,content:[48,49,51,52,53,54,55,56,57],continu:11,contributor:[49,50],control:14,convent:47,convert:25,correct:20,counter:9,creat:[4,9,13,31,39,43,44],dabbl:2,dart:33,data:[8,9,10,24,29,31],def:12,defin:[38,39],definit:38,delimit:14,dequ:9,deriv:27,describ:8,develop:1,dict:47,dictionari:[9,10,20],did:3,differ:[0,17],difference_fanout:17,differenti:27,dimens:[24,30],dimension:[24,25,29,35],discuss:[49,50],displai:44,distanc:30,document:[6,7,9,10,11,12,13,15,16,21,22,24,25,26,28,29,30,31,32,35,38,40,41,43,44,45,46,47],doe:0,drop:27,easi:[49,50],elif:7,ellipsi:29,els:[7,11],encod:18,end:57,enumer:15,environ:[1,3],essenti:[6,52,54],estim:33,exampl:[4,46],exercis:[6,7,11,12,13,15,22,23,27,44,45],express:[7,13],extend:20,extens:17,extra:20,f:26,familiar:4,fanout:17,fewer:24,figur:44,file:46,flow:14,fly:13,form:38,format:[5,6],from:[5,31],gener:[13,20,38],get:51,github:[49,50],given:10,glob:46,good:47,googl:47,guid:[5,47],handl:[20,22],hint:47,how:26,i:8,id:1,ident:39,ii:10,iii:9,imag:44,immut:23,improv:6,indent:47,index:[22,24,25,29],indic:[22,24,49],inform:2,inherit:40,inlin:[7,12],input:20,insert:30,inspect:10,instal:[0,3,45],instanc:[39,42],integ:[6,24,25,29],integr:1,interfac:43,interpret:0,intra:45,introduc:[0,6,13,14,22,24,29,32],introduct:[2,3,8,27,41],isn:[49,50],issu:30,iter:[13,15,26],itertool:16,join:[31,49,50],jupyt:[4,44],just:3,kei:[10,47],keyword:[12,35],lab:4,languag:[0,4],last:30,learn:1,level:39,like:[43,49,50],linear:35,link:[6,7,9,10,11,12,13,15,16,21,22,24,25,26,28,29,30,31,32,35,38,40,41,43,44,45,46,47],linspac:31,list:[2,6,8,13,17,36,47],liter:47,load:46,logic:[6,7,35],loop:[11,17,30],major:26,manag:45,manipul:24,map:10,margin:19,markdown:4,math:6,mathemat:[35,43],matplotlib:44,me:[49,50],mean:[0,49,50],measur:34,merg:20,mess:2,method:[39,42,43],minor:20,mode:46,model:34,modul:[6,9,45,47,51,52,53,54,55,56,57],more:10,multi:35,multipl:[12,23,24],mutabl:23,mutat:6,my:3,mygrad:27,n:[24,25,29],name:[9,12,23,47],nd:32,neg:24,nest:13,newaxi:[29,30],next:13,non:7,none:[6,47],notat:6,note:41,notebook:[4,44],noth:47,number:[2,6,12,20],numer:[6,10],numpi:[25,27,29,31,35,46,47,54],object:[6,7,12,23,29,30,36,38,39,41,43,44,46,56],odd:57,offici:[6,7,9,10,11,12,13,15,16,21,22,24,25,26,28,29,30,31,32,35,38,40,41,43,44,45,46,47],ones:31,open:46,oper:[6,7,9,29,35,43],optim:[20,27,30,35],option:47,order:[10,26],orient:[36,41,56],other:4,our:[49,50],out:[22,29],output:47,over:[13,26],own:[13,45],packag:45,pairwis:30,part:[8,9,10],path:46,pathlib:46,pep8:47,percentag:19,perform:29,pi:33,pickl:46,pip:45,pitfal:11,place:[25,29],plai:[2,33],plot:44,plymi:[49,50],point:[6,30],posit:12,potenti:11,precis:[6,10,30],problem:[20,27,33,53,55],produc:29,program:[0,36,41,56],pycharm:1,pyplot:44,python:[0,2,3,6,14,16,31,45,46,47,49,50,51,52],pythonpath:45,quack:47,quick:5,random:31,rang:13,read:[6,7,9,10,11,12,13,15,16,22,23,24,25,27,29,30,33,35,38,39,42,44,45,46,47],readabl:6,recommend:1,referenc:23,rel:45,relev:33,represent:43,reshap:24,retriev:10,risk:29,row:26,rule:30,run:[4,5],s:[6,10,16,35],sampl:31,save:[44,46],scheme:25,scientif:6,scope:[14,21],script:0,seek:27,self:42,sequenc:[6,22,31],sequenti:[8,31,35],server:4,set:[1,9,47],shadow:21,shop:36,shouldn:[49,50],simpl:[20,30],site:[5,45],size:30,slice:[22,24,29],snippet:5,solut:[6,7,9,10,11,12,13,15,16,17,18,19,20,22,23,24,25,27,29,30,33,34,35,38,39,42,44,45,46,47],solv:27,space:47,special:43,specifi:[12,29,31,35,46],start:51,statement:[6,7,12,45],store:[10,13],string:[2,6,18,43],structur:[8,9,10],studio:[1,4],style:47,subplot:44,subtl:30,summari:[0,6,37,40],suppli:24,support:4,t:[49,50],tabl:49,term:37,terminolog:41,text:46,textbook:[49,50],than:24,thi:[3,5,49,50],time:10,tip:33,togeth:31,too:[49,50],travers:26,trick:15,truth:7,tupl:[8,9,13,22,29,47],two:[20,24],type:[6,22,23,31,41,47],unari:35,underli:29,understand:[0,6,35],union:47,unoptim:30,unpack:15,unvector:[33,34],up:1,us:[4,13,14,17,29,30,31,35,47],util:30,valid:23,valu:[7,10,12,47],variabl:[21,23],vector:[27,33,34,35],version:0,via:25,view:29,visual:[1,4,27],vs:[13,26,41],warn:10,what:[0,1,3,10,47,49,50],where:25,whitespac:14,why:0,within:19,word:10,work:[15,22,38,46],write:[46,47],you:[1,49,50],your:[13,45],yourself:4,zero:[20,24,31]}})