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Introducing the ND-array [36, 49, 64]], dtype=int32) -

Let’s take the mean value over the three distinct columns in our data:

+

Let’s take the mean value along the three distinct rows of our data:

>>> np.mean(x, axis=1)
 array([ 1.,  4.,  7.])
diff --git a/docs/_sources/Module3_IntroducingNumpy/IntroducingTheNDarray.md.txt b/docs/_sources/Module3_IntroducingNumpy/IntroducingTheNDarray.md.txt index bc9abc67..931bf363 100644 --- a/docs/_sources/Module3_IntroducingNumpy/IntroducingTheNDarray.md.txt +++ b/docs/_sources/Module3_IntroducingNumpy/IntroducingTheNDarray.md.txt @@ -70,7 +70,7 @@ array([[ 0, 1, 4], [36, 49, 64]], dtype=int32) ``` -Let's take the mean value over the three distinct columns in our data: +Let's take the mean value along the three distinct rows of our data: ```python >>> np.mean(x, axis=1) array([ 1., 4., 7.]) diff --git a/docs/objects.inv b/docs/objects.inv index 1ec8b8fa075b82f42a9d9009cdcb87354aa4f453..67ec5c19581d7b89ab715fceebbf2475e344c34e 100644 GIT binary patch delta 11892 zcmV-)E{oB#Vvb>usulPQ76o=yb~P;)SwphA)&AwzIKT{%zZ(O*MZS^UXn)si$1X&a zvYDH865VFIl5a$t49hTuKcomZH{i-G7s7c&+YOqS%kxcp^zTak@L%oAC} z{3+YXf{Icem+cB#_n+OTmqJzN`JPUffkg}$j${2Q0|-UD*(QQVxy-&1 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count":14,"while":[0,3,4,5,16,17,19,22,24,26,27,30,31,32,47,51,53,56],"while-loop":13,Added:52,And:[4,5,11,14,20,36,49],Are:[8,15,32],Axes:[58,61],Being:25,But:[16,53,54],Doing:[26,32,38],For:[0,1,3,4,5,7,8,9,10,11,12,14,15,16,17,19,25,26,27,28,29,30,31,33,35,36,37,41,43,44,45,46,47,48,50,53,56],IDE:[1,2,5,48,51,52],IDEs:[1,16,48,51,55],IDs:36,Its:[5,8,16,37,41,45,47],Not:[5,27,36],One:[8,15,16,29,37,45,47,48,50,58],Such:[7,14],That:[1,2,4,5,8,9,10,11,12,13,14,15,17,19,20,24,25,26,27,29,31,32,35,36,40,41,42,43,44,45,46,48,50,51,53,54,60],The:[1,2,3,4,5,6,7,9,10,12,13,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,33,34,35,36,37,39,41,42,43,45,46,48,50,53,54,57,59,60,61],Their:[14,25],Then:[1,8,10,12,18,19,26,27,28,32,38,41],There:[1,2,3,4,5,8,9,10,13,14,15,18,19,22,25,26,31,32,33,34,36,37,43,44,47,48,49,50,51],These:[1,4,5,7,8,9,10,11,12,13,14,15,17,20,25,26,27,28,29,37,41,43,46,48,50,51,56,57,58,59],Tis:23,Use:[0,5,8,9,11,13,14,15,16,17,28,32,35,46,47,50,51],Uses:56,Using:[0,6,8,9,13,14,18,22,25,26,27,28,35,38,41,45,47,50,56,58],Will:[9,25,36,55],With:[4,11,41,49,50],Yes:4,__add__:[44,45,46],__all__:48,__contains__:46,__div__:46,__eq__:45,__ge__:45,__getitem__:[17,46,51],__gt__:45,__init__:[38,39,42,43,44,45,46,48,51,60],__iter__:[17,46],__le__:45,__len__:[46,51],__lt__:45,__main__:[39,40,41,44],__mul__:[45,46],__ne__:45,__next__:46,__pow__:[45,46],__radd__:45,__repr__:[42,43,45,46],__rmul__:45,__rsub__:45,__rtruediv__:45,__setitem__:46,__str__:[45,46],__sub__:[45,46],__truediv__:[45,46],_data:46,_need:[38,46],_purchas:[38,46],_use_gpu:51,_var2:26,a858573fdc63:26,a_dir:48,a_long_list_nam:51,a_poem:50,abacus:32,abbrevi:[8,34,47],abc:[3,9,25,50,51],abcabcabc:9,abcd:[17,25,44],abcdef:29,abcdefg:25,abcdefghij:13,abid:[22,51,61],abil:[2,8,9,14,16,25,26,27,29,41,43,44,46,49,51,56,61],abl:[1,3,4,5,8,12,14,22,25,26,27,29,31,32,37,44,45,47,48,53,54,58],about:[0,1,3,4,5,6,7,8,9,10,11,12,14,15,19,22,29,32,33,35,37,38,41,43,44,45,46,47,50,51,56,60,61],abov:[4,5,8,14,22,27,31,32,35,36,39,41,48,51],abs:[8,15,21],abs_tol:8,absolut:[8,15,32,37,50],acceler:51,accept:[11,12,14,15,17,22,25,36,37,38,42,44,46,47,50,51],access:[1,3,8,9,10,11,15,17,18,19,20,22,24,25,28,29,31,32,33,34,40,41,43,44,48,50,53,58,60],accident:[4,5,48],accommod:[8,9,11,12,16,22,32,38,48,51],accomod:50,accompani:[57,59],accomplish:[0,1,3,12,14,48],accord:[1,8,9,10,12,14,20,27,29,30,31,32,35,37,41,44,47,50,51],accordingli:[1,35,46],account:[8,9,23,32,53,54],accru:51,accumul:[1,49,51],accuraci:[35,53,59],accustom:51,ace:25,aceg:25,achiev:[17,32,58],acquaint:[3,56],acquir:[53,54],across:[5,8,16,18,22,35,36,50,51],act:[37,56],action:[3,7,8,37,42,50,51],activ:[4,5,48],actual:[4,6,8,9,14,15,19,21,25,27,31,32,33,35,41,49,51,55,56,61],adam:8,add:[1,2,4,8,10,11,12,14,16,17,28,32,35,37,38,44,46,47,51,60],add_2:14,add_3:31,add_new_item:[38,46],added:[5,10,12,13,15,22,28,38,40,46,51,61],adding:[11,12,13,26,50,51,53,54,56],addit:[4,8,9,11,12,14,16,33,35,37,40,44,45,47,48,51],addition:[1,5,22,28,38,41,43,47,48],address:[14,15,22,32,41,44],adher:[16,29,51],adjust:[5,27,29],ado:4,adopt:[44,51],adorn:49,advanc:[2,4,6,12,15,27,29,34,53,58],advantag:[10,11,37,45],advis:[4,16,50],aeiou:[13,50],aeiouaeiou:[14,49,51],aesthet:51,affect:[3,16,26,31,41,43,46,47],afford:[27,49],afoot:22,aforement:[1,4,16],after:[3,4,8,11,12,13,14,15,19,22,24,27,32,40,49,51,57,59],afterward:31,again:[3,10,15,24,31,32,43,51],against:[10,19,22,36],age:8,aggress:49,agre:27,aha:20,ahead:[19,49],aid:51,aim:[28,47],air:51,aka:51,akaclass:51,akin:[8,40],aks:27,albeit:32,albert:50,alert:51,alex:53,alexding123:[53,54],alfr:8,algebra:[10,11,58],algorithm:[12,17,21,22,51,56],alia:[4,41,48,51],alias:[48,51],alias_nam:48,alic:22,alien:8,align:[8,32,47,51],alik:[5,7,15,55],all:[1,2,3,4,5,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,31,32,34,35,36,37,38,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,56,60,61],all_cap:51,all_fanout:19,allclos:[32,37],allevi:32,alloc:[8,31],allot:8,allow:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,19,21,23,25,27,28,29,31,32,33,34,36,38,40,41,42,45,46,47,48,49,50,51,55,56,61],almost:[8,10,12,27,32,51],alon:50,along:[3,8,11,13,15,17,20,22,23,24,28,29,30,31,32,33,34,35,37,47,48,51,53,54,56,58],alongsid:[49,51,52],alpha:[35,47],alphabet:[8,27,38,51],alphanumer:[23,26],alreadi:[4,5,6,8,9,10,12,15,25,31,38,40,41,42,44,45,48,49,50,51],also:[2,3,4,6,8,9,10,11,12,14,15,17,20,21,22,23,25,26,27,28,29,31,32,33,34,35,36,37,40,41,42,44,45,46,47,48,49,50,51,52,53,54,55,57,58,59,61],altern:[5,8,9],although:[1,5,8,12,15,17,19,23,25,27,28,29,37,40,43,47,49,50,51,56],altogeth:14,alwai:[3,5,8,9,12,13,16,20,22,27,28,29,32,37,38,42,44,47,48,51],alyosha:51,ambigu:[27,58],amend:[26,33],among:[1,5,8,12,22,25,27,37,44,49,51,58],amort:10,amount:[8,29,33,37,38,45,47,50,56],amp:47,amplitud:47,anaconda3:4,anaconda:[3,5,6,47,48,55],analog:37,analysi:[8,10,35,43,52,53,54],analyt:48,analyz:[5,10,50,51,58],anchor:51,anew:50,angi:18,angl:48,ani:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,24,25,26,29,30,31,32,35,37,40,41,43,44,45,46,48,49,50,55],anim:47,annabel:[53,54],annabellelew:[53,54],annot:[14,47,51,61],anoth:[1,5,8,9,11,12,15,22,25,28,29,31,32,35,41,42,43,46,47,48,51,60],another_long_nam:51,answer:[1,5,8,28,37,50],anticip:[21,44],anyon:[1,21,49,61],anyth:[1,8,9,12,14,44,45,47,50,51],anywher:[8,9,14,24,48,51],apart:5,api:[47,61],appear:[1,3,5,7,8,15,19,25,26,45,47,48],append:[0,3,8,10,11,13,15,17,19,20,25,26,35,36,41,44,45,46,50,51],appendix:46,appendleft:11,appl:[3,8,11,12,14,15,18,22,25,38,39,40,46,51],applepie_yum_yum:26,appli:[19,27,28,32,35,37,41,49,51],applic:[4,5,6,11,27,29,37,47,53,54,56,58,60],apply_fanout:19,appreci:[15,22,35,46],approach:[32,36],appropri:[0,14,21,22,26,28,29,32,38,41,50,51],approv:51,approx:35,approxim:[8,14,35,37],arang:[6,27,28,29,35,37,47,58],arbitrari:[25,28,32,40,46,51,57],arbitrarili:[8,15,28],archiv:50,area:[35,43],area_:35,aren:22,arg1:51,arg2:51,arg3:51,arg4:51,arg5:51,arg6:51,arg:[14,22,24,46],argmax:[36,37],argmin:37,arguabl:[1,21],argument:[9,12,15,17,22,24,31,33,36,39,40,41,46,47,50,51,56],aris:56,arithmet:[3,8,9,31,32,37],arm:[9,19,28,30,48,49,55,56,58],around:[8,34,41,43,51],arr:[27,31],arrai:[6,9,25,26,35,36,43,47,48,51,53,58,61],arriv:[12,58],arrow:51,articl:6,artifact:46,as_integer_ratio:8,ascrib:[9,25,27],ashlei:[12,17,26,27],asid:2,ask:25,aspect:[8,19,24,28,46,47],assert:[45,49],assess:23,assign:[0,1,3,5,7,9,13,14,17,22,25,27,39,40,41,48,53,56,58],associ:[4,8,9,10,12,36,37,45,47,48,49,51],assort:[27,32],assum:[1,4,8,9,10,12,19,21,24,25,35,36,44,50,51],assumpt:[47,51],assur:50,asterisk:14,astrophys:58,astropi:58,astyp:47,atrophi:51,attempt:[4,8,13,19,25,26,40,44,45,48],attent:[17,43,51,56,60],attr:[40,42],attract:6,attribut:[38,39,42,43,44,45,46,48,53,58,60],attribute_nam:40,attributeerror:[39,40,45],augment:[38,58],author:48,auto:[43,48],autocomplet:[2,3,5],autom:[49,51],automat:[8,16,19,27,31,38,39,41,43,44,47,50,51],autoreload:48,avail:[3,5,7,8,10,11,12,25,27,33,37,40,45,47,48,50,51,52,53,54],averag:[32,35,37,56],avoid:[3,8,15,17,32,33,37,51],awai:[3,14,49,51,53,54],awar:[2,5,8,47,50],ax1:47,ax2:47,ax3:47,ax4:47,ax5:47,ax6:47,axes:[27,30,31,32,35,37,47],axi:[27,28,29,30,31,32,34,35,36,47],axs:47,b9d20096048c:15,b_attr:42,back:[4,5,13,29,49,51,53,54],background:[7,47],backtick:7,bad:[16,22,35,40,44,51,53,54],bad_dict:12,bad_f:14,bad_func1:14,bad_func2:14,bad_func3:14,bad_func4:14,bad_merge_max_map:22,bagel:50,balanc:56,banana:[12,18,22,51],bar:[16,47],bare:[48,58],barrier:49,base:[1,5,8,9,14,19,20,22,25,26,27,28,32,33,45,47,48,49,51],base_fanout:19,base_numb:19,bashrc:4,basic:[1,5,7,9,13,15,17,25,27,32,34,40,41,43,47,48,50,53,54,56,58],basic_math:48,basic_modul:48,basket:8,batch:36,batman:8,bcd:25,beauti:47,becaus:[1,4,8,9,10,11,12,13,14,15,17,22,25,27,28,29,31,33,35,36,37,44,45,48,49,50,53,54],becom:[1,5,6,9,11,13,15,17,18,27,33,37,40,48,49,51,53,54,55,56],bedrock:50,been:[1,4,5,8,10,12,15,20,25,27,31,32,35,37,38,40,43,45,48,51,53,54,56],beet:46,befor:[4,10,12,13,15,16,22,23,27,32,38,43,45,48,50],begin:[1,3,4,7,8,9,10,11,16,22,25,26,27,28,31,32,35,38,40,44,49,50,51,53,54,55,56],beginn:[4,5],behav:[8,11,12,13,14,19,20,22,25,28,31,35,36,37,41,43,44,45,46,51,60],behavior:[8,9,11,14,19,20,21,22,23,25,26,28,37,44,46,47,49],behind:[6,15,26,31,32,45,49],being:[1,2,4,5,7,8,9,12,13,14,15,17,20,22,26,27,28,29,31,32,35,37,38,39,40,41,42,43,44,45,46,47,48,50,51,53,54,60],belong:[8,9,18,34,39,43],below:[4,5,11,35,40,50,56],beneath:[5,13],benefit:[5,33,37,47,48,49,51],best:[6,8,22,26,28,37,47,50,53,54,61],better:[12,22,29,49,50],between:[1,3,4,5,7,8,15,16,19,25,27,31,32,35,37,41,42,47,51,58,60],beyond:[3,8,12,14,15,19,27,31,32,44,46,48,61],biff:51,big:[2,4,10,12,28,31],biggest:51,billion:8,bin:[4,47,48],binari:[4,19,50,51],bind:40,bit:[8,14,15,18,29,30,33,37,47,49,50],black:[51,56],blank:[14,16,47,51],blazingli:6,bloat:32,block:[5,7,8,9,13,16,24,36,50,56],blog:[53,54],blogospher:25,blue:[5,32,37,47],board:35,bob:[3,8,22],bodi:[9,11,13,14,16,20,40,41,44],bogus_path:50,bohm:11,bohr:11,boil:1,boiling_point:51,bokeh:47,bolster:[44,56],bone:48,bonu:0,book:[11,32,50,51,53,54],bookkeep:[27,29],bool:[8,12,13,14,15,17,20,23,28,37,41,49,51,56],bool_ind:28,bool_index:28,boope:25,boopeeboopeeboopeeboopeeboope:25,border:5,both:[5,6,8,9,10,11,13,14,25,26,27,28,29,31,32,37,39,42,43,44,45,47,48,50,51],bottleneck:[22,23,32],bottom:[1,5,8,9,13,14,15,25,26,37,47,48],bound:[19,27,35,40,43,47,48],box:[2,56],brace:[10,12,16],bracket:[8,10,12,16,25,46,50,51],brad:[17,27],branch:[9,16,56],brand:44,bread:38,brian:[18,26],brief:[7,37,48,51,52,53,55,60],briefli:[4,9,11,18,24,27,43,47,50],bring:[5,44],brittl:49,broadcast:[28,29,31,34,35,37,47,51,53,58],broadcast_to:[32,47],broadli:41,broken:[20,49],brought:60,browser:[5,47],bruce:[8,51],bud:51,bug:[8,9,12,17,22,31,49,51],buggi:57,buggy_merge_max_map:22,build:[3,4,16,27,29,32,37,42,48,55],built:[0,3,8,9,10,11,12,14,15,17,18,21,25,29,31,35,38,40,41,42,43,44,48,50,51,56],builtin:40,bullet:[6,46],bunch:[32,56],bundl:45,button:[4,49],bye:[8,14],calcul:[0,6,19,32,34,37],calibr:48,call:[1,3,4,5,7,8,9,11,12,13,14,15,19,20,22,23,26,27,31,32,33,34,36,37,40,41,44,45,46,47,50,51,56,61],callabl:19,came:[4,6,12],camel:40,camelcas:51,camera:48,can:[0,1,2,3,4,5,6,7,9,10,11,13,14,15,16,17,19,20,21,22,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,53,54,56,60,61],cannot:[5,8,10,11,12,13,14,15,24,25,26,27,31,32,41,45,50,51,58],cap:49,capabl:[1,5,17,20,37,43,47,48,49,51,58],capit:[8,43,44,51],capsul:14,caption:7,captur:51,capword:51,care:[10,12,14,19,20,22,32,38,48,50,51,55],carefulli:[37,49,51],carpent:[53,54],carri:[1,29,38,43,48],carrot:12,cassi:[17,18,27],cast:[14,20],casual:[40,49],cat:[3,8,11,14,18,24,25,36,40,41,43],cat_dog_goose_oth:36,catcatcat:25,categori:[27,51],catwoman:8,caught:[53,54],caus:[1,13,16,22,26,31,48,50],caution:[8,38],caveat:4,cavemen:32,cavewomen:32,cba:9,cdot4:32,cdot5:32,cdot6:32,cdot7:32,cdot:[32,37],ceaselessli:13,celin:51,cell:[22,36,49,55],celsiu:51,center:[8,32,35,42,43],center_of_mass:32,certain:[3,32,50],certainli:12,chain:[9,18],challeng:57,chanc:5,chang:[1,3,4,5,8,12,19,22,25,26,27,31,32,35,41,48,49,51,53,54],changelog:53,channel:[32,47,48],charact:[0,1,2,3,8,9,11,13,16,23,26,43,46,50,51,56],characterist:51,charli:40,chart:47,cheat:47,check:[2,3,8,9,10,11,12,15,20,22,25,27,31,32,37,40,41,46,48,49,50,51,56],chees:12,chines:[53,54],chocol:51,choic:[20,51],choos:[22,27,33,47,51],chosen:[51,53,54],chronolog:52,chunk:5,cindi:22,circl:[35,47],circuit:[13,56],circumst:[6,24,26,49],cite:51,civil:[33,40],clariti:16,class_:51,class_func:44,classa:11,classb:11,classif:[53,59],classifi:[36,51],classification_accuraci:36,classification_scor:36,classmethod:44,classnam:40,claus:[9,15,20,56],clean:[11,17,51,56],cleaner:[8,36,51],clear:[9,14,15,20,27,32,34,35,37,44,50,51,56],clearli:[19,49,51],clever:[20,22,25,32],click:[0,4,5],clockwis:43,close:[0,5,8,35,37,50,51,53,54],closur:51,cloth:46,cloud:48,cls:[44,51],cmap:47,cmath:8,cmd:[1,3,4],cnt:[7,40],cnt_div_by_3:16,code:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,23,24,25,26,27,31,32,34,35,36,37,38,39,40,41,42,45,47,48,50,52,53,54,55,56,57,58,59,61],coder:49,coerc:32,coexist:43,coffe:46,coher:[37,51],col:[15,28,47],collabor:51,collect:[1,4,8,9,10,12,13,17,25,27,32,37,40,43,48,49,50,51,53,56],colon:[9,11,13,14,25,51],color:[2,5,7,32,37,47],colormap:47,column:[27,28,30,31,32,34,35,36,37,47,58],com:51,comb_l:18,combin:[14,18,24,31,32,37,41,46,58],come:[1,3,4,6,7,8,10,14,17,25,37,49,50,51,56,60],comfort:[18,21,37],comma:[8,14,15,25,51],command:[1,4,5,9,15,22,36,47,48,51],commensur:47,comment:7,common:[3,4,5,8,10,11,12,15,16,22,25,26,27,28,34,37,41,44,45,50,51,56],commonli:[8,9,14,29],commun:[2,5,51,61],commut:45,comp_var:24,compact:12,compani:51,compar:[5,6,8,9,10,11,12,15,22,23,24,27,32,36,37,51],comparison:[1,8,11,21,22,23,35,37,51,56],compat:[4,6,8,32,38,45,46,51],compet:[5,53,54],compil:[34,37,51],complac:[53,54],complain:44,complet:[2,4,5,6,8,9,10,11,12,13,20,21,27,29,33,35,36,46,48,50,51,53,54],complex32:30,complex64:33,complex:[11,26,33,48,51,56],complic:[12,15,35],compon:[6,31,48],compound:9,comprehens:[0,5,20,21,23,24,36,46,53,56,57,58,60,61],compris:[32,33],comput:[1,2,3,5,6,7,8,10,14,15,16,19,21,24,25,27,32,35,36,41,43,48,50,51,53,55,56,58],compute_area:[42,43],compute_corn:43,compute_exp:14,compute_student_stat:51,con:2,concat_to_str:20,concaten:[3,19,20,25,33,44],concept:[12,13,16,27,29,42,43,45,53,60],concern:[15,19,23,48,51,56],concis:[9,17,19,23,32,35,47,51,56,58],conclud:[10,14,26,28,32,44,48,51,60],conclus:58,concret:[13,29,32,41,51],conda:[55,61],condens:9,condit:[0,8,12,13,15,16,20,22,28,32,51,53,56],condition:16,conduc:1,conduct:[5,13],config:48,configur:[1,2,48,51],confirm:[0,44],conflict:[4,26,48,51],conform:1,confus:[1,8,15],conjunct:[17,28,50],connect:[5,47],consecut:9,consid:[6,9,10,13,15,16,19,20,21,22,23,25,27,28,29,31,32,37,41,42,44,48,49,51,57,59,61],consider:[6,38,56],consist:[9,14,16,25,26,27,35,41,46,48,51],consol:[3,4,5,7,8,16,22,26,36,43,45,46,47,48,51],constant:[10,48,51,58],constitut:49,constraint:[22,36,51],construct:[8,10,11,15,16,17,23,25,27,28,33,44,47,48,50,56,60],constructor:[8,12,15],consult:[8,11,46,47,51],consum:[11,12,23,25,32],consumpt:[15,32],contact:60,contain:[0,1,2,3,4,5,8,9,10,11,12,14,15,16,17,18,22,24,25,26,27,28,30,31,32,33,34,35,37,38,40,41,45,47,48,49,50,51,56,60,61],content:[1,3,5,8,9,10,11,12,13,14,15,17,24,25,26,27,28,31,32,33,34,36,37,41,46,48,50,51,53,54,55,56,57,58,59,60,61],context:[2,3,13,14,17,24,28,30,31,37,41,45,46,50,61],context_manag:50,context_vari:50,continu:[22,26,27,56],continuum:48,contour:47,contract:[22,40],contrast:[24,37,40,44,51],contribut:[49,51,53,54],contributor:49,contriv:[18,49],control:[2,8,13,17,20,21,29,46,47,53,56],convei:[10,17,32,42,47,51],conveni:[1,3,8,9,10,15,27,32,37,44,46,47,48,50],convent:[40,44],convers:20,convert:[8,15,20,25,48,49,50],convinc:[22,28],convolut:[19,51],cook:[22,32],cool:12,coord:32,coordin:[11,12,32,35,38,47],copi:[22,23,26,27,28,31,32,41,46,48,53,54],core:[3,10,18,51,53,54,58],corner:[5,43],cornerston:[53,54,56],correct:[25,36,51,57],correctli:[9,22,36,51],correspond:[1,8,11,12,14,15,17,18,20,21,24,25,27,28,29,31,32,33,35,36,37,47],corrupt:50,cos:[5,37,47],cost:49,costli:5,could:[3,5,8,9,12,18,22,27,29,32,34,37,44,47,51,53,54],count:[3,8,10,11,12,14,16,17,18,21,25,35,36,41,45,51],count_even:14,count_vowel:[14,49,51],counterpart:31,coupl:[8,20,49],cours:[1,2,3,4,5,6,14,16,26,27,49,50],courtnei:51,cout:1,cover:[8,12,14,17,37,50],cow:[12,14,17,18,24],cpython:[1,3,4,5,10,12,51],craft:61,creat:[0,1,2,3,4,8,9,12,17,18,20,22,23,25,26,27,28,29,31,32,34,35,37,38,39,40,42,43,44,45,48,49,50,51,53,54,55,56,58,60,61],creation:[11,32,33,40,41,43,50],creativ:25,creator:[48,51],credit:19,criterion:22,critic:[4,5,10,16,25,29,31,41,43,48,49,51,53,54,55,58,61],cross:[4,46],crowd:51,crucial:6,crude:35,crust:50,cryptic:8,ctrl:[0,5],cube:[9,48],cue:[3,27,37],cumbersom:49,cumsum:35,cumul:35,curat:[36,48],curi:11,curli:[8,10,12,16],current:[5,8,15,35,44,48,51,53,54],current_num:17,cursor:5,curv:[2,5,35,47],custom:[6,8,43,47,48,50,51,60],custom_dot_product:51,custom_inherit:51,customiz:2,cut:5,cute:20,cycl:47,d3_arrai:27,d5_arrai:27,d_sinc:5,dabbl:55,dai:[4,61],danger:[9,53,54],dangl:32,dart:[53,59],dart_posit:35,dash:[35,47,51],data1:50,data2:50,data:[2,3,4,5,15,22,25,28,29,30,32,34,36,37,43,45,47,48,50,51,53,54,55,56,58,60,61],databas:[48,51],datafram:43,dataset:[27,47],datatyp:33,date:[1,8,51,53,54],datum:36,davi:51,david:[11,12,18,50,53,54],deactiv:4,dead:[4,9],deal:[3,8,10,12,19,28,36,37,48],dear:49,debat:21,debug:[2,5,22,51],debugg:2,decid:35,decim:[3,8,12,32],decis:51,decod:50,decor:44,dedic:[2,17,31],deduc:35,deem:27,deep:[25,53,54],deepen:43,deeper:[15,47,48],deepli:[48,53,54],def:[5,6,7,10,12,16,19,20,21,22,23,24,26,31,32,36,38,39,40,41,42,43,44,45,46,48,49,51,56],defacto:44,defaultdict:[11,48],defin:[1,3,5,7,8,11,13,14,15,16,20,22,24,26,27,31,33,34,37,38,39,42,43,44,46,48,50,51,53,56,58,60],definit:[2,10,12,13,14,15,16,17,24,27,29,31,32,37,38,39,41,42,43,44,48,51,60],deg_to_rad:48,degre:[35,48,58],deleg:37,delet:5,deliev:48,delimit:[8,9,13,14,46,50,51,56],deliv:48,deliveri:48,delv:[26,28,31,37],demand:[15,56],demarc:14,demo:3,demonin:45,demonstr:[7,8,9,11,12,13,18,19,22,24,25,26,28,29,31,32,33,37,40,41,44,46,47,48,50,51],denom:45,denot:[5,8,9,10,14,27,37,40,50],depend:[2,4,10,12,13,21,26,29,45,48,49,50,58],depict:[27,35],deriv:5,describ:[1,11,20,30,37,41,42,43,48,51,56],descript:[8,10,11,14,22,28,29,48,51],deserv:17,design:[1,3,8,11,21,27,36,37,40,43,44,46,47,49,50,51,56,57,58,59],desir:[5,21,22,27,29,32,44,46],desktop:[48,50],despit:[22,48],detail:[4,5,7,8,12,14,17,25,26,27,28,29,32,37,44,45,47,48,49,50,51,56],detect:[12,48],determin:[1,8,9,10,19,23,28,31,32,33,35,42,46,51],dev:[22,33,35,36],develop:[1,5,23,32,38,47,48,49,51,52,53,54,55,58],deviat:[21,35,37],devic:[8,53,54],devis:[22,49],diagnost:49,diagon:28,diagram:[25,27,32],dict1:22,dict2:22,dict:[11,12,17,22,41,44,60],dictat:[12,40],dictionari:[9,10,14,15,17,20,26,43,44,46,50,51,53,56,57],did:[3,8,10,13,19,20,22,35,38,44,55],didn:[29,35,44],diff:32,differ:[2,3,5,6,8,9,10,11,12,14,15,16,20,22,23,24,25,29,31,32,34,43,44,45,47,48,51,53,56,57,58,60],difference_fanout:57,difference_upd:[38,46],differenti:[1,2,43],difficult:[28,51],digit:[8,20,32,37,53,54],dilig:[8,48],dimens:[28,29,30,31,33,34,35,37,53,58],dimension:[6,29,30,32,33,34,43,47,58],ding:53,direct:[32,37,48],directli:[1,2,4,6,8,15,25,31,36,48,50],directori:[1,4,5,47,48,50],discard:8,discern:[12,30,51],discourag:23,discov:40,discret:47,discuss:[2,4,8,9,12,13,14,15,22,25,26,27,28,29,30,31,32,37,39,42,43,44,46,48,49,50,51,52,53,54,55,56,58,60],disk:50,dismai:8,dispatch:58,displai:[3,7,8,25,26,35,43,46,61],dispos:8,dissuad:49,dist:32,dist_from_origin:35,distanc:[35,51,58],distil:[47,53,54,56],distinct:[7,9,11,14,17,25,26,28,31,34,37,41,42,43,47],distinctli:7,distinguish:[2,7,11,34,43,44,50,56,60],distribut:[3,4,11,33,37,47,48,55],distutil:48,div:37,dive:[4,15,25,46,48,49,58],divers:[47,51],divid:[8,32,33,35,36,37,46,51],divide_func:48,divis:[8,9,16,32,37,46],divorc:31,dlib:51,doc2:9,doc:[14,35,51],docstr:[14,22,40,51,61],document:[1,2,3,5,45,53,54,56,58,60,61],doe:[3,5,8,9,10,11,12,14,15,20,22,23,25,26,27,28,31,33,37,41,42,44,45,47,48,51,55,56],doesn:[5,11,12,17,22,25,32,44,45,53,54],dog:[3,11,14,18,24,25,36,40,51],doing:[1,3,4,5,6,8,33,34,47,48,52,55,56,58,61],domain:[5,28,33,36,47],don:[5,8,9,12,19,27,31,45,50,51,53,54],done:[5,29,37,40,48],doom:32,dos:51,dot:[8,32,37,40,47,48],dot_index:9,doubl:[3,8,10,41,46,51],down:[1,20,27,37,48,49,50,53,54,61],downgrad:48,download:[1,2,4,48],downsid:[11,12,23],downstream:22,dpi:47,draw:[33,43,47,60],drawn:[10,18],dream:32,drill:48,dropbox:51,dropdown:5,dtype:[28,30,33,34,37],duck:51,dude:3,due:[12,37,48],dummi:[40,41,44,48],dummy_inst:41,dump:50,dunder:[41,46],dure:[1,15,35,48,51],dust:49,dynam:47,dynload:48,e7cf39509d06:12,each:[9,10,11,12,13,14,15,16,17,18,19,20,22,23,25,27,28,29,30,31,32,33,34,35,36,37,40,41,43,47,48,50,51,56,57,58,59],earli:[5,13],earlier:[8,12,15,19,27,35,41,51],easi:[2,4,17,22,37,45,48,49,50,51,56],easier:[29,35,38,46,49,51],easiest:48,easili:[2,5,7,14,19,22,32,35,53,54],echo:46,econom:15,ed60a54ccf0b:15,edg:[14,20,21,27],edit:[2,5,51,53,54,55],editor:[1,2,5,48,51],educ:55,edward:12,effect:[4,5,8,11,12,16,22,29,32,35,37,40,47,48,49,51,56,58],effici:[3,6,10,11,12,15,16,17,18,23,31,32,37,49,51,56,58],effort:5,egg:46,eigenvalu:37,eight:[9,16,20],einstein:11,either:[8,9,11,13,14,22,27,29,32,37,38,40,44,45,50,51],electr:8,electron:47,eleg:[2,6,9,17,28,35,42,46,47,61],elegantli:8,element:[10,11,12,15,18,19,25,26,27,28,29,30,31,32,34,35,37,38,44,45,46,51,56],elementwis:[35,37],elif:[14,16,17,20,22,26,56],elimin:36,elppa:25,els:[14,15,16,17,20,21,22,24,26,35,36,44,45,46,50,51,56],elsewher:[16,26],elucid:48,email:56,emb:[5,47],embark:[16,55],embed:47,embellish:51,embodi:[40,48],embrac:47,emerg:5,emit:23,emmi:[41,50],emphas:[8,20,32,53,54,57,59],emphasi:[51,53,54],empow:60,empti:[0,8,9,11,12,13,14,19,21,22,25,27,29,32,33,41,51],emul:[46,47],enabl:[2,4,5,19,43,46,47,48,50,51,56,58],encapsul:[14,16,24,31,39,41,43,45,49,51,56,60],enclos:13,encod:[36,50,53,57],encount:[4,8,11,13,15,17,24,25,27,41,43,44,50,51],encourag:[4,51],end:[1,3,4,5,8,9,10,11,13,14,15,16,17,18,19,25,26,28,29,32,34,35,37,40,49,50,51,53],endear:37,endeavor:56,endl:1,endors:2,endswith:8,enforc:51,engin:[1,8],english:[1,8,20,51],enhanc:[51,61],enjoi:35,enough:[5,8,29,53,54],enrol:11,ensur:[1,4,8,22,25,38,50,51],entail:[1,12,26,40,48],enter:[3,5,7,11,13,14,16,38,50],entertain:35,entir:[3,8,10,15,17,20,24,25,26,31,36,37,46,48,50],entireti:[10,37,57,59],entri:[3,8,10,11,14,17,25,26,27,28,29,31,32,33,34,37,38,41,47,48,49,51],enumer:[18,19,22,29,32,35,48],env:4,envelop:14,environ:[1,5,46,47,48,52,53,55],envis:32,eps:47,equal:[5,8,9,11,12,28,30,32,33,37,42],equat:[0,3,5,8,28,32,35,47],equip:56,equival:[8,9,11,13,14,15,19,20,21,22,23,25,27,28,31,32,33,37,41,42,44,46,51],eras:[5,50],err_low:47,err_upp:47,error:[1,2,5,8,9,12,13,14,19,21,25,26,27,36,44,45,47,50,51],errorbar:47,esc:5,especi:[1,2,5,19,20,27,28,30,45,48,51],essenti:[1,5,11,12,13,15,17,18,28,37,42,43,47,48,53,54,55,57,59,60,61],establish:[32,60],estim:[8,53,59],etc:[2,4,22,25,31,35,37,40,51,53,54,60],euclidean:[32,51],euler:[11,41,48],evalu:[0,5,9,12,13,14,17,20,22,33,40,47,51],even:[5,6,7,8,9,10,12,13,14,15,16,17,19,20,24,28,32,34,38,40,41,44,48,49,50,51,53,54],even_gen:15,evenli:[5,8,33,47],event:[11,50],eventu:[50,51],ever:[3,5,9,13,14,15,17,32,49],everi:[4,5,13,15,16,22,25,31,35,37,41,50,51],everyon:49,everyth:5,everywher:[36,37],evid:49,evil:23,evolv:35,exact:[8,15,28,32,41,51],exactli:[8,11,12,15,16,28,32,37,45],exagger:51,exam:[12,22,26,27,32],exam_1:22,exam_1_scor:18,exam_2:22,exam_2_scor:18,examin:45,exampl:[1,3,6,7,8,9,10,12,13,14,15,16,17,18,19,20,21,22,23,25,26,27,28,29,30,31,32,33,36,37,39,41,42,43,44,45,46,47,48,49,51,55,56,61],example_arrai:30,example_default_dict:11,example_dict:12,example_gen:15,example_scop:24,exce:[8,13],exceedingli:[14,49,51],excel:[2,3,5,11,46,51],except:[8,14,15,26,49,51],exception:1,excit:5,exclud:[14,15,25,33,46],exclus:[5,15,33,37],exe:[1,3,4],execut:[1,2,3,4,5,6,8,9,13,14,16,20,24,39,40,41,43,44,45,47,48,56],exemplifi:51,exercis:[20,49,56,57,59,61],exhaust:[8,11,15,28,37,45,46,53,54],exhibit:28,exist:[1,4,8,10,11,12,22,24,26,32,40,42,46,50,51,60],exit:[13,14,19,22],exorcis:49,exp:[8,31,37,47],expand:[9,16,43],expect:[1,4,7,10,14,15,35,37,40,44,45,47,48,49,50,51],expedit:49,expel:20,experi:[2,35,51],experienc:[53,54],experiment:8,explain:[5,8,25,44,48],explan:[10,46,50,57,59],explicit:[1,12,14,23,27,31,32,35,37],explicitli:[9,11,15,18,25,29,32,37,41,44],explor:[3,5,25,50],expon:8,exponenti:37,expos:[8,27,51],express:[0,8,10,12,13,14,19,20,22,23,31,36,37,40,46,51,53,56],expression_1:9,expression_2:9,expression_n:9,extend:[8,9,29,35,47,51,57],extens:[2,8,17,35,37,47,50,51,57],extent:[19,43,49],extern:44,extra:[19,32,57],extract:[9,11,15],extran:61,extraordinarili:50,extrapol:[20,27],extrem:[2,12,15,17,22,28,31,35,44,46,50,56],f8487d9d0863:[8,9],face:[44,48],face_detect:48,face_detector:48,facial:48,facilit:[2,5,10,11,17,28,29,47,48,51,58],fact:[1,5,8,9,12,14,15,26,37,43,46,49,51,60],factor:[10,45,47],factori:[3,8,14,21],fail:[9,11,26,45,50],failur:19,faithfulli:51,fall:[16,21,27,28,35,47],fallen:35,fals:[0,3,8,9,10,11,12,13,14,15,17,20,23,25,26,28,31,35,36,37,40,41,45,46,49,50,51],familiar:[1,2,3,4,8,9,10,11,17,20,21,31,34,35,37,45,47,51,55,56],fanci:[14,20],fancier:15,fanout:[53,57],fantast:[6,8,50,55],far:[6,8,17,25,27,29,31,39,41,43,46,47,48,49,51,56],farmer:8,fashion:[22,27,37],fast:[6,12,18,37],faster:[4,6,10,36,37,48,49],favor:[8,49],featur:[1,2,3,5,11,15,16,17,33,34,43,47,48,51,52,53,54,58,61],fed:[3,11,12,15,22,37,47],federici:[53,54],feed:[11,14,15,33,36,37,41,49],feedback:[53,54],feel:[5,15,25,35,46,55,56],fell:[12,17,35],fermi:[11,41],few:[3,8,10,14,15,16,18,38,45,46,51,60],fewer:[19,31],feynman:11,fidel:51,field:[8,48],fig:[5,35,47],figsiz:47,figur:61,file12345:50,file1:50,file2:50,file3:50,file4:50,file:[1,2,4,5,9,24,26,45,47,48,53,61],file_var:24,filefilefil:50,filenam:[2,9,47],fill:[29,31,32,33,37,47],fill_between:[35,47],filter:[9,11,15,21,23],filtered_str:23,find:[1,4,5,8,9,10,11,13,15,18,19,22,25,29,31,32,35,36,46,48,49,50,51,60],find_alpha:51,find_packag:48,fine:[8,33],finish:41,finit:[8,15,25],first:[1,2,3,4,5,8,9,11,12,13,14,15,16,17,19,20,22,23,25,27,29,31,32,35,36,37,41,43,44,45,46,48,50,51,52,58,60,61],first_item:9,fit:50,five:[8,20,25,33,36,51],fix:[49,51,52],flag:51,flake8:51,flaw:[22,49],flesh:48,flexibl:[6,12,14,16,26,28,31,40,47,48,51],flip:[22,27],float16:33,float32:33,float64:30,float_kei:12,floor:8,flour:46,flow:[5,13,17,20,21,53,54,56],fly:51,focu:51,focus:47,folder:[1,5],folli:12,follow:[0,1,3,4,5,7,8,9,10,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,34,36,37,39,40,41,44,45,46,47,48,49,50,51,53,54],food:[12,46],footprint:32,for_block:24,forai:43,forc:50,forego:3,foregon:18,foremost:[1,2,48,51],forese:14,forev:0,forget:50,forgiv:16,form:[3,8,9,11,15,17,18,20,23,25,26,28,31,32,33,37,41,44,46,48,50,51,60],formal:[5,8,9,10,13,16,27,28,32,36,40,49,51,52,56],format:[1,2,3,5,14,20,26,40,42,43,45,46,47,50,51,53,55],formatt:51,former:[3,9,46,57,59],formul:32,formula:[0,35,48,51],forth:4,fortran:29,fortun:[6,15,19,32,49,50,51,53,54],forward:[13,28,32,43,61],found:[5,8,9,11,22,27,33,46,47,50,51],foundat:[1,53,54,58],four:[11,16,20,27,33,36,37,40,51],frac:[5,8,14,15,30,32,35,45],frac_correct:36,fraction:[8,21,35,36,47],framework:[48,49],free:[1,2,15,17,22,32,42,48,51,53,54],freeli:[4,31],frequent:[3,8,10,15,51],fresh:55,friend:35,friendli:[44,50],from:[1,2,3,5,8,9,10,11,12,13,14,15,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,34,35,36,37,38,40,41,43,44,45,46,47,48,49,50,51,53,54,56,58,60,61],fromkei:44,front:20,frozen:[11,12,26],frozenset:[11,12],fruit:12,fruit_or_veggi:12,frustrat:49,fulfil:48,full:[3,9,15,27,29,32,37,46,47,48,51],fuller:60,fulli:[2,35,43,60],fun:[19,35,53,54],func:[14,24,44,51],func_a:51,func_b:51,func_block:24,func_c:51,func_d:51,func_nam:51,func_var:24,fundament:[6,8,31,51,58],funni:27,further:[4,6,9,22,27,43,60],furthermor:[5,8,9,10,14,17,25,28,29,31,32,35,41,47,49,51,53,54],fyi:27,gain:49,game:[9,37],gather:38,gaug:51,gauss:11,gaussian:[33,47],gcd:45,gen:15,gen_1:[15,18],gen_2:[15,18],gener:[3,5,8,9,11,12,13,14,17,18,19,20,21,23,25,26,27,29,32,33,35,36,37,42,43,46,47,48,50,51,53,55,56,57,58,60,61],genesi:[53,54],genexpr:15,get:[1,2,4,5,6,8,10,11,12,14,19,25,27,28,31,32,36,37,40,41,44,46,48,49,50,51,53,54],get_area:[42,45],get_first_and_last:51,get_max:12,get_zip:48,getattr:40,getitem:46,getsitepackag:48,gfedcba:25,gheliabci:17,git:2,give:[0,4,6,16,24,25,27,35,36,41,45,46,48,49,58,61],given:[0,1,5,7,8,9,10,11,13,14,15,16,17,18,19,21,22,23,25,27,28,29,31,32,35,36,37,41,42,43,44,47,50,51,56],glad:56,glanc:[17,19,29,32,44,47],glare:32,glimps:3,glob:61,global:22,goal:[43,47],goe:[8,26,51],going:[3,41,45,48],good:[2,5,9,16,17,20,22,25,34,48,49,50,52,53,54,57,59,61],good_f:14,goodby:15,googl:[5,46,61],goos:[32,36],goosei:40,got:[53,54],gracefulli:38,grade:[11,12,17,26,27,32,50,51,56],grade_book:51,grade_lookup:51,gradebook:[11,27,51],graduat:[48,53,54],grai:47,grammar:[1,51,52],grammat:1,grape:[12,22,38,40,46],graph:[15,47],graphic:47,grasp:[25,41],grayscal:47,great:[3,5,8,11,12,14,15,17,25,37,49,51,53,54],greater:[0,8,9,15,22,28],greatest:[22,45],greatli:[17,36,43,44,46,49,51,56,61],green:[5,32,37,47,49],greet:49,grid:[5,32,33,35,37,47],grigg:[53,54],groceri:12,grocery_list:51,gross:[8,16],gross_merge_max_map:22,group:[8,50,51],grow:[5,15,51,56],grumpi:1,guarante:[1,8,9,12,20,35],guess:[22,28,37],gui:14,guid:[47,53,54,55,61],guidelin:[51,61],gush:5,had:[5,8,12,19,20,21,24,32,35,37,48,53,54,58],half:47,hand:[5,8,12,15,29,51],handi:[25,50],handl:[4,5,9,14,20,21,29,38,46,50,51],hang:[37,51],haphazardli:31,happen:[0,5,8,9,13,15,17,24,27,44,45,55],happi:[14,48,49],happili:51,hard:[8,16,18,20,22,31,51,53,54,58],hardboiled800:[53,54],harmon:15,has:[1,2,4,5,8,9,11,12,13,14,15,16,18,22,23,24,25,27,29,30,31,32,33,34,35,36,37,39,40,41,44,45,46,47,48,50,51,53,54,55,56,58],hasattr:[40,46],hash:[11,12],hashabl:[12,44,51],haskel:5,hasn:12,hat:[3,8,11,25],hatter:49,have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,31,32,34,35,36,37,38,40,41,42,43,44,45,46,47,48,49,50,51,53,54,56,57,58,59,60],haven:49,header:[5,51],health:[9,49],healthi:49,hear:0,heart:49,heavi:[2,22],heavili:[1,43],heed:8,height:[42,43,45,47],heisenberg:11,hello:[1,3,8,13,14,15,17,20,25,40,41,43,46,51],hello_world:9,help:[1,2,5,8,9,13,14,15,17,19,22,25,26,32,35,38,41,48,49,50,51,53,54,58],helper:20,henc:45,her:[9,11,41],here:[1,2,5,6,7,8,10,11,12,13,17,18,20,21,22,23,24,26,27,28,29,31,32,35,36,37,40,41,42,43,44,45,46,47,48,50,51,53,54,56,57,59,61],herein:44,heterogen:[10,12],high:[5,6,27,33,36,37,46,47,51],higher:[8,27,29,32,47,51],highest:[10,36],highli:[2,4,8,9,12,17,37,47,49,50,58],highlight: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count":14,"while":[0,3,4,5,16,17,19,22,24,26,27,30,31,32,47,50,52,55],"while-loop":13,Added:51,And:[4,5,11,14,20,36],Are:[8,15,32],Axes:[57,60],Being:25,But:[16,52,53],Doing:[26,32,38],For:[0,1,3,4,5,7,8,9,10,11,12,14,15,16,17,19,25,26,27,28,29,30,31,33,35,36,37,41,43,44,45,46,47,48,49,52,55],IDE:[1,2,5,48,50,51],IDEs:[1,16,48,50,54],IDs:36,Its:[5,8,16,37,41,45,47],Not:[5,27,36],One:[8,15,16,29,37,45,47,48,49,57],Such:[7,14],That:[1,2,4,5,8,9,10,11,12,13,14,15,17,19,20,24,25,26,27,29,31,32,35,36,40,41,42,43,44,45,46,48,49,50,52,53,59],The:[1,2,3,4,5,6,7,9,10,12,13,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,33,34,35,36,37,39,41,42,43,45,46,48,49,52,53,56,58,59,60],Their:[14,25],Then:[1,8,10,12,18,19,26,27,28,32,38,41],There:[1,2,3,4,5,8,9,10,13,14,15,18,19,22,25,26,31,32,33,34,36,37,43,44,47,48,49,50],These:[1,4,5,7,8,9,10,11,12,13,14,15,17,20,25,26,27,28,29,37,41,43,46,48,49,50,55,56,57,58],Tis:23,Use:[0,5,8,9,11,13,14,15,16,17,28,32,35,46,47,49,50],Uses:55,Using:[0,6,8,9,13,14,18,22,25,26,27,28,35,38,41,45,47,49,55,57],Will:[9,25,36,54],With:[4,11,41,49],Yes:4,__add__:[44,45,46],__all__:48,__contains__:46,__div__:46,__eq__:45,__ge__:45,__getitem__:[17,46,50],__gt__:45,__init__:[38,39,42,43,44,45,46,48,50,59],__iter__:[17,46],__le__:45,__len__:[46,50],__lt__:45,__main__:[39,40,41,44],__mul__:[45,46],__ne__:45,__next__:46,__pow__:[45,46],__radd__:45,__repr__:[42,43,45,46],__rmul__:45,__rsub__:45,__rtruediv__:45,__setitem__:46,__str__:[45,46],__sub__:[45,46],__truediv__:[45,46],_data:46,_need:[38,46],_purchas:[38,46],_use_gpu:50,_var2:26,a858573fdc63:26,a_dir:48,a_long_list_nam:50,a_poem:49,abacus:32,abbrevi:[8,34,47],abc:[3,9,25,49,50],abcabcabc:9,abcd:[17,25,44],abcdef:29,abcdefg:25,abcdefghij:13,abid:[22,50,60],abil:[2,8,9,14,16,25,26,27,29,41,43,44,46,50,55,60],abl:[1,3,4,5,8,12,14,22,25,26,27,29,31,32,37,44,45,47,48,52,53,57],about:[0,1,3,4,5,6,7,8,9,10,11,12,14,15,19,22,29,32,33,35,37,38,41,43,44,45,46,47,49,50,55,59,60],abov:[4,5,8,14,22,27,31,32,35,36,39,41,48,50],abs:[8,15,21],abs_tol:8,absolut:[8,15,32,37,49],acceler:50,accept:[11,12,14,15,17,22,25,36,37,38,42,44,46,47,49,50],access:[1,3,8,9,10,11,15,17,18,19,20,22,24,25,28,29,31,32,33,34,40,41,43,44,48,49,52,57,59],accident:[4,5,48],accommod:[8,9,11,12,16,22,32,38,48,50],accomod:49,accompani:[56,58],accomplish:[0,1,3,12,14,48],accord:[1,8,9,10,12,14,20,27,29,30,31,32,35,37,41,44,47,49,50],accordingli:[1,35,46],account:[8,9,23,32,52,53],accru:50,accumul:[1,50],accuraci:[35,52,58],accustom:50,ace:25,aceg:25,achiev:[17,32,57],acquaint:[3,55],acquir:[52,53],across:[5,8,16,18,22,35,36,49,50],act:[37,55],action:[3,7,8,37,42,49,50],activ:[4,5,48],actual:[4,6,8,9,14,15,19,21,25,27,31,32,33,35,41,50,54,55,60],adam:8,add:[1,2,4,8,10,11,12,14,16,17,28,32,35,37,38,44,46,47,50,59],add_2:14,add_3:31,add_new_item:[38,46],added:[5,10,12,13,15,22,28,38,40,46,50,60],adding:[11,12,13,26,49,50,52,53,55],addit:[4,8,9,11,12,14,16,33,35,37,40,44,45,47,48,50],addition:[1,5,22,28,38,41,43,47,48],address:[14,15,22,32,41,44],adher:[16,29,50],adjust:[5,27,29],ado:4,adopt:[44,50],advanc:[2,4,6,12,15,27,29,34,52,57],advantag:[10,11,37,45],advis:[4,16,49],aeiou:[13,49],aeiouaeiou:[14,50],aesthet:50,affect:[3,16,26,31,41,43,46,47],afford:27,afoot:22,aforement:[1,4,16],after:[3,4,8,11,12,13,14,15,19,22,24,27,32,40,50,56,58],afterward:31,again:[3,10,15,24,31,32,43,50],against:[10,19,22,36],age:8,agre:27,aha:20,ahead:19,aid:50,aim:[28,47],air:50,aka:50,akaclass:50,akin:[8,40],aks:27,albeit:32,albert:49,alert:50,alex:52,alexding123:[52,53],alfr:8,algebra:[10,11,57],algorithm:[12,17,21,22,50,55],alia:[4,41,48,50],alias:[48,50],alias_nam:48,alic:22,alien:8,align:[8,32,47,50],alik:[5,7,15,54],all:[1,2,3,4,5,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,31,32,34,35,36,37,38,40,41,42,43,44,45,46,47,48,49,50,51,52,53,55,59,60],all_cap:50,all_fanout:19,allclos:[32,37],allevi:32,alloc:[8,31],allot:8,allow:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,19,21,23,25,27,28,29,31,32,33,34,36,38,40,41,42,45,46,47,48,49,50,54,55,60],almost:[8,10,12,27,32,50],alon:49,along:[3,8,11,13,15,17,20,22,23,24,28,29,30,31,32,33,34,35,37,47,48,50,52,53,55,57],alongsid:[50,51],alpha:[35,47],alphabet:[8,27,38,50],alphanumer:[23,26],alreadi:[4,5,6,8,9,10,12,15,25,31,38,40,41,42,44,45,48,49,50],also:[2,3,4,6,8,9,10,11,12,14,15,17,20,21,22,23,25,26,27,28,29,31,32,33,34,35,36,37,40,41,42,44,45,46,47,48,49,50,51,52,53,54,56,57,58,60],altern:[5,8,9],although:[1,5,8,12,15,17,19,23,25,27,28,29,37,40,43,47,49,50,55],altogeth:14,alwai:[3,5,8,9,12,13,16,20,22,27,28,29,32,37,38,42,44,47,48,50],alyosha:50,ambigu:[27,57],amend:[26,33],among:[1,5,8,12,22,25,27,37,44,50,57],amort:10,amount:[8,29,33,37,38,45,47,49,55],amp:47,amplitud:47,anaconda3:4,anaconda:[3,5,6,47,48,54],analog:37,analysi:[8,10,35,43,51,52,53],analyt:48,analyz:[5,10,49,50,57],anchor:50,anew:49,angi:18,angl:48,ani:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,24,25,26,29,30,31,32,35,37,40,41,43,44,45,46,48,49,54],anim:47,annabel:[52,53],annabellelew:[52,53],annot:[14,47,50,60],anoth:[1,5,8,9,11,12,15,22,25,28,29,31,32,35,41,42,43,46,47,48,50,59],another_long_nam:50,answer:[1,5,8,28,37,49],anticip:[21,44],anyon:[1,21,60],anyth:[1,8,9,12,14,44,45,47,49,50],anywher:[8,9,14,24,48,50],apart:5,api:[47,60],appear:[1,3,5,7,8,15,19,25,26,45,47,48],append:[0,3,8,10,11,13,15,17,19,20,25,26,35,36,41,44,45,46,49,50],appendix:46,appendleft:11,appl:[3,8,11,12,14,15,18,22,25,38,39,40,46,50],applepie_yum_yum:26,appli:[19,27,28,32,35,37,41,50],applic:[4,5,6,11,27,29,37,47,52,53,55,57,59],apply_fanout:19,appreci:[15,22,35,46],approach:[32,36],appropri:[0,14,21,22,26,28,29,32,38,41,49,50],approv:50,approx:35,approxim:[8,14,35,37],arang:[6,27,28,29,35,37,47,57],arbitrari:[25,28,32,40,46,50,56],arbitrarili:[8,15,28],archiv:49,area:[35,43],area_:35,aren:22,arg1:50,arg2:50,arg3:50,arg4:50,arg5:50,arg6:50,arg:[14,22,24,46],argmax:[36,37],argmin:37,arguabl:[1,21],argument:[9,12,15,17,22,24,31,33,36,39,40,41,46,47,49,50,55],aris:55,arithmet:[3,8,9,31,32,37],arm:[9,19,28,30,48,54,55,57],around:[8,34,41,43,50],arr:[27,31],arrai:[6,9,25,26,35,36,43,47,48,50,52,57,60],arriv:[12,57],arrow:50,articl:6,artifact:46,as_integer_ratio:8,ascrib:[9,25,27],ashlei:[12,17,26,27],asid:2,ask:25,aspect:[8,19,24,28,46,47],assert:45,assess:23,assign:[0,1,3,5,7,9,13,14,17,22,25,27,39,40,41,48,52,55,57],associ:[4,8,9,10,12,36,37,45,47,48,50],assort:[27,32],assum:[1,4,8,9,10,12,19,21,24,25,35,36,44,49,50],assumpt:[47,50],assur:49,asterisk:14,astrophys:57,astropi:57,astyp:47,atrophi:50,attempt:[4,8,13,19,25,26,40,44,45,48],attent:[17,43,50,55,59],attr:[40,42],attract:6,attribut:[38,39,42,43,44,45,46,48,52,57,59],attribute_nam:40,attributeerror:[39,40,45],augment:[38,57],author:48,auto:[43,48],autocomplet:[2,3,5],autom:50,automat:[8,16,19,27,31,38,39,41,43,44,47,49,50],autoreload:48,avail:[3,5,7,8,10,11,12,25,27,33,37,40,45,47,48,49,50,51,52,53],averag:[32,35,37,55],avoid:[3,8,15,17,32,33,37,50],awai:[3,14,50,52,53],awar:[2,5,8,47,49],ax1:47,ax2:47,ax3:47,ax4:47,ax5:47,ax6:47,axes:[27,30,31,32,35,37,47],axi:[27,28,29,30,31,32,34,35,36,47],axs:47,b9d20096048c:15,b_attr:42,back:[4,5,13,29,50,52,53],background:[7,47],backtick:7,bad:[16,22,35,40,44,50,52,53],bad_dict:12,bad_f:14,bad_func1:14,bad_func2:14,bad_func3:14,bad_func4:14,bad_merge_max_map:22,bagel:49,balanc:55,banana:[12,18,22,50],bar:[16,47],bare:[48,57],base:[1,5,8,9,14,19,20,22,25,26,27,28,32,33,45,47,48,50],base_fanout:19,base_numb:19,bashrc:4,basic:[1,5,7,9,13,15,17,25,27,32,34,40,41,43,47,48,49,52,53,55,57],basic_math:48,basic_modul:48,basket:8,batch:36,batman:8,bcd:25,beauti:47,becaus:[1,4,8,9,10,11,12,13,14,15,17,22,25,27,28,29,31,33,35,36,37,44,45,48,49,52,53],becom:[1,5,6,9,11,13,15,17,18,27,33,37,40,48,50,52,53,54,55],bedrock:49,been:[1,4,5,8,10,12,15,20,25,27,31,32,35,37,38,40,43,45,48,50,52,53,55],beet:46,befor:[4,10,12,13,15,16,22,23,27,32,38,43,45,48,49],begin:[1,3,4,7,8,9,10,11,16,22,25,26,27,28,31,32,35,38,40,44,49,50,52,53,54,55],beginn:[4,5],behav:[8,11,12,13,14,19,20,22,25,28,31,35,36,37,41,43,44,45,46,50,59],behavior:[8,9,11,14,19,20,21,22,23,25,26,28,37,44,46,47],behind:[6,15,26,31,32,45],being:[1,2,4,5,7,8,9,12,13,14,15,17,20,22,26,27,28,29,31,32,35,37,38,39,40,41,42,43,44,45,46,47,48,49,50,52,53,59],belong:[8,9,18,34,39,43],below:[4,5,11,35,40,49,55],beneath:[5,13],benefit:[5,33,37,47,48,50],best:[6,8,22,26,28,37,47,49,52,53,60],better:[12,22,29,49],between:[1,3,4,5,7,8,15,16,19,25,27,31,32,35,37,41,42,47,50,57,59],beyond:[3,8,12,14,15,19,27,31,32,44,46,48,60],biff:50,big:[2,4,10,12,28,31],biggest:50,billion:8,bin:[4,47,48],binari:[4,19,49,50],bind:40,bit:[8,14,15,18,29,30,33,37,47,49],black:[50,55],blank:[14,16,47,50],blazingli:6,bloat:32,block:[5,7,8,9,13,16,24,36,49,55],blog:[52,53],blogospher:25,blue:[5,32,37,47],board:35,bob:[3,8,22],bodi:[9,11,13,14,16,20,40,41,44],bogus_path:49,bohm:11,bohr:11,boil:1,boiling_point:50,bokeh:47,bolster:[44,55],bone:48,bonu:0,book:[11,32,49,50,52,53],bookkeep:[27,29],bool:[8,12,13,14,15,17,20,23,28,37,41,50,55],bool_ind:28,bool_index:28,boope:25,boopeeboopeeboopeeboopeeboope:25,border:5,both:[5,6,8,9,10,11,13,14,25,26,27,28,29,31,32,37,39,42,43,44,45,47,48,49,50],bottleneck:[22,23,32],bottom:[1,5,8,9,13,14,15,25,26,37,47,48],bound:[19,27,35,40,43,47,48],box:[2,55],brace:[10,12,16],bracket:[8,10,12,16,25,46,49,50],brad:[17,27],branch:[9,16,55],brand:44,bread:38,brian:[18,26],brief:[7,37,48,50,51,52,54,59],briefli:[4,9,11,18,24,27,43,47,49],bring:[5,44],broadcast:[28,29,31,34,35,37,47,50,52,57],broadcast_to:[32,47],broadli:41,broken:20,brought:59,browser:[5,47],bruce:[8,50],bud:50,bug:[8,9,12,17,22,31,50],buggi:56,buggy_merge_max_map:22,build:[3,4,16,27,29,32,37,42,48,54],built:[0,3,8,9,10,11,12,14,15,17,18,21,25,29,31,35,38,40,41,42,43,44,48,49,50,55],builtin:40,bullet:[6,46],bunch:[32,55],bundl:45,button:4,bye:[8,14],calcul:[0,6,19,32,34,37],calibr:48,call:[1,3,4,5,7,8,9,11,12,13,14,15,19,20,22,23,26,27,31,32,33,34,36,37,40,41,44,45,46,47,49,50,55,60],callabl:19,came:[4,6,12],cam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a/docs_backup/.doctrees/nbsphinx/Module1_GettingStartedWithPython_Jupyter_Notebooks_9_0.png b/docs_backup/.doctrees/nbsphinx/Module1_GettingStartedWithPython_Jupyter_Notebooks_10_0.png similarity index 100% rename from docs_backup/.doctrees/nbsphinx/Module1_GettingStartedWithPython_Jupyter_Notebooks_9_0.png rename to docs_backup/.doctrees/nbsphinx/Module1_GettingStartedWithPython_Jupyter_Notebooks_10_0.png diff --git a/docs_backup/Module1_GettingStartedWithPython/Exercises/Informal_Intro_Python.html b/docs_backup/Module1_GettingStartedWithPython/Exercises/Informal_Intro_Python.html index f7f2d0a6..0093cf28 100644 --- a/docs_backup/Module1_GettingStartedWithPython/Exercises/Informal_Intro_Python.html +++ b/docs_backup/Module1_GettingStartedWithPython/Exercises/Informal_Intro_Python.html @@ -97,6 +97,7 @@

  1. Module 4: Object Oriented Programming
  2. Module 5: Odds and Ends
    3. +
  3. Changelog
    4. diff --git a/docs_backup/Module1_GettingStartedWithPython/GettingStartedWithPython.html b/docs_backup/Module1_GettingStartedWithPython/GettingStartedWithPython.html index b3853caa..d6e0e87c 100644 --- a/docs_backup/Module1_GettingStartedWithPython/GettingStartedWithPython.html +++ b/docs_backup/Module1_GettingStartedWithPython/GettingStartedWithPython.html @@ -116,6 +116,7 @@
  4. Module 3: Problems
  5. Module 4: Object Oriented Programming
  6. Module 5: Odds and Ends
    7. +
  7. Changelog
    8. @@ -294,7 +295,7 @@

    Why Python?int main() { std::vector<int> a = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9}; - std::cout << std::accumulate(a.begin(), e.end(), 0) << std::endl; + std::cout << std::accumulate(a.begin(), a.end(), 0) << std::endl; }

  8. Module 3: Problems

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diff --git a/docs_backup/Module1_GettingStartedWithPython/Getting_Started_With_IDEs_and_Notebooks.html b/docs_backup/Module1_GettingStartedWithPython/Getting_Started_With_IDEs_and_Notebooks.html index fd33c535..462d4d3a 100644 --- a/docs_backup/Module1_GettingStartedWithPython/Getting_Started_With_IDEs_and_Notebooks.html +++ b/docs_backup/Module1_GettingStartedWithPython/Getting_Started_With_IDEs_and_Notebooks.html @@ -116,6 +116,7 @@
  • Module 3: Problems
  • Module 4: Object Oriented Programming
  • Module 5: Odds and Ends
    • +
  • Changelog
    • @@ -238,33 +239,33 @@

    Recommended IDEs
  • can be resource-heavy, especially for a laptop
  • may be overwhelming to new users (but has good documentation and tutorials)
    • +
  • Jupyter notebook support requires the premium version of PyCharm, making it inaccessible to newcomers

    • Visual Studio Code with the Python extension: A lightweight, highly customizable IDE.

    Pros

    • lightweight and elegant
      • -
    • works with many different languages, so you only need to familiarize yourself with one IDE
      • +
    • completely free
      • +
    • works with many different languages, so you only need to familiarize yourself with one IDE if you are a polyglot programmer
    • a huge number of extensions can be downloaded to add functionality to the editor; these are created by a large community of open-source developers.
      • +
    • has native support for Jupyter notebooks, meaning that you get VSCode’s intellisense, debugger, and ability to inspect variables, all in a notebook.

    Cons

      -
    • currently less polished and less powerful than PyCharm, although Microsoft is now formally supporting the Python extension
      • -
    • can require some tinkering to get features working
      • +
    • configuring VSCode for python development can have a moderate learning curve for newcomers
      • +
    • many features, like context-aware intellisense and type-inference, are simply more polished and powerful in PyCharm

    Takeaway:

    Integrated Development Environments (IDEs) provide powerful tools for helping you write well-formatted and typo-free code. We recommend using PyCharm Community Edition or Visual Studio Code (with the Python extension installed) for your Python IDE.

    -
    -

    Jupyter Lab:

    -

    Jupyter Lab is a new IDE that is being developed by the same team that develops the Jupyter Notebook. It aims to mix the polish and power of a traditional IDE, along with the convenience and great utility of the notebook environment. As of writing this, Jupyter Lab is still in the beta release phase. Given the massive popularity of Jupyter Notebook, Jupyter Lab will likely become a widely used IDE, quickly.

    -
    diff --git a/docs_backup/Module1_GettingStartedWithPython/Informal_Intro_Python.html b/docs_backup/Module1_GettingStartedWithPython/Informal_Intro_Python.html index 10a7170f..124649a1 100644 --- a/docs_backup/Module1_GettingStartedWithPython/Informal_Intro_Python.html +++ b/docs_backup/Module1_GettingStartedWithPython/Informal_Intro_Python.html @@ -114,6 +114,7 @@
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  • Installing Python
  • An Informal Introduction to Python
  • Jupyter Notebooks @@ -119,6 +121,7 @@
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    • +
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    • @@ -414,11 +417,19 @@

    Jupyter Notebooks +

    Jupyter Lab

    +

    Jupyter lab is a new web interface from Project Jupyter that provides a rich web-based interface for managing and running Jupyter notebooks, console terminals, and text editors, all within your browser. Among its useful features and polished user interface - compared to that a Jupyter notebook server - Jupyter lab provides moveable panes for viewing data, images, and code output apart from the rest of the notebook. This is facilitates effective data +science work flows.

    +

    It is recommended that you peruse the Jupyter lab documentation to get a feel for all of its added capabilities.

    +

    The following instructions are laid out for running a Jupyter notebook server. That being said, the process for running a Jupyter lab server and working with notebooks therein is nearly identical. Both Jupyter notebook and Jupyter lab should already be installed via Anaconda.

    +

    Running a Notebook Server & Creating a Notebook

    +

    Enough gushing about Jupyter notebooks. Let’s start using them!

    In your terminal, navigate to a directory (a.k.a folder) that you are okay creating files in. If you don’t know how to do this, Google it!

    Once you are in the desired directory, execute in your terminal (type the following, and then hit <ENTER>): jupyter notebook

    +

    Alternatively, if you want to work in Jupyter lab, run: jupyter lab

    You should see some text appear in your terminal:

    Starting a jupyter notebook server on your machine

    This is a “notebook server” that is running on your machine - it basically handles all of the communication between your browser and your machine. A new window or tab should open in your web browser, which looks like a file explorer.

    @@ -514,7 +525,7 @@

    An Example Notebook

    -../_images/Module1_GettingStartedWithPython_Jupyter_Notebooks_9_0.png +../_images/Module1_GettingStartedWithPython_Jupyter_Notebooks_10_0.png

    Notice that this notebook interface is great for making adjustments to this plot. You can easily change the color or line-style of the plot and redraw it without having to recompute the functions. You simply re-execute the cell containing the plot code. This is especially nice when the numerical computations required to generate the curves are costly.

    @@ -562,6 +573,10 @@

    Using Jupyter Notebooks with Other Languageshere. It should be noted that these efforts are not all equally mature. For instance, whereas the Python and Julia kernels are robust, the Haskell kernel cannot run natively on Windows machines, and the C++ kernel is still in early development, as of writing this.

    +
    +

    Jupyter Notebook Support in Visual Studio Code

    +

    Native Jupyter notebook support was recently added to Visual Studio Code. This means that you can now edit Jupyter notebooks within the Visual Studio Code IDE, and that you will benefit from added features like code-completion, debugging, and variable inspection.

    +
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    Introducing the ND-array>>> x = np.array([0, 1, 2, 3, 4, 5, 6, 7, 8]) -

    This object is belongs to the NumPy-defined type numpy.ndarray.

    +

    This object belongs to the NumPy-defined type numpy.ndarray.

    # An ND-array belongs to the type `numpy.ndarray`
 >>> type(x)
 numpy.ndarray
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@@ -120,6 +120,7 @@
 
 
 
  • Module 5: Odds and Ends
    • 
+
  • Changelog
    • 
 
 
             
diff --git a/docs_backup/Module4_OOP/ObjectOrientedProgramming.html b/docs_backup/Module4_OOP/ObjectOrientedProgramming.html
index fc1a5766..0818327b 100644
--- a/docs_backup/Module4_OOP/ObjectOrientedProgramming.html
+++ b/docs_backup/Module4_OOP/ObjectOrientedProgramming.html
@@ -97,6 +97,7 @@
 
  • Module 3: Problems
    • 
 
  • Module 4: Object Oriented Programming
    • 
 
  • Module 5: Odds and Ends
    • 
+
  • Changelog
    • 
 
 
             
@@ -163,204 +164,6 @@
             
   
 
+
    
+
    Changelog
    
+
    This is a record of all past mygrad releases and what went into them,
+in reverse chronological order. All previous releases should still be available
+on pip.
    
+
    
+
    2019-12-14
    
+
    We’re finally keeping a formal changelog! This update includes our first discussion of features that were introduced in Python 3.8. Also includes various typo/grammar fixes.
    
+
    
+
    New Content
    
+
+
    
+
    
+
    
+
+
+
    + +
    + + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/docs_backup/genindex.html b/docs_backup/genindex.html index 59bfc211..1d2df97d 100644 --- a/docs_backup/genindex.html +++ b/docs_backup/genindex.html @@ -98,6 +98,7 @@
  • Module 3: Problems
  • Module 4: Object Oriented Programming
  • Module 5: Odds and Ends
    • +
  • Changelog
    • diff --git a/docs_backup/index.html b/docs_backup/index.html index 0cf34670..dab8cc9c 100644 --- a/docs_backup/index.html +++ b/docs_backup/index.html @@ -98,6 +98,7 @@
  • Module 3: Problems
  • Module 4: Object Oriented Programming
  • Module 5: Odds and Ends
    • +
  • Changelog
    • @@ -196,7 +197,7 @@

    Python Like You Mean It

    What this is

    Python Like You Mean It (PLYMI) is a free resource for learning the basics of Python & NumPy, and moreover, becoming a competent Python user. The features of the Python language that are emphasized here were chosen to help those who are particularly interested in STEM applications (data analysis, machine learning, numerical work, etc.).

    -

    I want this to be a lean, one-stop resource for learning the essentials of Python from scratch. The reader will begin by learning about what Python is and what installing Python even means, and will hopefully walk away with a solid understanding of a substantial core of the language and its premiere numerical library, NumPy. I am also placing an emphasis on best practices throughout this site and am teaching to the latest version of Python (version 3.6, as of writing this).

    +

    I want this to be a lean, one-stop resource for learning the essentials of Python from scratch. The reader will begin by learning about what Python is and what installing Python even means, and will hopefully walk away with a solid understanding of a substantial core of the language and its premiere numerical library, NumPy. I am also placing an emphasis on best practices throughout this site and am teaching to the latest version of Python (version 3.8, as of writing this).

    What this isn’t

    @@ -311,6 +312,10 @@

    About MeImport: Modules and Packages +
  • Changelog +

    • diff --git a/docs_backup/intro.html b/docs_backup/intro.html index 21f0a3ad..f33a8537 100644 --- a/docs_backup/intro.html +++ b/docs_backup/intro.html @@ -108,6 +108,7 @@
  • Module 3: Problems
  • Module 4: Object Oriented Programming
  • Module 5: Odds and Ends
    • +
  • Changelog
    • @@ -206,7 +207,7 @@

    Python Like You Mean It

    What this is

    Python Like You Mean It (PLYMI) is a free resource for learning the basics of Python & NumPy, and moreover, becoming a competent Python user. The features of the Python language that are emphasized here were chosen to help those who are particularly interested in STEM applications (data analysis, machine learning, numerical work, etc.).

    -

    I want this to be a lean, one-stop resource for learning the essentials of Python from scratch. The reader will begin by learning about what Python is and what installing Python even means, and will hopefully walk away with a solid understanding of a substantial core of the language and its premiere numerical library, NumPy. I am also placing an emphasis on best practices throughout this site and am teaching to the latest version of Python (version 3.7, as of writing this).

    +

    I want this to be a lean, one-stop resource for learning the essentials of Python from scratch. The reader will begin by learning about what Python is and what installing Python even means, and will hopefully walk away with a solid understanding of a substantial core of the language and its premiere numerical library, NumPy. I am also placing an emphasis on best practices throughout this site and am teaching to the latest version of Python (version 3.8, as of writing this).

    What this isn’t

    diff --git a/docs_backup/module_1.html b/docs_backup/module_1.html index 7daa7e83..1427c4ad 100644 --- a/docs_backup/module_1.html +++ b/docs_backup/module_1.html @@ -107,6 +107,7 @@
  • Module 3: Problems
  • Module 4: Object Oriented Programming
  • Module 5: Odds and Ends
    • +
  • Changelog
    • @@ -226,6 +227,7 @@

    Module 1: Getting Started with PythonJupyter Notebooks diff --git a/docs_backup/module_2_problems.html b/docs_backup/module_2_problems.html index 5e5063cd..1496c86c 100644 --- a/docs_backup/module_2_problems.html +++ b/docs_backup/module_2_problems.html @@ -106,6 +106,7 @@
  • Module 3: Problems
  • Module 4: Object Oriented Programming
  • Module 5: Odds and Ends
    • +
  • Changelog
    • diff --git a/docs_backup/module_3.html b/docs_backup/module_3.html index 47d036b9..03c6551c 100644 --- a/docs_backup/module_3.html +++ b/docs_backup/module_3.html @@ -110,6 +110,7 @@
  • Module 3: Problems
  • Module 4: Object Oriented Programming
  • Module 5: Odds and Ends
    • +
  • Changelog
    • diff --git a/docs_backup/module_3_problems.html b/docs_backup/module_3_problems.html index 0fa38c30..13c54072 100644 --- a/docs_backup/module_3_problems.html +++ b/docs_backup/module_3_problems.html @@ -103,6 +103,7 @@
  • Module 4: Object Oriented Programming
  • Module 5: Odds and Ends
    • +
  • Changelog
    • diff --git a/docs_backup/module_4.html b/docs_backup/module_4.html index 7aa41019..916588d1 100644 --- a/docs_backup/module_4.html +++ b/docs_backup/module_4.html @@ -109,6 +109,7 @@
  • Module 5: Odds and Ends
    • +
  • Changelog
    • diff --git a/docs_backup/module_5.html b/docs_backup/module_5.html index 114edea4..93224ad7 100644 --- a/docs_backup/module_5.html +++ b/docs_backup/module_5.html @@ -105,6 +105,7 @@
  • Import: Modules and Packages
    • +
  • Changelog
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  • Module 4: Object Oriented Programming
  • Module 5: Odds and Ends
    • +
  • Changelog
    • diff --git a/docs_backup/searchindex.js b/docs_backup/searchindex.js index d51c40bb..f776415e 100644 --- a/docs_backup/searchindex.js +++ b/docs_backup/searchindex.js @@ -1 +1 @@ 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noth:[1,5,8,9,11,12,15,22,25,28,29,31,32,35,41,42,43,46,47,48,50,58],another_long_nam:50,answer:[1,5,8,28,37,49],anticip:[21,44],anyon:[1,21,59],anyth:[1,8,9,12,14,44,45,47,49,50],anywher:[8,9,14,24,48,50],api:[47,59],appear:[1,3,5,7,8,15,19,25,26,45,47,48],append:[0,3,8,10,11,13,15,17,19,20,25,26,35,36,41,44,45,46,49,50],appendix:46,appendleft:11,appl:[3,8,11,12,14,15,18,22,25,38,39,40,46,50],applepie_yum_yum:26,appli:[19,27,28,32,35,37,41,50],applic:[4,5,6,11,27,29,37,47,51,52,54,56,58],apply_fanout:19,appreci:[15,22,35,46],approach:[32,36],appropri:[0,14,21,22,26,28,29,32,38,41,49,50],approv:50,approx:35,approxim:[8,14,35,37],arang:[6,27,28,29,35,37,47,56],arbitrari:[25,28,32,40,46,50,55],arbitrarili:[8,15,28],archiv:49,area:[35,43],area_:35,aren:22,arg1:50,arg2:50,arg3:50,arg4:50,arg5:50,arg6:50,arg:[14,22,24,46],argmax:[36,37],argmin:37,arguabl:[1,21],argument:[9,12,15,17,22,24,31,33,36,39,40,41,46,47,49,50,54],aris:54,arithmet:[3,8,9,31,32,37],arm:[9,19,28,30,48,53,54,56],around:[8,34,41,43,50],arr:[27,31],arrai:[6,9,25,26,35,36,43,47,48,50,51,56,59],arriv:[12,56],arrow:50,articl:6,artifact:46,as_integer_ratio:8,ascrib:[9,25,27],ashlei:[12,17,26,27],asid:2,ask:25,aspect:[8,19,24,28,46,47],assert:45,assess:23,assign:[0,1,3,5,7,9,13,14,17,22,25,27,39,40,41,48,51,54,56],associ:[4,8,9,10,12,36,37,45,47,48,50],assort:[27,32],assum:[1,4,8,9,10,12,19,21,24,25,35,36,44,49,50],assumpt:[47,50],assur:49,asterisk:14,astrophys:56,astropi:56,astyp:47,atrophi:50,attempt:[4,8,13,19,25,26,40,44,45,48],attent:[17,43,50,54,58],attr:[40,42],attract:6,attribut:[38,39,42,43,44,45,46,48,51,56,58],attribute_nam:40,attributeerror:[39,40,45],augment:[38,56],author:48,auto:[43,48],autocomplet:[2,3,5],autom:50,automat:[8,16,19,27,31,38,39,41,43,44,47,49,50],autoreload:48,avail:[3,5,7,8,10,11,12,25,27,33,37,40,45,47,48,49,50,51,52],averag:[32,35,37,54],avoid:[3,8,15,17,32,33,37,50],awai:[3,14,50,51,52],awar:[5,8,47,49],ax1:47,ax2:47,ax3:47,ax4:47,ax5:47,ax6:47,axes:[27,30,31,32,35,37,47],axi:[27,28,29,30,31,32,34,35,36,47],axs:47,b9d20096048c:15,b_attr:42,back:[4,5,13,29,50,51,52],background:[7,47],backtick:7,bad:[16,22,35,40,44,50,51,52],bad_dict:12,bad_f:14,bad_func1:14,bad_func2:14,bad_func3:14,bad_func4:14,bad_merge_max_map:22,bagel:49,balanc:54,banana:[12,18,22,50],bar:[16,47],bare:[48,56],base:[1,8,9,14,19,20,22,25,26,27,28,32,33,45,47,48,50],base_fanout:19,base_numb:19,bashrc:4,basic:[1,5,7,9,13,15,17,25,27,32,34,40,41,43,47,48,49,51,52,54,56],basic_math:48,basic_modul:48,basket:8,batch:36,batman:8,bcd:25,beauti:47,becaus:[1,4,8,9,10,11,12,13,14,15,17,22,25,27,28,29,31,33,35,36,37,44,45,48,49,51,52],becom:[1,2,5,6,9,11,13,15,17,18,27,33,37,40,48,50,51,52,53,54],bedrock:49,been:[1,4,5,8,10,12,15,20,25,27,31,32,35,37,38,40,43,45,48,50,51,52,54],beet:46,befor:[4,10,12,13,15,16,22,23,27,32,38,43,45,48,49],begin:[1,3,4,7,8,9,10,11,16,22,25,26,27,28,31,32,35,38,40,44,49,50,51,52,53,54],beginn:[4,5],behav:[8,11,12,13,14,19,20,22,25,28,31,35,36,37,41,43,44,45,46,50,58],behavior:[8,9,11,14,19,20,21,22,23,25,26,28,37,44,46,47],behind:[6,15,26,31,32,45],being:[1,2,4,5,7,8,9,12,13,14,15,17,20,22,26,27,28,29,31,32,35,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,58],belong:[8,9,18,34,39,43],below:[4,5,11,35,40,49,54],beneath:[5,13],benefit:[33,37,47,48,50],best:[6,8,22,26,28,37,47,49,51,52,59],beta:2,better:[12,22,29,49],between:[1,3,4,5,7,8,15,16,19,25,27,31,32,35,37,41,42,47,50,56,58],beyond:[3,8,12,14,15,19,27,31,32,44,46,48,59],biff:50,big:[2,4,10,12,28,31],biggest:50,billion:8,bin:[4,47,48],binari:[4,19,49,50],bind:40,bit:[8,14,15,18,29,30,33,37,47,49],black:[50,54],blank:[14,16,47,50],blazingli:6,bloat:32,block:[5,7,8,9,13,16,24,36,49,54],blog:[51,52],blogospher:25,blue:[5,32,37,47],board:35,bob:[3,8,22],bodi:[9,11,13,14,16,20,40,41,44],bogus_path:49,bohm:11,bohr:11,boil:1,boiling_point:50,bokeh:47,bolster:[44,54],bone:48,bonu:0,book:[11,32,49,50,51,52],bookkeep:[27,29],bool:[8,12,13,14,15,17,20,23,28,37,41,50,54],bool_ind:28,bool_index:28,boope:25,boopeeboopeeboopeeboopeeboope:25,border:5,both:[6,8,9,10,11,13,14,25,26,27,28,29,31,32,37,39,42,43,44,45,47,48,49,50],bottleneck:[22,23,32],bottom:[1,5,8,9,13,14,15,25,26,37,47,48],bound:[19,27,35,40,43,47,48],box:[2,54],brace:[10,12,16],bracket:[8,10,12,16,25,46,49,50],brad:[17,27],branch:[9,16,54],brand:44,bread:38,brian:[18,26],brief:[7,37,48,50,51,53,58],briefli:[4,9,11,18,24,27,43,47,49],bring:[5,44],broadcast:[28,29,31,34,35,37,47,50,51,56],broadcast_to:[32,47],broadli:41,broken:20,brought:58,browser:[5,47],bruce:[8,50],bud:50,bug:[8,9,12,17,22,31,50],buggi:55,buggy_merge_max_map:22,build:[3,4,16,27,29,32,37,42,48,53],built:[0,3,8,9,10,11,12,14,15,17,18,21,25,29,31,35,38,40,41,42,43,44,48,49,50,54],builtin:40,bullet:[6,46],bunch:[32,54],bundl:45,button:4,bye:[8,14],calcul:[0,6,19,32,34,37],calibr:48,call:[1,3,4,5,7,8,9,11,12,13,14,15,19,20,22,23,26,27,31,32,33,34,36,37,40,41,44,45,46,47,49,50,54,59],callabl:19,came:[4,6,12],camel:40,camelcas:50,camera:48,can:[0,1,2,3,4,5,6,7,9,10,11,13,14,15,16,17,19,20,21,22,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,54,58,59],cannot:[5,8,10,11,12,13,14,15,24,25,26,27,31,32,41,45,49,50,56],capabl:[1,17,20,37,43,47,48,50,56],capit:[8,43,44,50],capsul:14,caption:7,captur:50,capword:50,care:[10,12,14,19,20,22,32,38,48,49,50,53],carefulli:[37,50],carpent:[51,52],carri:[1,29,38,43,48],carrot:12,cassi:[17,18,27],cast:[14,20],casual:40,cat:[3,8,11,14,18,24,25,36,40,41,43],cat_dog_goose_oth:36,catcatcat:25,categori:[27,50],catwoman:8,caught:[51,52],caus:[1,13,16,22,26,31,48,49],caution:[8,38],caveat:4,cavemen:32,cavewomen:32,cba:9,cdot4:32,cdot5:32,cdot6:32,cdot7:32,cdot:[32,37],ceaselessli:13,celin:50,cell:[22,36,53],celsiu:50,center:[8,32,35,42,43],center_of_mass:32,certain:[3,32,49],certainli:12,chain:[9,18],challeng:55,chanc:5,chang:[1,3,4,5,8,12,19,22,25,26,27,31,32,35,41,48,50,51,52],channel:[32,47,48],charact:[0,1,2,3,8,9,11,13,16,23,26,43,46,49,50,54],characterist:50,charli:40,chart:47,cheat:47,check:[2,3,8,9,10,11,12,15,20,22,25,27,31,32,37,40,41,46,48,49,50,54],chees:12,chines:[51,52],chocol:50,choic:[20,50],choos:[22,27,33,47,50],chosen:[50,51,52],chunk:5,cindi:22,circl:[35,47],circuit:[13,54],circumst:[6,24,26],cite:50,civil:[33,40],clariti:16,class_:50,class_func:44,classa:11,classb:11,classif:[51,57],classifi:[36,50],classification_accuraci:36,classification_scor:36,classmethod:44,classnam:40,claus:[9,15,20,54],clean:[11,17,50,54],cleaner:[8,36,50],clear:[9,14,15,20,27,32,34,35,37,44,49,50,54],clearli:[19,50],clever:[20,22,25,32],click:[0,4,5],clockwis:43,close:[0,5,8,35,37,49,50,51,52],closur:50,cloth:46,cloud:48,cls:[44,50],cmap:47,cmath:8,cmd:[1,3,4],cnt:[7,40],cnt_div_by_3:16,code:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,23,24,25,26,27,31,32,34,35,36,37,38,39,40,41,42,45,47,48,49,51,52,53,54,55,56,57,59],coerc:32,coexist:43,coffe:46,coher:[37,50],col:[15,28,47],collabor:50,collect:[1,4,8,9,10,12,13,17,25,27,32,37,40,43,48,49,50,51,54],colon:[9,11,13,14,25,50],color:[2,5,7,32,37,47],colormap:47,column:[27,28,30,31,32,34,35,36,37,47,56],com:50,comb_l:18,combin:[14,18,24,31,32,37,41,46,56],come:[1,3,4,6,7,8,10,14,17,25,37,49,50,54,58],comfort:[18,21,37],comma:[8,14,15,25,50],command:[1,4,5,9,15,22,36,47,48,50],commensur:47,comment:7,common:[3,4,5,8,10,11,12,15,16,22,25,26,27,28,34,37,41,44,45,49,50,54],commonli:[8,9,14,29],commun:[2,5,50,59],commut:45,comp_var:24,compact:12,compani:50,compar:[6,8,9,10,11,12,15,22,23,24,27,32,36,37,50],comparison:[1,8,11,21,22,23,35,37,50,54],compat:[4,6,8,32,38,45,46],compet:[5,51,52],compil:[34,37,50],complac:[51,52],complain:44,complet:[4,5,6,8,9,10,11,12,13,20,21,27,29,33,35,36,46,48,49,50,51,52],complex32:30,complex64:33,complex:[11,26,33,48,50,54],complic:[12,15,35],compon:[6,31,48],compound:9,comprehens:[0,5,20,21,23,24,36,46,51,54,55,56,58,59],compris:[32,33],comput:[1,2,3,5,6,7,8,10,14,15,16,19,21,24,25,27,32,35,36,41,43,48,49,50,51,53,54,56],compute_area:[42,43],compute_corn:43,compute_exp:14,compute_student_stat:50,con:2,concat_to_str:20,concaten:[3,19,20,25,33,44],concept:[12,13,16,27,29,42,43,45,51,58],concern:[15,19,23,48,50,54],concis:[9,17,19,23,32,35,47,50,54,56],conclud:[10,14,26,28,32,44,48,50,58],conclus:56,concret:[13,29,32,41,50],conda:[53,59],condens:9,condit:[0,8,12,13,15,16,20,22,28,32,50,51,54],condition:16,conduc:1,conduct:[5,13],config:48,configur:[1,2,48,50],confirm:[0,44],conflict:[4,26,48,50],conform:1,confus:[1,8,15],conjunct:[17,28,49],connect:[5,47],consecut:9,consid:[6,9,10,13,15,16,19,20,21,22,23,25,27,28,29,31,32,37,41,42,44,48,50,55,57,59],consider:[6,38,54],consist:[9,14,16,25,26,27,35,41,46,48,50],consol:[3,4,5,7,8,16,22,26,36,43,45,46,47,48,50],constant:[10,48,50,56],constraint:[22,36,50],construct:[8,10,11,15,16,17,23,25,27,28,33,44,47,48,49,54,58],constructor:[8,12,15],consult:[8,11,46,47,50],consum:[11,12,23,25,32],consumpt:[15,32],contact:58,contain:[0,1,2,3,4,5,8,9,10,11,12,14,15,16,17,18,22,24,25,26,27,28,30,31,32,33,34,35,37,38,40,41,45,47,48,49,50,54,58,59],content:[1,3,5,8,9,10,11,12,13,14,15,17,24,25,26,27,28,31,32,33,34,36,37,41,46,48,49,50,51,52,53,54,55,56,57,58,59],context:[3,13,14,17,24,28,30,31,37,41,45,46,49,59],context_manag:49,context_vari:49,continu:[22,26,27,54],continuum:48,contour:47,contract:[22,40],contrast:[24,37,40,44,50],contribut:[50,51,52],contriv:18,control:[2,8,13,17,20,21,29,46,47,51,54],convei:[10,17,32,42,47,50],conveni:[1,2,3,8,9,10,15,27,32,37,44,46,47,48,49],convent:[40,44],convers:20,convert:[8,15,20,25,48,49],convinc:[22,28],convolut:[19,50],cook:[22,32],cool:12,coord:32,coordin:[11,12,32,35,38,47],copi:[22,23,26,27,28,31,32,41,46,48,51,52],core:[3,10,18,50,51,52,56],corner:[5,43],cornerston:[51,52,54],correct:[25,36,50,55],correctli:[9,22,36,50],correspond:[1,8,11,12,14,15,17,18,20,21,24,25,27,28,29,31,32,33,35,36,37,47],corrupt:49,cos:[5,37,47],costli:5,could:[3,5,8,9,12,18,22,27,29,32,34,37,44,47,50,51,52],count:[3,8,10,11,12,14,16,17,18,21,25,35,36,41,45,50],count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count":14,"while":[0,3,4,5,16,17,19,22,24,26,27,30,31,32,47,51,53,56],"while-loop":13,Added:52,And:[4,5,11,14,20,36,49],Are:[8,15,32],Axes:[58,61],Being:25,But:[16,53,54],Doing:[26,32,38],For:[0,1,3,4,5,7,8,9,10,11,12,14,15,16,17,19,25,26,27,28,29,30,31,33,35,36,37,41,43,44,45,46,47,48,50,53,56],IDE:[1,2,5,48,51,52],IDEs:[1,16,48,51,55],IDs:36,Its:[5,8,16,37,41,45,47],Not:[5,27,36],One:[8,15,16,29,37,45,47,48,50,58],Such:[7,14],That:[1,2,4,5,8,9,10,11,12,13,14,15,17,19,20,24,25,26,27,29,31,32,35,36,40,41,42,43,44,45,46,48,50,51,53,54,60],The:[1,2,3,4,5,6,7,9,10,12,13,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,33,34,35,36,37,39,41,42,43,45,46,48,50,53,54,57,59,60,61],Their:[14,25],Then:[1,8,10,12,18,19,26,27,28,32,38,41],There:[1,2,3,4,5,8,9,10,13,14,15,18,19,22,25,26,31,32,33,34,36,37,43,44,47,48,49,50,51],These:[1,4,5,7,8,9,10,11,12,13,14,15,17,20,25,26,27,28,29,37,41,43,46,48,50,51,56,57,58,59],Tis:23,Use:[0,5,8,9,11,13,14,15,16,17,28,32,35,46,47,50,51],Uses:56,Using:[0,6,8,9,13,14,18,22,25,26,27,28,35,38,41,45,47,50,56,58],Will:[9,25,36,55],With:[4,11,41,49,50],Yes:4,__add__:[44,45,46],__all__:48,__contains__:46,__div__:46,__eq__:45,__ge__:45,__getitem__:[17,46,51],__gt__:45,__init__:[38,39,42,43,44,45,46,48,51,60],__iter__:[17,46],__le__:45,__len__:[46,51],__lt__:45,__main__:[39,40,41,44],__mul__:[45,46],__ne__:45,__next__:46,__pow__:[45,46],__radd__:45,__repr__:[42,43,45,46],__rmul__:45,__rsub__:45,__rtruediv__:45,__setitem__:46,__str__:[45,46],__sub__:[45,46],__truediv__:[45,46],_data:46,_need:[38,46],_purchas:[38,46],_use_gpu:51,_var2:26,a858573fdc63:26,a_dir:48,a_long_list_nam:51,a_poem:50,abacus:32,abbrevi:[8,34,47],abc:[3,9,25,50,51],abcabcabc:9,abcd:[17,25,44],abcdef:29,abcdefg:25,abcdefghij:13,abid:[22,51,61],abil:[2,8,9,14,16,25,26,27,29,41,43,44,46,49,51,56,61],abl:[1,3,4,5,8,12,14,22,25,26,27,29,31,32,37,44,45,47,48,53,54,58],about:[0,1,3,4,5,6,7,8,9,10,11,12,14,15,19,22,29,32,33,35,37,38,41,43,44,45,46,47,50,51,56,60,61],abov:[4,5,8,14,22,27,31,32,35,36,39,41,48,51],abs:[8,15,21],abs_tol:8,absolut:[8,15,32,37,50],acceler:51,accept:[11,12,14,15,17,22,25,36,37,38,42,44,46,47,50,51],access:[1,3,8,9,10,11,15,17,18,19,20,22,24,25,28,29,31,32,33,34,40,41,43,44,48,50,53,58,60],accident:[4,5,48],accommod:[8,9,11,12,16,22,32,38,48,51],accomod:50,accompani:[57,59],accomplish:[0,1,3,12,14,48],accord:[1,8,9,10,12,14,20,27,29,30,31,32,35,37,41,44,47,50,51],accordingli:[1,35,46],account:[8,9,23,32,53,54],accru:51,accumul:[1,49,51],accuraci:[35,53,59],accustom:51,ace:25,aceg:25,achiev:[17,32,58],acquaint:[3,56],acquir:[53,54],across:[5,8,16,18,22,35,36,50,51],act:[37,56],action:[3,7,8,37,42,50,51],activ:[4,5,48],actual:[4,6,8,9,14,15,19,21,25,27,31,32,33,35,41,49,51,55,56,61],adam:8,add:[1,2,4,8,10,11,12,14,16,17,28,32,35,37,38,44,46,47,51,60],add_2:14,add_3:31,add_new_item:[38,46],added:[5,10,12,13,15,22,28,38,40,46,51,61],adding:[11,12,13,26,50,51,53,54,56],addit:[4,8,9,11,12,14,16,33,35,37,40,44,45,47,48,51],addition:[1,5,22,28,38,41,43,47,48],address:[14,15,22,32,41,44],adher:[16,29,51],adjust:[5,27,29],ado:4,adopt:[44,51],adorn:49,advanc:[2,4,6,12,15,27,29,34,53,58],advantag:[10,11,37,45],advis:[4,16,50],aeiou:[13,50],aeiouaeiou:[14,49,51],aesthet:51,affect:[3,16,26,31,41,43,46,47],afford:[27,49],afoot:22,aforement:[1,4,16],after:[3,4,8,11,12,13,14,15,19,22,24,27,32,40,49,51,57,59],afterward:31,again:[3,10,15,24,31,32,43,51],against:[10,19,22,36],age:8,aggress:49,agre:27,aha:20,ahead:[19,49],aid:51,aim:[28,47],air:51,aka:51,akaclass:51,akin:[8,40],aks:27,albeit:32,albert:50,alert:51,alex:53,alexding123:[53,54],alfr:8,algebra:[10,11,58],algorithm:[12,17,21,22,51,56],alia:[4,41,48,51],alias:[48,51],alias_nam:48,alic:22,alien:8,align:[8,32,47,51],alik:[5,7,15,55],all:[1,2,3,4,5,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,31,32,34,35,36,37,38,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,56,60,61],all_cap:51,all_fanout:19,allclos:[32,37],allevi:32,alloc:[8,31],allot:8,allow:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,19,21,23,25,27,28,29,31,32,33,34,36,38,40,41,42,45,46,47,48,49,50,51,55,56,61],almost:[8,10,12,27,32,51],alon:50,along:[3,8,11,13,15,17,20,22,23,24,28,29,30,31,32,33,34,35,37,47,48,51,53,54,56,58],alongsid:[49,51,52],alpha:[35,47],alphabet:[8,27,38,51],alphanumer:[23,26],alreadi:[4,5,6,8,9,10,12,15,25,31,38,40,41,42,44,45,48,49,50,51],also:[2,3,4,6,8,9,10,11,12,14,15,17,20,21,22,23,25,26,27,28,29,31,32,33,34,35,36,37,40,41,42,44,45,46,47,48,49,50,51,52,53,54,55,57,58,59,61],altern:[5,8,9],although:[1,5,8,12,15,17,19,23,25,27,28,29,37,40,43,47,49,50,51,56],altogeth:14,alwai:[3,5,8,9,12,13,16,20,22,27,28,29,32,37,38,42,44,47,48,51],alyosha:51,ambigu:[27,58],amend:[26,33],among:[1,5,8,12,22,25,27,37,44,49,51,58],amort:10,amount:[8,29,33,37,38,45,47,50,56],amp:47,amplitud:47,anaconda3:4,anaconda:[3,5,6,47,48,55],analog:37,analysi:[8,10,35,43,52,53,54],analyt:48,analyz:[5,10,50,51,58],anchor:51,anew:50,angi:18,angl:48,ani:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,24,25,26,29,30,31,32,35,37,40,41,43,44,45,46,48,49,50,55],anim:47,annabel:[53,54],annabellelew:[53,54],annot:[14,47,51,61],anoth:[1,5,8,9,11,12,15,22,25,28,29,31,32,35,41,42,43,46,47,48,51,60],another_long_nam:51,answer:[1,5,8,28,37,50],anticip:[21,44],anyon:[1,21,49,61],anyth:[1,8,9,12,14,44,45,47,50,51],anywher:[8,9,14,24,48,51],apart:5,api:[47,61],appear:[1,3,5,7,8,15,19,25,26,45,47,48],append:[0,3,8,10,11,13,15,17,19,20,25,26,35,36,41,44,45,46,50,51],appendix:46,appendleft:11,appl:[3,8,11,12,14,15,18,22,25,38,39,40,46,51],applepie_yum_yum:26,appli:[19,27,28,32,35,37,41,49,51],applic:[4,5,6,11,27,29,37,47,53,54,56,58,60],apply_fanout:19,appreci:[15,22,35,46],approach:[32,36],appropri:[0,14,21,22,26,28,29,32,38,41,50,51],approv:51,approx:35,approxim:[8,14,35,37],arang:[6,27,28,29,35,37,47,58],arbitrari:[25,28,32,40,46,51,57],arbitrarili:[8,15,28],archiv:50,area:[35,43],area_:35,aren:22,arg1:51,arg2:51,arg3:51,arg4:51,arg5:51,arg6:51,arg:[14,22,24,46],argmax:[36,37],argmin:37,arguabl:[1,21],argument:[9,12,15,17,22,24,31,33,36,39,40,41,46,47,50,51,56],aris:56,arithmet:[3,8,9,31,32,37],arm:[9,19,28,30,48,49,55,56,58],around:[8,34,41,43,51],arr:[27,31],arrai:[6,9,25,26,35,36,43,47,48,51,53,58,61],arriv:[12,58],arrow:51,articl:6,artifact:46,as_integer_ratio:8,ascrib:[9,25,27],ashlei:[12,17,26,27],asid:2,ask:25,aspect:[8,19,24,28,46,47],assert:[45,49],assess:23,assign:[0,1,3,5,7,9,13,14,17,22,25,27,39,40,41,48,53,56,58],associ:[4,8,9,10,12,36,37,45,47,48,49,51],assort:[27,32],assum:[1,4,8,9,10,12,19,21,24,25,35,36,44,50,51],assumpt:[47,51],assur:50,asterisk:14,astrophys:58,astropi:58,astyp:47,atrophi:51,attempt:[4,8,13,19,25,26,40,44,45,48],attent:[17,43,51,56,60],attr:[40,42],attract:6,attribut:[38,39,42,43,44,45,46,48,53,58,60],attribute_nam:40,attributeerror:[39,40,45],augment:[38,58],author:48,auto:[43,48],autocomplet:[2,3,5],autom:[49,51],automat:[8,16,19,27,31,38,39,41,43,44,47,50,51],autoreload:48,avail:[3,5,7,8,10,11,12,25,27,33,37,40,45,47,48,50,51,52,53,54],averag:[32,35,37,56],avoid:[3,8,15,17,32,33,37,51],awai:[3,14,49,51,53,54],awar:[2,5,8,47,50],ax1:47,ax2:47,ax3:47,ax4:47,ax5:47,ax6:47,axes:[27,30,31,32,35,37,47],axi:[27,28,29,30,31,32,34,35,36,47],axs:47,b9d20096048c:15,b_attr:42,back:[4,5,13,29,49,51,53,54],background:[7,47],backtick:7,bad:[16,22,35,40,44,51,53,54],bad_dict:12,bad_f:14,bad_func1:14,bad_func2:14,bad_func3:14,bad_func4:14,bad_merge_max_map:22,bagel:50,balanc:56,banana:[12,18,22,51],bar:[16,47],bare:[48,58],barrier:49,base:[1,5,8,9,14,19,20,22,25,26,27,28,32,33,45,47,48,49,51],base_fanout:19,base_numb:19,bashrc:4,basic:[1,5,7,9,13,15,17,25,27,32,34,40,41,43,47,48,50,53,54,56,58],basic_math:48,basic_modul:48,basket:8,batch:36,batman:8,bcd:25,beauti:47,becaus:[1,4,8,9,10,11,12,13,14,15,17,22,25,27,28,29,31,33,35,36,37,44,45,48,49,50,53,54],becom:[1,5,6,9,11,13,15,17,18,27,33,37,40,48,49,51,53,54,55,56],bedrock:50,been:[1,4,5,8,10,12,15,20,25,27,31,32,35,37,38,40,43,45,48,51,53,54,56],beet:46,befor:[4,10,12,13,15,16,22,23,27,32,38,43,45,48,50],begin:[1,3,4,7,8,9,10,11,16,22,25,26,27,28,31,32,35,38,40,44,49,50,51,53,54,55,56],beginn:[4,5],behav:[8,11,12,13,14,19,20,22,25,28,31,35,36,37,41,43,44,45,46,51,60],behavior:[8,9,11,14,19,20,21,22,23,25,26,28,37,44,46,47,49],behind:[6,15,26,31,32,45,49],being:[1,2,4,5,7,8,9,12,13,14,15,17,20,22,26,27,28,29,31,32,35,37,38,39,40,41,42,43,44,45,46,47,48,50,51,53,54,60],belong:[8,9,18,34,39,43],below:[4,5,11,35,40,50,56],beneath:[5,13],benefit:[5,33,37,47,48,49,51],best:[6,8,22,26,28,37,47,50,53,54,61],better:[12,22,29,49,50],between:[1,3,4,5,7,8,15,16,19,25,27,31,32,35,37,41,42,47,51,58,60],beyond:[3,8,12,14,15,19,27,31,32,44,46,48,61],biff:51,big:[2,4,10,12,28,31],biggest:51,billion:8,bin:[4,47,48],binari:[4,19,50,51],bind:40,bit:[8,14,15,18,29,30,33,37,47,49,50],black:[51,56],blank:[14,16,47,51],blazingli:6,bloat:32,block:[5,7,8,9,13,16,24,36,50,56],blog:[53,54],blogospher:25,blue:[5,32,37,47],board:35,bob:[3,8,22],bodi:[9,11,13,14,16,20,40,41,44],bogus_path:50,bohm:11,bohr:11,boil:1,boiling_point:51,bokeh:47,bolster:[44,56],bone:48,bonu:0,book:[11,32,50,51,53,54],bookkeep:[27,29],bool:[8,12,13,14,15,17,20,23,28,37,41,49,51,56],bool_ind:28,bool_index:28,boope:25,boopeeboopeeboopeeboopeeboope:25,border:5,both:[5,6,8,9,10,11,13,14,25,26,27,28,29,31,32,37,39,42,43,44,45,47,48,50,51],bottleneck:[22,23,32],bottom:[1,5,8,9,13,14,15,25,26,37,47,48],bound:[19,27,35,40,43,47,48],box:[2,56],brace:[10,12,16],bracket:[8,10,12,16,25,46,50,51],brad:[17,27],branch:[9,16,56],brand:44,bread:38,brian:[18,26],brief:[7,37,48,51,52,53,55,60],briefli:[4,9,11,18,24,27,43,47,50],bring:[5,44],brittl:49,broadcast:[28,29,31,34,35,37,47,51,53,58],broadcast_to:[32,47],broadli:41,broken:[20,49],brought:60,browser:[5,47],bruce:[8,51],bud:51,bug:[8,9,12,17,22,31,49,51],buggi:57,buggy_merge_max_map:22,build:[3,4,16,27,29,32,37,42,48,55],built:[0,3,8,9,10,11,12,14,15,17,18,21,25,29,31,35,38,40,41,42,43,44,48,50,51,56],builtin:40,bullet:[6,46],bunch:[32,56],bundl:45,button:[4,49],bye:[8,14],calcul:[0,6,19,32,34,37],calibr:48,call:[1,3,4,5,7,8,9,11,12,13,14,15,19,20,22,23,26,27,31,32,33,34,36,37,40,41,44,45,46,47,50,51,56,61],callabl:19,came:[4,6,12],camel:40,camelcas:51,camera:48,can:[0,1,2,3,4,5,6,7,9,10,11,13,14,15,16,17,19,20,21,22,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,53,54,56,60,61],cannot:[5,8,10,11,12,13,14,15,24,25,26,27,31,32,41,45,50,51,58],cap:49,capabl:[1,5,17,20,37,43,47,48,49,51,58],capit:[8,43,44,51],capsul:14,caption:7,captur:51,capword:51,care:[10,12,14,19,20,22,32,38,48,50,51,55],carefulli:[37,49,51],carpent:[53,54],carri:[1,29,38,43,48],carrot:12,cassi:[17,18,27],cast:[14,20],casual:[40,49],cat:[3,8,11,14,18,24,25,36,40,41,43],cat_dog_goose_oth:36,catcatcat:25,categori:[27,51],catwoman:8,caught:[53,54],caus:[1,13,16,22,26,31,48,50],caution:[8,38],caveat:4,cavemen:32,cavewomen:32,cba:9,cdot4:32,cdot5:32,cdot6:32,cdot7:32,cdot:[32,37],ceaselessli:13,celin:51,cell:[22,36,49,55],celsiu:51,center:[8,32,35,42,43],center_of_mass:32,certain:[3,32,50],certainli:12,chain:[9,18],challeng:57,chanc:5,chang:[1,3,4,5,8,12,19,22,25,26,27,31,32,35,41,48,49,51,53,54],changelog:53,channel:[32,47,48],charact:[0,1,2,3,8,9,11,13,16,23,26,43,46,50,51,56],characterist:51,charli:40,chart:47,cheat:47,check:[2,3,8,9,10,11,12,15,20,22,25,27,31,32,37,40,41,46,48,49,50,51,56],chees:12,chines:[53,54],chocol:51,choic:[20,51],choos:[22,27,33,47,51],chosen:[51,53,54],chronolog:52,chunk:5,cindi:22,circl:[35,47],circuit:[13,56],circumst:[6,24,26,49],cite:51,civil:[33,40],clariti:16,class_:51,class_func:44,classa:11,classb:11,classif:[53,59],classifi:[36,51],classification_accuraci:36,classification_scor:36,classmethod:44,classnam:40,claus:[9,15,20,56],clean:[11,17,51,56],cleaner:[8,36,51],clear:[9,14,15,20,27,32,34,35,37,44,50,51,56],clearli:[19,49,51],clever:[20,22,25,32],click:[0,4,5],clockwis:43,close:[0,5,8,35,37,50,51,53,54],closur:51,cloth:46,cloud:48,cls:[44,51],cmap:47,cmath:8,cmd:[1,3,4],cnt:[7,40],cnt_div_by_3:16,code:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,23,24,25,26,27,31,32,34,35,36,37,38,39,40,41,42,45,47,48,50,52,53,54,55,56,57,58,59,61],coder:49,coerc:32,coexist:43,coffe:46,coher:[37,51],col:[15,28,47],collabor:51,collect:[1,4,8,9,10,12,13,17,25,27,32,37,40,43,48,49,50,51,53,56],colon:[9,11,13,14,25,51],color:[2,5,7,32,37,47],colormap:47,column:[27,28,30,31,32,34,35,36,37,47,58],com:51,comb_l:18,combin:[14,18,24,31,32,37,41,46,58],come:[1,3,4,6,7,8,10,14,17,25,37,49,50,51,56,60],comfort:[18,21,37],comma:[8,14,15,25,51],command:[1,4,5,9,15,22,36,47,48,51],commensur:47,comment:7,common:[3,4,5,8,10,11,12,15,16,22,25,26,27,28,34,37,41,44,45,50,51,56],commonli:[8,9,14,29],commun:[2,5,51,61],commut:45,comp_var:24,compact:12,compani:51,compar:[5,6,8,9,10,11,12,15,22,23,24,27,32,36,37,51],comparison:[1,8,11,21,22,23,35,37,51,56],compat:[4,6,8,32,38,45,46,51],compet:[5,53,54],compil:[34,37,51],complac:[53,54],complain:44,complet:[2,4,5,6,8,9,10,11,12,13,20,21,27,29,33,35,36,46,48,50,51,53,54],complex32:30,complex64:33,complex:[11,26,33,48,51,56],complic:[12,15,35],compon:[6,31,48],compound:9,comprehens:[0,5,20,21,23,24,36,46,53,56,57,58,60,61],compris:[32,33],comput:[1,2,3,5,6,7,8,10,14,15,16,19,21,24,25,27,32,35,36,41,43,48,50,51,53,55,56,58],compute_area:[42,43],compute_corn:43,compute_exp:14,compute_student_stat:51,con:2,concat_to_str:20,concaten:[3,19,20,25,33,44],concept:[12,13,16,27,29,42,43,45,53,60],concern:[15,19,23,48,51,56],concis:[9,17,19,23,32,35,47,51,56,58],conclud:[10,14,26,28,32,44,48,51,60],conclus:58,concret:[13,29,32,41,51],conda:[55,61],condens:9,condit:[0,8,12,13,15,16,20,22,28,32,51,53,56],condition:16,conduc:1,conduct:[5,13],config:48,configur:[1,2,48,51],confirm:[0,44],conflict:[4,26,48,51],conform:1,confus:[1,8,15],conjunct:[17,28,50],connect:[5,47],consecut:9,consid:[6,9,10,13,15,16,19,20,21,22,23,25,27,28,29,31,32,37,41,42,44,48,49,51,57,59,61],consider:[6,38,56],consist:[9,14,16,25,26,27,35,41,46,48,51],consol:[3,4,5,7,8,16,22,26,36,43,45,46,47,48,51],constant:[10,48,51,58],constitut:49,constraint:[22,36,51],construct:[8,10,11,15,16,17,23,25,27,28,33,44,47,48,50,56,60],constructor:[8,12,15],consult:[8,11,46,47,51],consum:[11,12,23,25,32],consumpt:[15,32],contact:60,contain:[0,1,2,3,4,5,8,9,10,11,12,14,15,16,17,18,22,24,25,26,27,28,30,31,32,33,34,35,37,38,40,41,45,47,48,49,50,51,56,60,61],content:[1,3,5,8,9,10,11,12,13,14,15,17,24,25,26,27,28,31,32,33,34,36,37,41,46,48,50,51,53,54,55,56,57,58,59,60,61],context:[2,3,13,14,17,24,28,30,31,37,41,45,46,50,61],context_manag:50,context_vari:50,continu:[22,26,27,56],continuum:48,contour:47,contract:[22,40],contrast:[24,37,40,44,51],contribut:[49,51,53,54],contributor:49,contriv:[18,49],control:[2,8,13,17,20,21,29,46,47,53,56],convei:[10,17,32,42,47,51],conveni:[1,3,8,9,10,15,27,32,37,44,46,47,48,50],convent:[40,44],convers:20,convert:[8,15,20,25,48,49,50],convinc:[22,28],convolut:[19,51],cook:[22,32],cool:12,coord:32,coordin:[11,12,32,35,38,47],copi:[22,23,26,27,28,31,32,41,46,48,53,54],core:[3,10,18,51,53,54,58],corner:[5,43],cornerston:[53,54,56],correct:[25,36,51,57],correctli:[9,22,36,51],correspond:[1,8,11,12,14,15,17,18,20,21,24,25,27,28,29,31,32,33,35,36,37,47],corrupt:50,cos:[5,37,47],cost:49,costli:5,could:[3,5,8,9,12,18,22,27,29,32,34,37,44,47,51,53,54],count:[3,8,10,11,12,14,16,17,18,21,25,35,36,41,45,51],count_even:14,count_vowel:[14,49,51],counterpart:31,coupl:[8,20,49],cours:[1,2,3,4,5,6,14,16,26,27,49,50],courtnei:51,cout:1,cover:[8,12,14,17,37,50],cow:[12,14,17,18,24],cpython:[1,3,4,5,10,12,51],craft:61,creat:[0,1,2,3,4,8,9,12,17,18,20,22,23,25,26,27,28,29,31,32,34,35,37,38,39,40,42,43,44,45,48,49,50,51,53,54,55,56,58,60,61],creation:[11,32,33,40,41,43,50],creativ:25,creator:[48,51],credit:19,criterion:22,critic:[4,5,10,16,25,29,31,41,43,48,49,51,53,54,55,58,61],cross:[4,46],crowd:51,crucial:6,crude:35,crust:50,cryptic:8,ctrl:[0,5],cube:[9,48],cue:[3,27,37],cumbersom:49,cumsum:35,cumul:35,curat:[36,48],curi:11,curli:[8,10,12,16],current:[5,8,15,35,44,48,51,53,54],current_num:17,cursor:5,curv:[2,5,35,47],custom:[6,8,43,47,48,50,51,60],custom_dot_product:51,custom_inherit:51,customiz:2,cut:5,cute:20,cycl:47,d3_arrai:27,d5_arrai:27,d_sinc:5,dabbl:55,dai:[4,61],danger:[9,53,54],dangl:32,dart:[53,59],dart_posit:35,dash:[35,47,51],data1:50,data2:50,data:[2,3,4,5,15,22,25,28,29,30,32,34,36,37,43,45,47,48,50,51,53,54,55,56,58,60,61],databas:[48,51],datafram:43,dataset:[27,47],datatyp:33,date:[1,8,51,53,54],datum:36,davi:51,david:[11,12,18,50,53,54],deactiv:4,dead:[4,9],deal:[3,8,10,12,19,28,36,37,48],dear:49,debat:21,debug:[2,5,22,51],debugg:2,decid:35,decim:[3,8,12,32],decis:51,decod:50,decor:44,dedic:[2,17,31],deduc:35,deem:27,deep:[25,53,54],deepen:43,deeper:[15,47,48],deepli:[48,53,54],def:[5,6,7,10,12,16,19,20,21,22,23,24,26,31,32,36,38,39,40,41,42,43,44,45,46,48,49,51,56],defacto:44,defaultdict:[11,48],defin:[1,3,5,7,8,11,13,14,15,16,20,22,24,26,27,31,33,34,37,38,39,42,43,44,46,48,50,51,53,56,58,60],definit:[2,10,12,13,14,15,16,17,24,27,29,31,32,37,38,39,41,42,43,44,48,51,60],deg_to_rad:48,degre:[35,48,58],deleg:37,delet:5,deliev:48,delimit:[8,9,13,14,46,50,51,56],deliv:48,deliveri:48,delv:[26,28,31,37],demand:[15,56],demarc:14,demo:3,demonin:45,demonstr:[7,8,9,11,12,13,18,19,22,24,25,26,28,29,31,32,33,37,40,41,44,46,47,48,50,51],denom:45,denot:[5,8,9,10,14,27,37,40,50],depend:[2,4,10,12,13,21,26,29,45,48,49,50,58],depict:[27,35],deriv:5,describ:[1,11,20,30,37,41,42,43,48,51,56],descript:[8,10,11,14,22,28,29,48,51],deserv:17,design:[1,3,8,11,21,27,36,37,40,43,44,46,47,49,50,51,56,57,58,59],desir:[5,21,22,27,29,32,44,46],desktop:[48,50],despit:[22,48],detail:[4,5,7,8,12,14,17,25,26,27,28,29,32,37,44,45,47,48,49,50,51,56],detect:[12,48],determin:[1,8,9,10,19,23,28,31,32,33,35,42,46,51],dev:[22,33,35,36],develop:[1,5,23,32,38,47,48,49,51,52,53,54,55,58],deviat:[21,35,37],devic:[8,53,54],devis:[22,49],diagnost:49,diagon:28,diagram:[25,27,32],dict1:22,dict2:22,dict:[11,12,17,22,41,44,60],dictat:[12,40],dictionari:[9,10,14,15,17,20,26,43,44,46,50,51,53,56,57],did:[3,8,10,13,19,20,22,35,38,44,55],didn:[29,35,44],diff:32,differ:[2,3,5,6,8,9,10,11,12,14,15,16,20,22,23,24,25,29,31,32,34,43,44,45,47,48,51,53,56,57,58,60],difference_fanout:57,difference_upd:[38,46],differenti:[1,2,43],difficult:[28,51],digit:[8,20,32,37,53,54],dilig:[8,48],dimens:[28,29,30,31,33,34,35,37,53,58],dimension:[6,29,30,32,33,34,43,47,58],ding:53,direct:[32,37,48],directli:[1,2,4,6,8,15,25,31,36,48,50],directori:[1,4,5,47,48,50],discard:8,discern:[12,30,51],discourag:23,discov:40,discret:47,discuss:[2,4,8,9,12,13,14,15,22,25,26,27,28,29,30,31,32,37,39,42,43,44,46,48,49,50,51,52,53,54,55,56,58,60],disk:50,dismai:8,dispatch:58,displai:[3,7,8,25,26,35,43,46,61],dispos:8,dissuad:49,dist:32,dist_from_origin:35,distanc:[35,51,58],distil:[47,53,54,56],distinct:[7,9,11,14,17,25,26,28,31,34,37,41,42,43,47],distinctli:7,distinguish:[2,7,11,34,43,44,50,56,60],distribut:[3,4,11,33,37,47,48,55],distutil:48,div:37,dive:[4,15,25,46,48,49,58],divers:[47,51],divid:[8,32,33,35,36,37,46,51],divide_func:48,divis:[8,9,16,32,37,46],divorc:31,dlib:51,doc2:9,doc:[14,35,51],docstr:[14,22,40,51,61],document:[1,2,3,5,45,53,54,56,58,60,61],doe:[3,5,8,9,10,11,12,14,15,20,22,23,25,26,27,28,31,33,37,41,42,44,45,47,48,51,55,56],doesn:[5,11,12,17,22,25,32,44,45,53,54],dog:[3,11,14,18,24,25,36,40,51],doing:[1,3,4,5,6,8,33,34,47,48,52,55,56,58,61],domain:[5,28,33,36,47],don:[5,8,9,12,19,27,31,45,50,51,53,54],done:[5,29,37,40,48],doom:32,dos:51,dot:[8,32,37,40,47,48],dot_index:9,doubl:[3,8,10,41,46,51],down:[1,20,27,37,48,49,50,53,54,61],downgrad:48,download:[1,2,4,48],downsid:[11,12,23],downstream:22,dpi:47,draw:[33,43,47,60],drawn:[10,18],dream:32,drill:48,dropbox:51,dropdown:5,dtype:[28,30,33,34,37],duck:51,dude:3,due:[12,37,48],dummi:[40,41,44,48],dummy_inst:41,dump:50,dunder:[41,46],dure:[1,15,35,48,51],dust:49,dynam:47,dynload:48,e7cf39509d06:12,each:[9,10,11,12,13,14,15,16,17,18,19,20,22,23,25,27,28,29,30,31,32,33,34,35,36,37,40,41,43,47,48,50,51,56,57,58,59],earli:[5,13],earlier:[8,12,15,19,27,35,41,51],easi:[2,4,17,22,37,45,48,49,50,51,56],easier:[29,35,38,46,49,51],easiest:48,easili:[2,5,7,14,19,22,32,35,53,54],echo:46,econom:15,ed60a54ccf0b:15,edg:[14,20,21,27],edit:[2,5,51,53,54,55],editor:[1,2,5,48,51],educ:55,edward:12,effect:[4,5,8,11,12,16,22,29,32,35,37,40,47,48,49,51,56,58],effici:[3,6,10,11,12,15,16,17,18,23,31,32,37,49,51,56,58],effort:5,egg:46,eigenvalu:37,eight:[9,16,20],einstein:11,either:[8,9,11,13,14,22,27,29,32,37,38,40,44,45,50,51],electr:8,electron:47,eleg:[2,6,9,17,28,35,42,46,47,61],elegantli:8,element:[10,11,12,15,18,19,25,26,27,28,29,30,31,32,34,35,37,38,44,45,46,51,56],elementwis:[35,37],elif:[14,16,17,20,22,26,56],elimin:36,elppa:25,els:[14,15,16,17,20,21,22,24,26,35,36,44,45,46,50,51,56],elsewher:[16,26],elucid:48,email:56,emb:[5,47],embark:[16,55],embed:47,embellish:51,embodi:[40,48],embrac:47,emerg:5,emit:23,emmi:[41,50],emphas:[8,20,32,53,54,57,59],emphasi:[51,53,54],empow:60,empti:[0,8,9,11,12,13,14,19,21,22,25,27,29,32,33,41,51],emul:[46,47],enabl:[2,4,5,19,43,46,47,48,50,51,56,58],encapsul:[14,16,24,31,39,41,43,45,49,51,56,60],enclos:13,encod:[36,50,53,57],encount:[4,8,11,13,15,17,24,25,27,41,43,44,50,51],encourag:[4,51],end:[1,3,4,5,8,9,10,11,13,14,15,16,17,18,19,25,26,28,29,32,34,35,37,40,49,50,51,53],endear:37,endeavor:56,endl:1,endors:2,endswith:8,enforc:51,engin:[1,8],english:[1,8,20,51],enhanc:[51,61],enjoi:35,enough:[5,8,29,53,54],enrol:11,ensur:[1,4,8,22,25,38,50,51],entail:[1,12,26,40,48],enter:[3,5,7,11,13,14,16,38,50],entertain:35,entir:[3,8,10,15,17,20,24,25,26,31,36,37,46,48,50],entireti:[10,37,57,59],entri:[3,8,10,11,14,17,25,26,27,28,29,31,32,33,34,37,38,41,47,48,49,51],enumer:[18,19,22,29,32,35,48],env:4,envelop:14,environ:[1,5,46,47,48,52,53,55],envis:32,eps:47,equal:[5,8,9,11,12,28,30,32,33,37,42],equat:[0,3,5,8,28,32,35,47],equip:56,equival:[8,9,11,13,14,15,19,20,21,22,23,25,27,28,31,32,33,37,41,42,44,46,51],eras:[5,50],err_low:47,err_upp:47,error:[1,2,5,8,9,12,13,14,19,21,25,26,27,36,44,45,47,50,51],errorbar:47,esc:5,especi:[1,2,5,19,20,27,28,30,45,48,51],essenti:[1,5,11,12,13,15,17,18,28,37,42,43,47,48,53,54,55,57,59,60,61],establish:[32,60],estim:[8,53,59],etc:[2,4,22,25,31,35,37,40,51,53,54,60],euclidean:[32,51],euler:[11,41,48],evalu:[0,5,9,12,13,14,17,20,22,33,40,47,51],even:[5,6,7,8,9,10,12,13,14,15,16,17,19,20,24,28,32,34,38,40,41,44,48,49,50,51,53,54],even_gen:15,evenli:[5,8,33,47],event:[11,50],eventu:[50,51],ever:[3,5,9,13,14,15,17,32,49],everi:[4,5,13,15,16,22,25,31,35,37,41,50,51],everyon:49,everyth:5,everywher:[36,37],evid:49,evil:23,evolv:35,exact:[8,15,28,32,41,51],exactli:[8,11,12,15,16,28,32,37,45],exagger:51,exam:[12,22,26,27,32],exam_1:22,exam_1_scor:18,exam_2:22,exam_2_scor:18,examin:45,exampl:[1,3,6,7,8,9,10,12,13,14,15,16,17,18,19,20,21,22,23,25,26,27,28,29,30,31,32,33,36,37,39,41,42,43,44,45,46,47,48,49,51,55,56,61],example_arrai:30,example_default_dict:11,example_dict:12,example_gen:15,example_scop:24,exce:[8,13],exceedingli:[14,49,51],excel:[2,3,5,11,46,51],except:[8,14,15,26,49,51],exception:1,excit:5,exclud:[14,15,25,33,46],exclus:[5,15,33,37],exe:[1,3,4],execut:[1,2,3,4,5,6,8,9,13,14,16,20,24,39,40,41,43,44,45,47,48,56],exemplifi:51,exercis:[20,49,56,57,59,61],exhaust:[8,11,15,28,37,45,46,53,54],exhibit:28,exist:[1,4,8,10,11,12,22,24,26,32,40,42,46,50,51,60],exit:[13,14,19,22],exorcis:49,exp:[8,31,37,47],expand:[9,16,43],expect:[1,4,7,10,14,15,35,37,40,44,45,47,48,49,50,51],expedit:49,expel:20,experi:[2,35,51],experienc:[53,54],experiment:8,explain:[5,8,25,44,48],explan:[10,46,50,57,59],explicit:[1,12,14,23,27,31,32,35,37],explicitli:[9,11,15,18,25,29,32,37,41,44],explor:[3,5,25,50],expon:8,exponenti:37,expos:[8,27,51],express:[0,8,10,12,13,14,19,20,22,23,31,36,37,40,46,51,53,56],expression_1:9,expression_2:9,expression_n:9,extend:[8,9,29,35,47,51,57],extens:[2,8,17,35,37,47,50,51,57],extent:[19,43,49],extern:44,extra:[19,32,57],extract:[9,11,15],extran:61,extraordinarili:50,extrapol:[20,27],extrem:[2,12,15,17,22,28,31,35,44,46,50,56],f8487d9d0863:[8,9],face:[44,48],face_detect:48,face_detector:48,facial:48,facilit:[2,5,10,11,17,28,29,47,48,51,58],fact:[1,5,8,9,12,14,15,26,37,43,46,49,51,60],factor:[10,45,47],factori:[3,8,14,21],fail:[9,11,26,45,50],failur:19,faithfulli:51,fall:[16,21,27,28,35,47],fallen:35,fals:[0,3,8,9,10,11,12,13,14,15,17,20,23,25,26,28,31,35,36,37,40,41,45,46,49,50,51],familiar:[1,2,3,4,8,9,10,11,17,20,21,31,34,35,37,45,47,51,55,56],fanci:[14,20],fancier:15,fanout:[53,57],fantast:[6,8,50,55],far:[6,8,17,25,27,29,31,39,41,43,46,47,48,49,51,56],farmer:8,fashion:[22,27,37],fast:[6,12,18,37],faster:[4,6,10,36,37,48,49],favor:[8,49],featur:[1,2,3,5,11,15,16,17,33,34,43,47,48,51,52,53,54,58,61],fed:[3,11,12,15,22,37,47],federici:[53,54],feed:[11,14,15,33,36,37,41,49],feedback:[53,54],feel:[5,15,25,35,46,55,56],fell:[12,17,35],fermi:[11,41],few:[3,8,10,14,15,16,18,38,45,46,51,60],fewer:[19,31],feynman:11,fidel:51,field:[8,48],fig:[5,35,47],figsiz:47,figur:61,file12345:50,file1:50,file2:50,file3:50,file4:50,file:[1,2,4,5,9,24,26,45,47,48,53,61],file_var:24,filefilefil:50,filenam:[2,9,47],fill:[29,31,32,33,37,47],fill_between:[35,47],filter:[9,11,15,21,23],filtered_str:23,find:[1,4,5,8,9,10,11,13,15,18,19,22,25,29,31,32,35,36,46,48,49,50,51,60],find_alpha:51,find_packag:48,fine:[8,33],finish:41,finit:[8,15,25],first:[1,2,3,4,5,8,9,11,12,13,14,15,16,17,19,20,22,23,25,27,29,31,32,35,36,37,41,43,44,45,46,48,50,51,52,58,60,61],first_item:9,fit:50,five:[8,20,25,33,36,51],fix:[49,51,52],flag:51,flake8:51,flaw:[22,49],flesh:48,flexibl:[6,12,14,16,26,28,31,40,47,48,51],flip:[22,27],float16:33,float32:33,float64:30,float_kei:12,floor:8,flour:46,flow:[5,13,17,20,21,53,54,56],fly:51,focu:51,focus:47,folder:[1,5],folli:12,follow:[0,1,3,4,5,7,8,9,10,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,34,36,37,39,40,41,44,45,46,47,48,49,50,51,53,54],food:[12,46],footprint:32,for_block:24,forai:43,forc:50,forego:3,foregon:18,foremost:[1,2,48,51],forese:14,forev:0,forget:50,forgiv:16,form:[3,8,9,11,15,17,18,20,23,25,26,28,31,32,33,37,41,44,46,48,50,51,60],formal:[5,8,9,10,13,16,27,28,32,36,40,49,51,52,56],format:[1,2,3,5,14,20,26,40,42,43,45,46,47,50,51,53,55],formatt:51,former:[3,9,46,57,59],formul:32,formula:[0,35,48,51],forth:4,fortran:29,fortun:[6,15,19,32,49,50,51,53,54],forward:[13,28,32,43,61],found:[5,8,9,11,22,27,33,46,47,50,51],foundat:[1,53,54,58],four:[11,16,20,27,33,36,37,40,51],frac:[5,8,14,15,30,32,35,45],frac_correct:36,fraction:[8,21,35,36,47],framework:[48,49],free:[1,2,15,17,22,32,42,48,51,53,54],freeli:[4,31],frequent:[3,8,10,15,51],fresh:55,friend:35,friendli:[44,50],from:[1,2,3,5,8,9,10,11,12,13,14,15,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,34,35,36,37,38,40,41,43,44,45,46,47,48,49,50,51,53,54,56,58,60,61],fromkei:44,front:20,frozen:[11,12,26],frozenset:[11,12],fruit:12,fruit_or_veggi:12,frustrat:49,fulfil:48,full:[3,9,15,27,29,32,37,46,47,48,51],fuller:60,fulli:[2,35,43,60],fun:[19,35,53,54],func:[14,24,44,51],func_a:51,func_b:51,func_block:24,func_c:51,func_d:51,func_nam:51,func_var:24,fundament:[6,8,31,51,58],funni:27,further:[4,6,9,22,27,43,60],furthermor:[5,8,9,10,14,17,25,28,29,31,32,35,41,47,49,51,53,54],fyi:27,gain:49,game:[9,37],gather:38,gaug:51,gauss:11,gaussian:[33,47],gcd:45,gen:15,gen_1:[15,18],gen_2:[15,18],gener:[3,5,8,9,11,12,13,14,17,18,19,20,21,23,25,26,27,29,32,33,35,36,37,42,43,46,47,48,50,51,53,55,56,57,58,60,61],genesi:[53,54],genexpr:15,get:[1,2,4,5,6,8,10,11,12,14,19,25,27,28,31,32,36,37,40,41,44,46,48,49,50,51,53,54],get_area:[42,45],get_first_and_last:51,get_max:12,get_zip:48,getattr:40,getitem:46,getsitepackag:48,gfedcba:25,gheliabci:17,git:2,give:[0,4,6,16,24,25,27,35,36,41,45,46,48,49,58,61],given:[0,1,5,7,8,9,10,11,13,14,15,16,17,18,19,21,22,23,25,27,28,29,31,32,35,36,37,41,42,43,44,47,50,51,56],glad:56,glanc:[17,19,29,32,44,47],glare:32,glimps:3,glob:61,global:22,goal:[43,47],goe:[8,26,51],going:[3,41,45,48],good:[2,5,9,16,17,20,22,25,34,48,49,50,52,53,54,57,59,61],good_f:14,goodby:15,googl:[5,46,61],goos:[32,36],goosei:40,got:[53,54],gracefulli:38,grade:[11,12,17,26,27,32,50,51,56],grade_book:51,grade_lookup:51,gradebook:[11,27,51],graduat:[48,53,54],grai:47,grammar:[1,51,52],grammat:1,grape:[12,22,38,40,46],graph:[15,47],graphic:47,grasp:[25,41],grayscal:47,great:[3,5,8,11,12,14,15,17,25,37,49,51,53,54],greater:[0,8,9,15,22,28],greatest:[22,45],greatli:[17,36,43,44,46,49,51,56,61],green:[5,32,37,47,49],greet:49,grid:[5,32,33,35,37,47],grigg:[53,54],groceri:12,grocery_list:51,gross:[8,16],gross_merge_max_map:22,group:[8,50,51],grow:[5,15,51,56],grumpi:1,guarante:[1,8,9,12,20,35],guess:[22,28,37],gui:14,guid:[47,53,54,55,61],guidelin:[51,61],gush:5,had:[5,8,12,19,20,21,24,32,35,37,48,53,54,58],half:47,hand:[5,8,12,15,29,51],handi:[25,50],handl:[4,5,9,14,20,21,29,38,46,50,51],hang:[37,51],haphazardli:31,happen:[0,5,8,9,13,15,17,24,27,44,45,55],happi:[14,48,49],happili:51,hard:[8,16,18,20,22,31,51,53,54,58],hardboiled800:[53,54],harmon:15,has:[1,2,4,5,8,9,11,12,13,14,15,16,18,22,23,24,25,27,29,30,31,32,33,34,35,36,37,39,40,41,44,45,46,47,48,50,51,53,54,55,56,58],hasattr:[40,46],hash:[11,12],hashabl:[12,44,51],haskel:5,hasn:12,hat:[3,8,11,25],hatter:49,have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,31,32,34,35,36,37,38,40,41,42,43,44,45,46,47,48,49,50,51,53,54,56,57,58,59,60],haven:49,header:[5,51],health:[9,49],healthi:49,hear:0,heart:49,heavi:[2,22],heavili:[1,43],heed:8,height:[42,43,45,47],heisenberg:11,hello:[1,3,8,13,14,15,17,20,25,40,41,43,46,51],hello_world:9,help:[1,2,5,8,9,13,14,15,17,19,22,25,26,32,35,38,41,48,49,50,51,53,54,58],helper:20,henc:45,her:[9,11,41],here:[1,2,5,6,7,8,10,11,12,13,17,18,20,21,22,23,24,26,27,28,29,31,32,35,36,37,40,41,42,43,44,45,46,47,48,50,51,53,54,56,57,59,61],herein:44,heterogen:[10,12],high:[5,6,27,33,36,37,46,47,51],higher:[8,27,29,32,47,51],highest:[10,36],highli:[2,4,8,9,12,17,37,47,49,50,58],highlight: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the Python Programming Language","Setting Up a Development Environment","An Informal Introduction to Python","Installing Python","Jupyter Notebooks","Doing Numerical Work in Python","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","Is Palindrome","Scope","Sequence Types","Variables & Assignment","Accessing Data Along Multiple Dimensions in an Array","Advanced Indexing","Iterating Over Arrays & Array-Traversal Order","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","Object Oriented Programming","Special Methods","Matplotlib","Import: Modules and Packages","Testing Your Code","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 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