This file is indexed.

/usr/share/doc/python-patsy-doc/html/searchindex.js is in python-patsy-doc 0.3.0-3.

This file is owned by root:root, with mode 0o644.

The actual contents of the file can be viewed below.

1
Search.setIndex({envversion:42,terms:{orthogon:[0,8,9,13],four:1,prefix:12,hate:10,whose:[0,8,2],set_ytick:5,accur:6,factor_protocol:10,cat_sniff:5,messi:0,concret:1,under:[7,6],worth:6,rerpi:4,everi:[0,2,1],quantil:[0,8],ugli:9,quantiz:[0,8],affect:[1,7],is_numerical_na:0,factori:[0,1],weird_data:13,vector:1,naiv:1,consequ:12,second:[0,1,13,7,6,8],stateful_transform_protocol:7,panda:[0,5,11,13,10],even:[0,1,13,7,4,6,8,10],hide:[1,8],"new":[0,2,7,4,5,8,11],ever:[1,10],elimin:[1,10],never:[0,7,12,10,1],here:[0,1,2,7,4,5,6,9,10,13],path:11,interpret:[0,13,1,6,8,10],loos:1,precis:[0,5,1],credit:1,meshgrid:5,rstride:5,"99e7694535c":5,total:[7,5,2,10],unit:1,plot:[5,11],describ:[0,6,11,10,1],would:[0,1,13,7,6,8,9,10,11],deviat:[0,8],call:[0,1,2,7,5,6,8,9,10,13],type:[0,1,13,7,5,6,8,10,12],until:[0,7],source_nam:[0,5],relat:[0,10],notic:[1,6,13,10,7],warn:11,mat2:1,hold:[0,2,1],unpack:4,must:[0,1,7,5,8,10],join:1,setup:4,wors:8,root:[0,8],overrid:[0,8,1],defer:10,num_row:0,give:[0,2,1,4,5,6,8,9,11,13],custom0:9,custom1:9,indic:[0,8,6],unavail:0,want:[0,1,2,7,4,5,8,9,10,13],end:[4,0,7,6,1],quot:[8,13],ordinari:[13,0,8,2,7],how:[0,8,11,9,10],env:[0,10,1],answer:[1,4],verifi:[5,6],confid:2,recogn:11,lai:1,logpdf:2,after:[0,13,10,1],diagram:1,befor:[0,8,7,6,1],wrong:[7,4],core:[0,11,1],parallel:[7,2],demonstr:2,reshap:5,attempt:[0,8],third:[0,8,10],classmethod:[0,5],opaqu:0,think:[1,7],perform:[0,1,13,7,6,11],maintain:[1,10],incorpor:7,enter:1,hasti:2,lambda:7,order:[0,13,1,6,8,9,10],oper:[0,8,6],over:[0,6,13,1],becaus:[0,1,13,7,4,8,10,11],flexibl:[13,1,2,9],vari:[0,10,1],fit:[0,1,13,7,4,5,8,10,11],funni:13,fix:[0,11],better:[1,4,11,7],fig:5,easier:[1,11],them:[0,1,2,7,5,10,13],thei:[0,1,2,7,5,6,8,9,13],"break":1,code_without_intercept:[8,9],choic:1,each:[0,1,13,7,5,6,8,10],higher:[1,6,13],side:[0,13,1,6,10,11],mean:[0,1,13,7,5,6,8,11,12],extract:0,unclos:13,goe:13,content:[0,3,1],rewrit:5,ajm:5,reader:6,forth:[2,10],situat:[0,2,7,6,8,10,11],free:[7,2],standard:[0,1,2,7,4,8,13],vstack:9,fixm:5,column_stack:[1,2],row_stack:7,convent:0,puzzl:1,traceback:[0,5],heck:2,contrast_mat:9,subtl:7,onto:[6,13],rang:[0,10,4],independ:[1,7],rank:[0,13,1,6,8,9],restrict:9,unlik:[0,6],alreadi:[0,5,2,1],thick:5,hood:7,cartesian:13,rewritten:[0,8],top:1,sometim:[1,11,7],downsid:10,examine_need:5,too:[13,1,4,2,7],similarli:[1,12],x1_obj:0,naive_cent:7,namespac:0,tool:8,took:2,somewhat:[0,6],conserv:2,silli:7,keyword:[0,8],provid:[0,2,1,4,5,8,9,10],expr:[0,5],tree:[4,11],"656e51e0f141":5,project:[4,5],matter:1,mini:[4,2],mymodel1_patsi:2,mind:1,raw:[0,4],seed:0,increment:[0,8,7,4,1],further:1,seen:1,seem:[0,1],incompat:11,minu:[0,5,8,10],passes_need:[5,10],"__new__":0,latter:0,thorough:4,evalu:[0,2,1,5,6,8,10],simplifi:[6,2,9],though:[0,1,2,7,8,10,13],object:[0,1,2,7,8,9,10,11,13],my_arrai:0,regular:[0,1],letter:0,breakpoint:[0,8],bsd:4,gmane:4,tradit:13,don:[13,1,2,10,7],doc:[11,2],doe:[13,0,6,11,1],dummi:[0,8,13,1],bracket:1,unchang:[0,5,8,10],sum:[0,1,7,5,6,8],dot:[0,5,2,8,7],formula_lik:[0,5,2],random:[0,13],syntax:[3,8,6],facto:2,memorize_st:5,involv:[1,6,11,13],a_beta:0,rhs_termlist:[0,5,10],sugar:10,busi:2,idiosyncrat:6,hddm:4,fixed_mat:7,googlegroup:4,nasti:11,likewis:1,stop:10,report:[0,11,1],patch:[0,8,11],twice:1,bad:7,result_typ:11,patsyerror:[0,5,13],quirk:6,result:[0,1,2,7,5,6,8,10,11,13],fail:0,best:0,awar:6,tensor:[0,8,11,3],hopefulli:1,easi:[1,2,13],mud:1,figur:[1,5],cf3926d286ff:5,elementwis:1,awai:2,approach:[2,10],attribut:[0,8,2,10,13],accord:[1,7],extend:[0,3],memorize_finish:[7,5,10],xrang:5,extens:2,lazi:1,extent:10,protect:13,rightward:1,hashabl:[0,10],howev:[0,7,6,10,1],against:[0,4],com:[4,5,11],linearconstraint:0,diff:[0,8,9],trust:7,assum:[0,5,6,2,1],speak:1,union:1,numpi:[0,1,2,7,4,8,9,10,13],three:[1,8],been:[1,2,10],much:[13,0,11,2,1],interest:[1,13],modeldesc:[0,10,1],life:2,deeper:12,argument:[0,2,7,8,9,10,11],davi:11,have_panda:5,ident:[0,1,7,6,8,9],properti:5,calcul:[0,8,7,1],gritti:1,num_level:0,tabl:1,kwarg:[7,5,8],exterior:[0,5,8],tediou:1,sever:[0,5,8,7],disabl:[0,8],receiv:8,suggest:[0,8,4],make:[0,1,2,7,4,5,6,8,9,10,11,13],term_nam:[0,13,1],complex:[0,8,13,10],complet:[0,7,13,1],iter_mak:0,contr:[0,8],hang:1,greedili:1,hand:[0,13,1,6,10,11,12],fairli:1,rais:[0,5,11,8],techniqu:2,kept:0,thu:[5,6],contact:3,thi:[0,1,2,7,5,6,8,9,10,11,12,13],everyth:[0,11,10,7],suptitl:5,left:[0,13,1,6,10,11],protocol:0,just:[0,1,2,7,4,6,9,10,13],columns_specifi:0,human:[0,4],yet:[0,8,2,7],languag:[0,10],previous:[1,5],expos:0,had:[11,10],els:[0,5,4,11,1],"_constraint":5,mayb:13,preserv:0,measur:13,specif:0,arbitrari:[0,1,13,7,4,5,6,10],nudg:2,manual:1,remind:13,underli:[0,2,4,6,8,10],right:[0,13,1,6,10,11],old:[7,2,10],deal:10,somehow:[0,1],intern:[7,2,10],bore:[2,13],successfulli:11,new_pr:2,add_subplot:5,txt:4,bottom:1,subclass:0,tracker:4,condit:1,peek:6,plu:[0,2,1],plt:5,subspac:1,repositori:4,post:4,chapter:10,obj:[0,10],"_get_crs_dmatrix":5,unfortun:10,overspecif:[0,8,6],produc:[0,1,13,7,5,6,8,9,10,11],statsmodel:4,"float":0,encod:[0,8,6,1],bound:[0,8],down:[1,2],wrap:[8,13,10],git:4,wai:[0,1,2,7,8,10,11,13],quirki:1,support:[0,2,7,4,6,10,11],why:[1,7],avail:[0,8,13],guess_categor:5,lowest:[1,11],form:[13,0,8,12,1],offer:5,forc:[0,2],"true":[0,5,8,1],flavour:1,insidi:7,coeff:5,maximum:[0,8],tell:[11,6],buildd:5,absenc:6,fundament:[0,2,1],sampl:[0,8],data_chunk:[0,7],set_ylim3d:5,penal:5,featur:[0,2,7,4,10,11],ddof:[0,8],exist:[0,10,1],check:[0,2,1,6,9,10,11],assembl:1,tip:0,test:[0,11,2,4],presum:1,intend:[0,1],consid:[0,2,1,4,5,6,10],"_count":7,bullet:11,"6e953bb8a417":5,ignor:[0,1,7,6,8,10],datafram:[0,5,11,13,10],time:[0,1,2,7,4,10],backward:[0,8],chain:0,skip:[11,10],global:0,invent:0,unconstrain:[0,5,8],row:[0,5,11,8,1],decid:[0,6,1],middl:10,depend:[0,1,2,7,10,11],fancier:2,readabl:[0,4],certainli:4,decis:[4,6,9],do_modelmatrix:6,isinst:[0,5],sourc:[0,11,4],string:[0,13,1,5,8,9,10,12],word:[1,8],exact:1,level:[0,1,3,6,8,9,10],did:[1,5,13,10],gui:10,iter:[0,5,7],add_predictor:10,prevent:0,"__ne__":10,sign:13,appear:[0,6,10,4],pretty1:9,pretty0:9,pyplot:5,current:[1,4,2,7],contrastmatrix:[0,8,9],preassembl:0,deriv:[0,11],gener:[0,1,13,3,4,6,8,9,11],coeffici:[0,5,2,13],satisfi:1,explicitli:[0,8,1],along:2,broessli:11,invis:[1,6],"__repr__":[0,2,13],extra_column:10,extrem:2,weird:[12,13],ourselv:0,regardless:[0,8,2,4],extra:[1,13],dtype:[0,11],modul:[5,8,12],prefer:[0,8,9,13],linewidth:5,is_categorical_na:0,instal:[0,8,3],memorize_chunk:[7,5,10],memori:[0,8,4,7],todai:2,criteria:0,msg:5,black:5,tightli:1,peopl:[7,4],claus:4,enhanc:6,examin:0,effort:[0,13],easiest:9,graphic:1,focu:1,whatev:[0,6,2,10,13],"_cyclic":5,purpos:[0,5,2,10],encapsul:[0,5],stream:0,predict:[0,8,11,10],slightli:6,critic:[0,4,1],occur:[1,6,11],alwai:[0,2,1,4,6,8,11,12],multipl:[0,8,7,10,1],alternative_formula:10,write:[0,1,2,7,4,6,8,10,12,13],pure:[1,2],familiar:[1,2],littlebobbyt:10,parameter:5,evalenviron:[0,5,11,10,1],map:0,product:[0,8,3,13,1],mat:[0,7,6,1],dive:13,mai:[0,1,2,7,4,8,10,13],obj_nam:5,goal:[1,2,4],noun:1,practic:1,array_lik:[0,10],explicit:[0,8,1],inform:[0,11,2],"switch":[11,2],preced:[0,5,8,1],combin:[0,13,1],callabl:[0,8,7],talk:[0,10,1],denot:[0,8],still:[1,11,2,10,7],myalternativeformula:10,group:[1,6,13],thank:11,include_intercept:[0,5,8],curli:1,mail:4,main:[0,13],non:[0,1,7,4,5,6,8],recal:[1,5],"9df37c2ea0cd":5,initi:[0,2,7,5,8,10],underneath:4,x_transform:10,get_matrix:10,now:[0,1,13,7,5,6,8,9,10,11],discuss:1,highlevel:[5,10],term:[0,6,8,9,10,11],name:[0,2,1,5,8,9,10,13],drop:[0,11],linspac:5,separ:[0,8,1],updat:[7,5],compil:[5,2],replac:[1,2],individu:[0,10,1],continu:[0,8,11],evalfactor:[0,10,1],year:1,happen:[1,13,7],shown:1,accomplish:[0,8,7],space:[0,5,8,1],pass_bin:5,correct:[1,2,7],earlier:11,splev:5,theori:4,org:4,"byte":12,care:[7,8,13,4],suffici:[0,2,1],build_design_matrix:0,refus:11,thing:[0,1,7,4,6,9,10],build_design_matric:[0,1,2,7,5,10,11],place:[0,10,1],unwis:7,imposs:0,frequent:11,first:[0,1,2,7,5,6,8,10,11,13],blind:6,directli:[0,13,1,4,5,8,10,11],carri:0,onc:[0,7,2,10,1],arrai:[0,2,7,5,8,10,13],housekeep:7,yourself:[0,8,10],"long":[0,2,13],happi:13,open:1,size:[0,5,11,8],given:[0,1,5,8,10,11],silent:7,workaround:10,bite:7,indivis:1,averag:[0,8],convention:0,friend:[11,10],includ:[0,1,7,4,5,6,8,9,10],especi:[4,8],programat:[0,10],copi:5,specifi:[0,2,4,5,6,8,10],"short":[0,13,10,1],enclos:1,pragma:5,than:[0,7,11,2,1],serv:5,incommensur:11,balanc:[0,8],were:[0,1,7,5,6,10,11],posit:[0,8],seri:[0,5,4],pre:[0,5],analysi:[1,10,4],sai:[1,10],dmatric:[0,2,1,4,6,10,11,13],ani:[0,1,2,7,4,5,6,8,10,11,12,13],dmatrix:[0,1,2,7,5,6,8,9,10,11,13],squar:[0,8,2,1],note:[0,13,1,5,8,11],ideal:10,take:[0,1,2,7,4,8,9,10,11,13],exploratori:10,interior:[0,8],build_matrices_labori:2,noth:1,begin:[1,6,13],sure:[0,8,7,10,1],normal:[0,10],multipli:[1,5],my_model:0,clearer:[0,1],beta:[0,8,2,13],later:[0,4,1],mgcv:[0,5,8],slope:13,show:[1,5],painlessli:4,recombin:1,corner:4,ground:10,onli:[0,1,2,7,4,5,6,10,11,12],slow:7,wood:[0,8],dict:[0,10],analys:11,offici:[1,11],set_xtick:5,get:[0,1,2,7,4,8,9,10,13],cannot:[0,6,11,7],model_setup_help:0,requir:[0,8,11,2,3],input_arrai:0,yield:0,nathaniel:4,lstsq:[0,2,13],default_column_prefix:0,where:[0,1,13,7,6,8,10,11],summari:[7,2],wonder:6,detect:[0,7,4,11,1],term_name_slic:[0,2,13],label:0,enough:[13,1,2,10,7],between:0,"import":[0,1,2,7,5,8,9,10,13],across:[0,8],gratefulli:[0,8],come:[0,7,6,1],tutori:4,mani:[0,2,1,6,8,11],among:10,rescal:[0,8],overview:3,inspir:4,insist:11,anti:1,poli:[13,0,8,9,1],caret:0,ultim:4,classic:[0,8],mark:[0,8,11,9],valueerror:5,zdir:5,"__eq__":10,those:[0,1,7,4,5,8,9],"case":[0,1,13,7,4,5,6,8,10],this_env:0,new_x:2,cast:0,outcom:[0,5,13,1],margin:[0,5,8,1],new_i:2,advantag:[0,2,10],henc:1,worri:[1,11],good:[0,7,6,2,1],"return":[0,1,2,7,5,8,9,10,11,13],"__init__":[7,11,2,10,9],develop:4,author:4,same:[0,1,13,7,4,5,6,8,10,11],binari:[1,6],html:5,pai:6,document:[0,8,4,2,1],exhaust:2,termlist:[0,5,1],nest:[0,1],improv:[1,11],urbansim:4,appropri:[0,13,1,4,6,9,11],choos:[13,0,5,9,1],without:[13,0,7,9,1],model:[0,8,6,11],dimension:0,which_term:0,coolwarm:5,when:[0,1,13,7,5,6,8,10,11,12],rest:[0,13,1],gdf:11,touch:1,versu:3,miscellan:11,hint:1,except:[0,5,11,8],blog:5,inner_namespac:[0,5],treatment:[0,8,9,13],exercis:1,real:[0,2,7],around:[0,11],hypothesi:2,read:[1,10],is_na:0,world:2,color:5,whitespac:[0,13],"_all_knot":5,integ:[0,8,9,1],server:2,chamber:2,benefit:4,either:[0,8,7,6,1],output:[0,1,5,8,10,11],fulfil:[0,7],slice:[0,2,10,13],definit:[0,8,2,1],achiev:[0,5,8],legal:8,exit:10,complic:[0,2,1],power:0,broken:[7,8],found:[0,5,10,4],"throw":2,myexamplecent:7,degre:[0,5,6,8],act:1,effici:[0,8],true_divis:0,terminolog:1,your:[0,8,3,10,1],fast:[1,11],log:[13,1,2,10,4],aren:[0,13,1,9,10,2],jigsaw:1,start:[0,2,1],interfac:[0,10,3],mymodel2_patsi:2,lot:2,"_x_design_info":2,builder2:0,linalg:[13,0,5,2,1],tupl:[0,13,10],regard:6,pull:[1,13],reappli:7,furthermor:[1,4],possibl:[0,1,2,7,8,11,13],"default":[0,13,1,5,8,9],embed:[1,8],taylor:[0,8],"44d89bfbd318":5,creat:[0,1,2,7,9,10,13],certain:[1,2],file:4,designinfo:[13,0,2,10,12],fill:1,incorrect:[1,11],again:1,valid:[1,2,13],compet:10,"_y_design_info":2,you:[0,1,2,7,4,5,6,8,9,10,12,13],symbol:[0,4,1],polynomi:[0,8,9,13],"__patsy_get_model_desc__":[0,10],memorize_cod:5,reduc:[0,13,1,6,8,9],mask:0,tricki:[4,13],inevit:1,force_categor:0,represent:[0,13,10,1],all:[0,1,2,7,5,6,8,9,10,13],consider:13,illustr:[5,6],lack:0,scalar:0,follow:[0,1,7,4,5,12],sympi:4,program:2,present:[13,0,6,11,1],scratch:4,norm:2,corollari:1,straightforward:[2,10],replic:0,fals:[0,5,8],origin_obj:0,print:[7,5,13],verb:1,mechan:[1,10],fall:0,veri:[0,13,1,6,8,2],strang:9,list:[0,1,13,7,4,5,6,8,9,10,11],adjust:[0,8,6],dimens:[0,8],past:10,zero:[0,1,5,8,9,10],column_suffix:[0,8],pass:[0,13,7,10,12,2],eval_cod:5,what:[0,1,13,7,4,5,8,10],xor:6,sub:1,section:[1,5,7],abl:[0,4,1],delet:[1,7],version:[0,2,7,4,6,8,9,11],intersect:1,method:[0,13,7,5,8,9,10],contrast:[13,0,8,9,1],full:[0,1,7,6,8,9,10],variat:1,behaviour:[0,8],nedbatcheld:5,modifi:11,search:3,ahead:10,"_get_centering_constraint_from_dmatrix":5,pick:[0,1],via:[0,8,9],shorthand:1,deprec:2,unbias:[0,8],memor:10,distinct:1,two:[0,1,2,7,5,6,8,9,10,13],coverag:[4,2],taken:[13,0,8,2,1],mymodel2:2,mymodel1:2,more:[0,1,2,7,4,5,6,8,10,11,13],desir:0,flag:[0,5],be86b31ed6df:5,particular:[0,4,10,1],known:[0,8],none:[0,2,7,5,8,10],hour:2,mgcv_cubic_splin:5,remain:1,caveat:6,learn:13,def:[0,2,7,5,9,10,13],prompt:1,scan:1,accept:[0,8,12,10],minimum:7,factor_nam:0,cours:[0,1,13,7,10,2],newlin:0,divid:[0,8,1],rather:[0,13],anoth:[0,1,2,7,6,10],divis:0,myalternativefactor:10,simpl:[0,1,2,7,4,8,12],isn:[0,7,2,10,1],na_act:[0,5],referenc:0,algebra:1,reflect:1,okai:[1,7],varianc:[0,8,1],associ:[1,7],github:[4,11],confus:[1,6],caus:[11,9],help:0,concatent:13,through:[0,5,7,10,1],paramet:[0,5,2,8],style:1,late:[1,7],might:[0,1,2,7,6,10],alter:[0,9],scipi:[0,5,11,2,8],column_name_index:[0,13],eventu:[1,10],refresh:10,easili:[7,2],token:[13,0,12,1],fulli:[1,4],unicod:12,weight:[8,10],hard:2,idea:[1,7],procedur:[0,8],realli:[1,2,7,4,9,13],heavi:2,expect:[0,8,10,1],demo_data:[0,13,1,9,10,2],"6a1672cd9508":5,beyond:7,cubic:[0,8,11,3],"_absorb_constraint":5,set_ztick:5,asarrai:[0,5,8,7],variable_nam:0,differ:0,reason:8,base:[0,1,7,5,6,8,10,11],ask:[1,7],basi:[0,5,8,1],cylic:11,omit:[0,8],assign:1,feed:7,from_arrai:0,singleton:0,obviou:[0,7,1],upper:[0,5,8],number:[0,1,13,7,5,8,9,10,11],feet:13,"_get_free_crs_dmatrix":5,done:[1,5,2,7],least:[0,8,2,1],fanci:[13,0,2,9],pasteabl:13,guess:11,exponenti:6,interact:[0,13,1,4,6,10],design_info:[0,1,2,7,5,10,13],call_and_wrap_exc:5,statement:[4,2],scheme:[0,13,1,6,8,9],new_design_matrix:5,store:[7,8,13,10],mytreat:9,option:[0,1,4,8,9,10,11],relationship:[0,1],helmert:[0,8],part:[0,13,1,4,6,8],pars:[0,12,2,10,1],std:[0,8],kind:[0,5,9,8,1],doubli:8,cyclic:[0,8,3],remov:[0,1,4,5,6,10,11],str:[0,12],randomli:10,comput:[0,8,11],packag:[0,1,2,7,4,5,6,8],built:[13,0,8,9,1],equival:[0,8,6,1],self:[7,5,2,10,9],base_formula:10,also:[0,1,2,7,4,6,8,9,10,11,13],robustli:1,mpl_toolkit:5,linear_constraint:[0,2,13],distribut:[0,7,4,1],previou:[1,6,11],reach:10,mixtur:0,most:[0,2,1,5,6,12],plai:[1,13],plan:7,alpha:5,exc:0,clear:7,cover:[0,5,2,1],clean:10,theano:4,usual:[0,5,8,13],a9ab731d3d8f:5,"_get_cyclic_f":5,particularli:[11,12,13],fine:[0,7],find:[0,1,7,5,8,10],sigma2:2,coerc:0,pretti:2,solut:[7,10],"public":[11,2],loglik:2,factor:[0,8,11,6,9],factor_st:5,express:[13,0,5,8,1],whenev:[1,11],statist:[0,10],arr:0,set:[0,1,13,7,4,5,6,8,9,10],decompos:[0,8],see:[0,1,2,7,4,5,8,9,10,11,13],bare:7,arg:[7,5,8],close:[1,4],from_formula:[1,10],contour:5,analog:[6,2],collinear:6,expert:0,child_func:0,someth:[0,2,1,4,5,8,10],particip:10,won:[0,4,2,1],altern:[0,8,9],signatur:[7,2,9],a_lookup:10,numer:[0,1,2,7,6,8,10,13],sole:1,isol:11,len:[7,2,9],ipython:5,both:[0,1,2,7,6,8,11,13],last:[0,5,6,8,7],alon:[1,13],extremi:10,context:[0,5,1],min_row:0,whole:[0,10,7],simpli:[0,1,4,8,9,10,11],point:[0,5,7,8,1],instanti:0,my_data_stor:0,asdf:7,due:[0,8],empti:[1,10],implicit:[6,10],strategi:[0,10,1],box:[7,10],other_result:2,imag:1,convert:[0,13,10,1],gap:0,gam:[0,8],understand:[1,6],func:7,"_degre":5,tight_layout:5,look:[0,1,2,7,8,9,10],solid:4,straight:1,"while":[0,1,13,7,8,9,10],smart:[7,9],abov:[0,1,2,7,5,6,8,11,13],error:[0,8,11,13,1],"__hash__":10,everyon:11,ordereddict:0,herein:6,level1:[0,8],itself:[0,1,7,5,8,12],quadrat:[0,8,9,13],rid:13,minim:1,this_obj:[0,8],lhs_termlist:0,y_array_lik:10,behav:[0,7],optim:1,wherea:5,alert:6,covari:[0,5,8],user:[0,11,3,2,1],robust:[1,7],cstride:5,stack:0,recent:5,lower:[0,13,1,5,6,8],machineri:[0,2,10],eleg:2,entri:[0,8,1],parenthes:[0,6,1],"_factors_memor":5,explan:1,construct:[0,7,4,10,1],design_matrix_build:[0,5,10,1],shape:[0,1,2,7,5,6,8,9,10,11,13],cut:13,anova:[1,2,13],theorem:1,input:[0,1,13,7,5,8,11,12],bin:[0,8],format:0,intuit:1,bit:[1,9,2,10,7],formal:1,leisur:13,"_get_natural_f":5,resolv:0,na_typ:0,collect:0,popular:2,encount:[0,5,1],sketch:1,often:7,creation:[0,11],some:[0,1,13,7,4,5,8,9,10,11],back:[1,5,12,10,13],unspecifi:[0,8],ncol:6,surpris:1,eval_env:[0,5,10],scale:[0,8],larg:[0,8,4,7],prod:1,reproduc:[0,5,8],run:[0,11,6,2,4],nitti:1,step:[0,7],subtract:[0,8,7,1],prove:1,cmap:5,block:5,"_try_incr_build":5,"__future__":0,within:[0,6,1],incr_dbuild:[0,7],ensur:[5,10],inclus:1,span:[0,8,1],fledg:1,captur:[0,5,11,10,1],question:4,submit:1,custom:[0,2,10,9],"_do_highlevel_design":5,adjac:1,arithmet:[0,8,13,1],prettier:9,suit:[4,12],my_env:0,properli:2,repeatedli:[1,10],decomposit:5,designmatrixbuild:[0,11,2,10,1],delta:[0,8],line:0,info:0,consist:[0,1],caller:[0,10],my_fit_funct:8,similar:[0,8,7,6,1],curv:5,constant:[0,5,8,10,13],parser:[1,2,6,8,10,12],doesn:[0,4,13,1],repres:[0,13,1,5,8,10,11,12],titl:5,nan:0,leftward:1,invalid:0,"0e3c2d7d9308":5,nice:[0,2,10],draw:1,fewest:1,eval:[0,5,10],ago:2,algorithm:[0,8,6,1],depth:0,far:[1,6,11],code:[0,8,6],queri:4,data_iter_mak:[0,5,10],simon:[0,8],pydata:4,friendli:0,send:1,aris:0,relev:[2,12],tri:[1,2],magic:[1,10,7],py2app:11,"try":[0,5,8,1],pleas:[7,2],fortun:13,natur:[0,8,11,3],download:3,odd:1,append:[0,8],compat:[4,0,5,6,1],index:[13,0,4,11,3],compar:[0,8,13,10,1],access:[0,8,13,7],can:[0,1,2,7,4,5,6,8,9,10,11,13],matplotlib:5,intercept:[0,8,6,9,10],let:[0,1,13,7,4,5,6,9,10],becom:[4,11,6,2,13],sinc:[1,2,5,6,8,10,11,12,13],great:[9,10],designmatrix:[0,1,13,7,8,9,10],"_name":5,typic:5,explain:1,chanc:1,test_evalfactor_bas:5,appli:[0,1,7,4,5,8],"boolean":[0,11,9],"440af3f34c34":5,from:[0,8,6,9,10],zip:[2,13],x_dm:10,doubl:13,upgrad:4,next:[1,5,11,10],few:[6,10],doubt:1,new_x2:13,sort:[0,6,13,1],term_slic:[0,13],clever:[0,5,7],trail:0,"_examine_factor_typ":5,varlookupdict:5,account:4,alia:0,arang:0,obvious:[1,6],lookupfactor:[0,11,10],meet:8,fetch:2,proof:1,control:[0,8,10,1],malform:0,quickstart:3,process:[0,1,2,7,5,8,12],high:[0,6,3,10,1],tag:11,tab:13,onlin:[0,8],everywher:1,forest:4,instead:[0,1,7,4,8,11],class_:0,attent:6,redund:[0,8,6,9,10],bind:1,correspond:[0,5,8,1],element:[13,0,5,8,1],allow:[0,1,2,7,4,8,9,11],stepwis:10,perfect:7,design_matrix:5,chosen:[0,8],decad:2,therefor:[1,11,6,2,10],crash:11,auto:9,overal:[0,8,10,1],dai:10,mention:[1,6],pymc3:4,front:4,somewher:10,anyth:[0,8,1],nameerror:5,mode:4,subset:[0,11,1],relevant_cod:0,chunk:[0,5,10,7],"static":0,our:[0,1,2,7,4,5,9,10,13],unmeasur:0,special:[0,5,6,10,1],out:[0,1,2,7,5,6,8,9,10,13],variabl:[0,1,2,7,4,5,6,8,9,10,11,13],matt:11,matrix:[0,1,2,7,4,5,6,8,9,10,11,13],identifi:[0,5,1],suitabl:[0,8,4,13,7],rel:2,clone:4,red:7,common:[0,13,1],add_outer_namespac:0,insid:[1,8,11,13,7],coef:0,manipul:0,dictionari:[0,13,10],releas:[4,11,2],likelihood:[0,8,2],greedi:1,indent:0,upper_bound:[0,5,8],mat1:1,unwant:1,could:[0,1,13,7,4,6,8,10,11],put:[1,13,10,7],keep:[0,2,10,1],outsid:[0,8,7],suffix:9,x2_obj:0,set_zlim3d:5,x_orig:5,unknown:[0,8],licens:3,messag:0,attach:[9,10,13],"final":[0,5,9,8,1],low:0,biggest:12,set_xlim3d:5,exactli:[0,7,6,1],haven:2,devoutli:0,rss:2,structur:[0,10,1],charact:13,sens:[1,7],bet:4,new_data:[7,5,2],b_back:5,have:[0,1,2,7,4,5,6,8,9,10,11,13],reserv:8,need:[0,1,2,7,5,10,11,12,13],turn:[1,5,6],memorize_need:5,smallest:1,my_example_cent:7,accuraci:11,mix:[1,13,7],which:[0,1,2,7,4,5,6,8,9,10,11,13],singl:[0,8,7,11,1],unless:1,which_pass:[5,10],rigor:6,"class":[0,2,7,8,9,10],request:[1,5,13],inde:1,univari:[0,5,8],determin:[0,6,11,10,1],constrain:0,fact:[7,6,13],text:12,bring:1,trivial:1,nlevel:[0,9],varnam:[0,13],locat:[0,8],should:[0,1,7,4,5,6,8,10,11,12],score:[0,8],suppos:[1,7],return_typ:[0,5],local:6,hope:[0,4],cube:1,contribut:[11,13],notat:[1,13],lower_bound:[0,5,8],pypi:4,overdetermin:13,piecewis:[0,5,8],"_eval":5,suez:11,stuff:13,integr:4,partit:1,contain:[0,2,1,5,6,8,10,13],rethrowing_exceptions_in_python:5,view:[0,8],on_na:0,"_total":7,frame:0,knowledg:[0,5,1],extra_predictor:10,mplot3d:5,apolog:1,"_mean":7,wire:10,correctli:[7,6,10,4],pattern:5,boundari:5,written:[4,6],"_eval_env":5,limit:[0,6,11],neither:0,kei:[0,10],memorize_passes_need:10,job:1,entir:[2,10],addit:[0,13,1,5,8,12],x_array_lik:10,sniff:0,float64:0,equal:[0,8,10,1],etc:[0,8,11,10,1],instanc:[0,1,7,4,5,8],grain:0,equat:0,walk:[0,1],respect:[1,5],quit:[1,2,10],pin:2,compon:[0,8,4],besid:2,treat:[0,8,6,9,1],matrix_rank:1,immedi:2,presenc:[0,6,10,1],assert:0,hmm:9,togeth:[0,6,10,1],shameless:1,determinist:7,plain:[0,4],align:0,defin:[0,1,13,3,5,6,8,9,10],observ:5,plot_surfac:5,layer:1,almost:[1,6,4],demo:0,archiv:4,motiv:1,parti:10,sqrt:8,naaction:[0,11],http:[4,5,11],version_info:5,absorb:[0,5,8],bale:10,effect:[0,13,1,6,8,11],column_nam:[13,0,2,12],nob:2,expand:1,off:[4,13],center:[0,13,7,4,5,8],builder:[0,13,7,5,10,2],well:[1,13,7,4,5,8,10],exampl:[0,8,9,10,1],interpol:5,latest:4,unari:1,less:[7,11],this_env_from_child:0,axes3d:5,systemat:10,wee:2,smith:4,add:[1,6,2,10],wet:13,lookup:[0,7],ravel:[5,13],match:[0,5,11],piec:[1,10],punctuat:13,know:[1,13,7,4,9,11],knot:[0,5,8],tick:10,desc:[1,10],insert:[1,6],like:[0,1,2,7,4,5,6,8,9,10,11,13],repurpos:2,necessari:[0,12,2,7],lose:1,page:[1,3],handle_na:0,proper:[0,8,7],guarante:[0,1],librari:[0,3,10,1],tmp:5,lead:1,avoid:[0,8,6,13,1],overlap:[0,1],estim:[0,8],leav:[0,8,13],duplic:5,num_bin:[0,8],importerror:5,ajp:5,usag:[0,8,6,2],offset:5,simpler:6,about:[0,1,2,7,5,11],actual:[0,1,7,5,6,8,12],code_with_intercept:[8,9],column:[0,1,13,7,5,6,8,9,10,11],freedom:[0,5,8],input_data:2,lifecycl:[7,10],constructor:[0,7],discard:0,predictor:[0,8,6,2,13],own:[13,0,9,10,7],automat:[13,4,5,6,8,9,11],merg:1,pictur:1,trigger:6,inner:5,hassl:2,"function":[0,1,2,7,5,6,8,9,10,11,13],"_eval_bspline_basi":5,gain:[0,1],highest:1,bug:[4,6,11],count:0,made:[0,8,13],wise:[1,13,7],whether:[1,6,4],constraint_lik:0,stateful_transform:[0,7],smooth:[0,8,3],displai:[0,2],troubl:11,all_factor:5,record:13,below:[0,1],dmt:5,otherwis:[0,2,1,4,8,10],problem:[0,1,13,7,6,10],houseguest:2,"_namespac":5,descript:0,myt:9,implement:[0,8,11],pip:4,probabl:[0,2,10],detail:[0,8,9],my_formula:10,other:[0,1,6,8,9,10,11],bool:13,rememb:[0,8,7,1],varieti:[0,1],stat:2,repeat:0,py2ex:11,ndarrai:[0,8],reliabl:7,rule:[0,1,7,6,8,12],invari:1},objtypes:{"0":"py:module","1":"py:method","2":"py:attribute","3":"py:classmethod","4":"py:class","5":"py:function","6":"py:staticmethod","7":"py:data","8":"py:exception"},objnames:{"0":["py","module","Python module"],"1":["py","method","Python method"],"2":["py","attribute","Python attribute"],"3":["py","classmethod","Python class method"],"4":["py","class","Python class"],"5":["py","function","Python function"],"6":["py","staticmethod","Python static method"],"7":["py","data","Python data"],"8":["py","exception","Python exception"]},filenames:["API-reference","formulas","library-developers","index","overview","spline-regression","R-comparison","stateful-transforms","builtins-reference","categorical-coding","expert-model-specification","changes","py2-versus-py3","quickstart"],titles:["<tt class=\"docutils literal\"><span class=\"pre\">patsy</span></tt> API reference","How formulas work","Using Patsy in your library","patsy - Describing statistical models in Python","Overview","Spline regression","Differences between R and Patsy formulas","Stateful transforms","<tt class=\"docutils literal\"><span class=\"pre\">patsy.builtins</span></tt> API reference","Coding categorical data","Model specification for experts and computers","Changes","Python 2 versus Python 3","Quickstart"],objects:{"":{patsy:[0,0,0,"-"]},"patsy.Origin":{relevant_code:[0,1,1,""],combine:[0,3,1,""],caretize:[0,1,1,""]},"patsy.LinearConstraint":{variable_names:[0,2,1,""],constants:[0,2,1,""],coefs:[0,2,1,""]},"patsy.EvalEnvironment":{capture:[0,3,1,""],namespace:[0,2,1,""],add_outer_namespace:[0,1,1,""],eval:[0,1,1,""]},"patsy.builtins.Poly":{code_with_intercept:[8,1,1,""],code_without_intercept:[8,1,1,""]},"patsy.builtins.Helmert":{code_with_intercept:[8,1,1,""],code_without_intercept:[8,1,1,""]},"patsy.builtins.Treatment":{code_with_intercept:[8,1,1,""],code_without_intercept:[8,1,1,""]},"patsy.builtins":{Q:[8,5,1,""],C:[8,5,1,""],te:[8,5,1,""],standardize:[8,5,1,""],center:[8,5,1,""],cc:[8,5,1,""],Sum:[8,4,1,""],Poly:[8,4,1,""],Helmert:[8,4,1,""],I:[8,5,1,""],scale:[8,5,1,""],Treatment:[8,4,1,""],bs:[8,5,1,""],Diff:[8,4,1,""],ContrastMatrix:[8,4,1,""],cr:[8,5,1,""]},"patsy.DesignMatrix":{"__new__":[0,6,1,""],design_info:[0,2,1,""]},"patsy.DesignMatrixBuilder":{subset:[0,1,1,""],design_info:[0,2,1,""]},"patsy.Term":{factors:[0,2,1,""]},"patsy.DesignInfo":{slice:[0,1,1,""],terms:[0,2,1,""],term_name_slices:[0,2,1,""],builder:[0,2,1,""],describe:[0,1,1,""],column_name_indexes:[0,2,1,""],term_slices:[0,2,1,""],from_array:[0,3,1,""],column_names:[0,2,1,""],linear_constraint:[0,1,1,""],term_names:[0,2,1,""]},"patsy.builtins.Sum":{code_with_intercept:[8,1,1,""],code_without_intercept:[8,1,1,""]},"patsy.stateful_transform_protocol":{memorize_chunk:[7,1,1,""],transform:[7,1,1,""],memorize_finish:[7,1,1,""]},patsy:{ModelDesc:[0,4,1,""],LinearConstraint:[0,4,1,""],DesignMatrixBuilder:[0,4,1,""],design_matrix_builders:[0,5,1,""],cc:[0,5,1,""],Sum:[0,4,1,""],bs:[0,5,1,""],dmatrix:[0,5,1,""],incr_dbuilders:[0,5,1,""],stateful_transform_protocol:[7,4,1,""],Treatment:[0,4,1,""],demo_data:[0,5,1,""],balanced:[0,5,1,""],cr:[0,5,1,""],EvalEnvironment:[0,4,1,""],scale:[0,5,1,""],builtins:[8,0,0,"-"],incr_dbuilder:[0,5,1,""],DesignMatrix:[0,4,1,""],factor_protocol:[10,4,1,""],Helmert:[0,4,1,""],te:[0,5,1,""],Term:[0,4,1,""],standardize:[0,5,1,""],EvalFactor:[0,4,1,""],dmatrices:[0,5,1,""],DesignInfo:[0,4,1,""],Origin:[0,4,1,""],center:[0,5,1,""],NAAction:[0,4,1,""],build_design_matrices:[0,5,1,""],stateful_transform:[0,5,1,""],Poly:[0,4,1,""],INTERCEPT:[0,7,1,""],LookupFactor:[0,4,1,""],Diff:[0,4,1,""],ContrastMatrix:[0,4,1,""],PatsyError:[0,8,1,""]},"patsy.builtins.ContrastMatrix":{column_suffixes:[8,2,1,""],matrix:[8,2,1,""]},"patsy.NAAction":{is_categorical_NA:[0,1,1,""],is_numerical_NA:[0,1,1,""],handle_NA:[0,1,1,""]},"patsy.ContrastMatrix":{column_suffixes:[0,2,1,""],matrix:[0,2,1,""]},"patsy.factor_protocol":{origin:[10,2,1,""],"__ne__":[10,1,1,""],memorize_chunk:[10,1,1,""],name:[10,1,1,""],memorize_finish:[10,1,1,""],memorize_passes_needed:[10,1,1,""],eval:[10,1,1,""],"__hash__":[10,1,1,""],"__eq__":[10,1,1,""]},"patsy.ModelDesc":{lhs_termlist:[0,2,1,""],rhs_termlist:[0,2,1,""]},"patsy.builtins.Diff":{code_with_intercept:[8,1,1,""],code_without_intercept:[8,1,1,""]}},titleterms:{origin:0,code:9,protocol:10,execut:0,syntax:2,languag:1,versu:12,other:2,factor:[1,10],python:[0,12,3],util:0,requir:4,cool:2,term:1,specif:10,level:2,statist:3,metadata:[0,2],natur:5,design:0,download:4,librari:2,tensor:5,expert:10,spline:[0,5],footnot:1,state:[0,7],between:6,formula:[0,6,2,10,1],matric:[0,1],refer:[0,8],altern:10,linear:0,extend:2,gener:5,intercept:1,valu:0,constraint:0,regress:[0,5],chang:11,oper:1,overview:4,api:[0,8],instal:4,miss:0,your:2,differ:6,from:1,describ:3,licens:4,transform:[0,7],interfac:2,basic:0,conveni:0,categor:[0,9,1],technic:1,cyclic:5,work:[0,2,1],smooth:5,trick:2,defin:7,comput:10,quickstart:13,predict:2,indic:3,high:2,explor:1,tabl:3,programmat:0,detail:1,how:1,builtin:[7,8],exampl:2,build:0,patsi:[0,8,6,2,3],product:5,cubic:5,track:0,user:4,redund:1,data:[0,9],implement:10,handl:[0,1],contact:4,environ:0,model:[3,10]}})