Search.setIndex({envversion:49,filenames:["auto_examples/index","auto_examples/plot_credit_default","auto_examples/plot_skope_rules","index"],objects:{},objnames:{},objtypes:{},terms:{"default":0,"function":2,"int":[1,2],"new":2,"true":1,"while":1,__doc__:[1,2],abnorm:2,abov:1,add:1,age:1,aim:1,all:0,allow:1,along:3,analysi:1,anomali:3,anyon:3,api:3,appli:1,applicat:3,area:1,arrai:1,associ:1,auc:1,auto_examples_jupyt:0,auto_examples_python:0,axi:[1,2],bag:[1,2],balanc:1,been:1,best_params_:1,bill_amt1:1,bill_amt2:1,bill_amt3:1,bill_amt4:1,bill_amt5:1,bill_amt6:1,bill_amt_old_mean:1,bill_amt_old_std:1,binari:1,blue:[1,2],built:1,can:[1,3],categor:1,center:1,churn:3,class_weight:1,classif:[1,2,3],clf:[1,2],cmap:2,code:[0,1,2],col:1,column:1,come:3,compar:1,complet:1,concaten:1,constraint:3,contain:3,contourf:2,contraint:1,control:1,could:1,creat:1,credit:0,curv:1,datafram:1,dataset:1,decis:2,decision_funct:2,defin:[1,2],del:1,detect:0,domain:3,done:[1,2],download:[0,1,2],drop:1,each:[1,2],easi:1,edgecolor:2,education:1,engin:1,ensembl:1,estim:3,etc:1,evalu:1,explicit:3,express:1,extract:1,fals:1,featur:1,feature_nam:1,fig:1,figsiz:1,find:[1,2],first:1,fit:[1,2],follow:1,fontsiz:1,forc:1,found:2,fpr:1,fpr_rf:1,fraud:3,from:[1,2],fuse:[1,2],galleri:[0,1,2],good:[1,2],gridsearchcv:1,hardli:1,have:[1,2,3],here:1,high:[1,2],higher:[1,2],how:[1,2],illustr:1,imbalanc:[2,3],includ:3,index:3,inform:3,inlier:2,inplac:1,integ:1,interpret:[1,3],introductori:0,intrus:3,ipynb:[1,2],jupyt:[0,1,2],kept:1,kth:1,lambda:1,larg:1,left:2,legend:[1,2],len:1,limit:1,limit_bal:1,line:2,linestyl:1,linspac:[1,2],list:1,load_credit_data:1,loc:[1,2],logic:[1,2,3],low:1,mainten:3,mani:2,marriage:1,matplotlib:[1,2],max_depth:1,max_featur:1,max_samples_featur:1,mean:1,merg:2,meshgrid:2,method:1,metric:1,minut:[1,2],model:[1,2],model_select:1,modul:3,more:3,most:1,n_estim:[1,2],n_inlier:2,n_job:1,n_outlier:2,n_sampl:1,n_samples_train:1,nearest:2,node:[1,2],notebook:[0,1,2],now:1,number:1,numer:1,numpi:[1,2],object:1,offer:1,old_bill_amt:1,old_pay:1,old_pay_amt:1,optim:1,our:1,out:[1,2],outlier:2,panda:1,param_grid:1,paramet:1,part:1,particularli:3,pay_0:1,pay_1:1,pay_2:1,pay_3:1,pay_4:1,pay_5:1,pay_6:1,pay_amt1:1,pay_amt2:1,pay_amt3:1,pay_amt4:1,pay_amt5:1,pay_amt6:1,pay_amt_old_mean:1,pay_amt_old_std:1,pay_old_mean:1,perform:1,plane:2,plot:[1,2],plot_credit_default:1,plot_skope_rul:2,plt:[1,2],point:1,posit:1,post:1,potenti:1,precis:[1,2],precision_min:1,precision_recall_curv:1,precision_rf:1,predict:[1,3],predict_proba:1,previous:1,print:[1,2],produc:[1,2],project:3,pyplot:[1,2],python:[0,1,2],quick:1,randn:2,random_st:[1,2],randomforestclassifi:1,randomst:[1,2],rang:1,rate:1,ratio:1,ravel:2,readme:3,real:2,recal:1,recall_min:1,recall_rf:1,red:2,refit:1,reflect:2,regress:[1,2],remain:1,remov:1,renam:1,repres:1,reshap:2,respect:2,retail:0,rng:[1,2],roc:1,roc_auc:1,roc_curv:1,rules_:1,run:[1,2],sampl:[1,2],scatter:[1,2],score:1,scoring_rf:1,script:[1,2],second:[1,2],section:1,see:3,seek:1,select:[1,2],separ:1,separate_rules_scor:1,set:[1,2],set_titl:1,set_xlabel:1,set_ylabel:1,sex:1,shape:[1,2],sharei:1,sharex:1,show:[1,2],shuffl:1,similarity_thr:1,simplifi:1,singl:3,sklearn:1,skope:2,skoperul:[0,1],small:1,sourc:[0,1,2],sphinx:[0,1,2],split:1,std:1,step:1,str:1,sub:[1,2],subplot:1,suitabl:3,sum:1,supervis:3,suppos:1,target:1,task:1,term:1,test:[1,2,3],them:[1,2],thi:[1,2,3],thu:1,tight:2,time:[1,2],titl:2,total:[1,2],tpr:1,tpr_rf:1,train:[1,2],transform:1,tree:[1,2],typic:1,unbalanc:1,under:3,union:1,unit:3,upper:[1,2],util:1,valu:[1,2],variabl:1,vector:2,vote:1,want:1,weight:[1,2],well:1,where:1,which:[1,3],white:2,who:3,wish:3,x_inlier:2,x_outlier:2,x_test:1,x_train:[1,2],xlabel:1,xlim:2,y_test:1,y_train:[1,2],ylabel:1,ylim:2,zip:0},titles:["General examples","Example: detecting defaults on retail credits","SkopeRules example","Welcome to skope_rules&#8217; documentation!"],titleterms:{"default":1,"import":1,benchmark:1,classifi:1,credit:1,data:1,detect:1,document:3,exampl:[0,1,2],forest:1,gener:0,get:1,prepar:1,random:1,retail:1,rule:1,skope_rul:3,skoperul:2,skrule:1,welcom:3}})