searchindex.js

Search.setIndex({docnames:["assignments/D1_Python","assignments/D2_Pandas","assignments/D3_DataExploration","assignments/D4_DataPrivacy","assignments/D5_DataAnalysis","assignments/D6_NaturalLanguageProcessing","docs/index","projects/ProjectProposal","projects/ProjectReport","projects/project_checklist","projects/project_guidelines","tutorials/00-Introduction","tutorials/01-Python","tutorials/02-JupyterNotebooks","tutorials/03-DataAnalysis","tutorials/04-ScientificPython","tutorials/05-DataGathering","tutorials/06-DataWrangling","tutorials/07-DataCleaning","tutorials/08-DataPrivacy&Anonymization","tutorials/09-DataVisualization","tutorials/10-Distributions","tutorials/11-TestingDistributions","tutorials/12-StatisticalComparisons","tutorials/13-OrdinaryLeastSquares","tutorials/14-LinearModels","tutorials/15-Clustering","tutorials/16-DimensionalityReduction","tutorials/17-Classification","tutorials/18-NaturalLanguageProcessing","tutorials/A1-PythonPackages","tutorials/A2-Git"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":3,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":2,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["assignments/D1_Python.ipynb","assignments/D2_Pandas.ipynb","assignments/D3_DataExploration.ipynb","assignments/D4_DataPrivacy.ipynb","assignments/D5_DataAnalysis.ipynb","assignments/D6_NaturalLanguageProcessing.ipynb","docs/index.md","projects/ProjectProposal.ipynb","projects/ProjectReport.ipynb","projects/project_checklist.md","projects/project_guidelines.md","tutorials/00-Introduction.ipynb","tutorials/01-Python.ipynb","tutorials/02-JupyterNotebooks.ipynb","tutorials/03-DataAnalysis.ipynb","tutorials/04-ScientificPython.ipynb","tutorials/05-DataGathering.ipynb","tutorials/06-DataWrangling.ipynb","tutorials/07-DataCleaning.ipynb","tutorials/08-DataPrivacy&Anonymization.ipynb","tutorials/09-DataVisualization.ipynb","tutorials/10-Distributions.ipynb","tutorials/11-TestingDistributions.ipynb","tutorials/12-StatisticalComparisons.ipynb","tutorials/13-OrdinaryLeastSquares.ipynb","tutorials/14-LinearModels.ipynb","tutorials/15-Clustering.ipynb","tutorials/16-DimensionalityReduction.ipynb","tutorials/17-Classification.ipynb","tutorials/18-NaturalLanguageProcessing.ipynb","tutorials/A1-PythonPackages.ipynb","tutorials/A2-Git.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"000":[1,2,3,5,19,25,27,29],"0000":24,"000000":[18,25],"0001":26,"001":[2,28],"00121":6,"004":25,"008":25,"009294":25,"00e":22,"0116":25,"014":25,"015":25,"0164":25,"0179":25,"019":25,"020":25,"021":25,"023":25,"025":25,"027":25,"034":1,"0368":25,"050818":25,"051":25,"059":25,"059746":25,"05e":22,"06f09a953826":13,"078":25,"087922":25,"090":3,"092297":25,"0_1":16,"0x11ad9a210":20,"0x11ae17b90":20,"0x11b209e90":20,"0x11b57e850":20,"0x1a1e0f2b90":28,"0x1a205186d0":15,"100":[1,2,3,4,15,29],"1000":[2,5,10,16,21,23,25,27],"10000":[2,21,29],"100000":[13,21,22],"101":4,"10135":2,"1023":29,"1050":29,"108":[3,4,6,10],"109635":25,"10min":2,"10s":4,"1100":14,"111":2,"11257":2,"113":25,"1134":29,"115":14,"1153":29,"117":11,"1194":24,"1200":14,"121":6,"123":3,"124464":25,"125":[14,20],"12z":16,"1300":14,"13000":2,"13332":2,"1349":29,"135":2,"1353":29,"1400":14,"140094":29,"1483":29,"1484":25,"150":26,"1500":14,"1502501":3,"155":18,"15th":19,"161":18,"1616":29,"164":4,"165":18,"1678":29,"168":18,"170":[18,22],"1700":14,"173":18,"1752":29,"178":4,"18e":25,"1911":25,"1921":25,"198":25,"199":25,"1999":25,"19t21":16,"1client":16,"1st":20,"200":28,"2000":[2,5],"200000":2,"2012":16,"2013":29,"2014":[16,25],"2016":2,"2017":10,"2018":[2,10],"2019":10,"2020":[10,16,25],"2021":[7,10],"2022":6,"20th":7,"21105":6,"2122":29,"21e":25,"222":4,"2480":29,"250":23,"2502":23,"25508":2,"269":1,"2747":29,"275502":25,"278050":25,"2852":29,"289":0,"28t20":16,"291573":18,"2984":24,"299":24,"2nd":[4,20],"300":[14,18,26],"3016":5,"302195":25,"317":18,"3328":29,"333333":18,"334072":25,"3382":29,"342":4,"351026":18,"35458904":16,"357":4,"365":4,"3771":5,"389":25,"3rd":4,"4000":5,"402":4,"403":4,"416":4,"418836":25,"432x288":20,"471":25,"489":18,"48z":16,"49e":23,"4th":1,"500":14,"5000":[5,29],"500000":18,"523":25,"527525":18,"530187":25,"55488c15a8f5":18,"561":25,"574":25,"582":25,"590":18,"598":25,"599":25,"5th":4,"600":14,"6062":29,"611758":25,"6675":29,"671":3,"675":25,"687":3,"699":25,"69cfc6b74806":18,"700":[14,19],"702":25,"703":25,"704":25,"715":25,"7185":25,"7396":25,"745":25,"751":25,"755":20,"7595":23,"763":25,"766":25,"77275":16,"7727566":16,"7732":23,"773245":25,"775x0":20,"777":25,"787":25,"800":14,"8070":25,"8084":25,"818":29,"8221":29,"822535327":16,"848":25,"8590":2,"8601":29,"861":25,"866":25,"867":2,"875":29,"8861":27,"890":29,"894":29,"898":29,"933703":25,"938":0,"943":3,"953":25,"9684":2,"975":25,"985":25,"988":1,"996":25,"997":25,"998":25,"999":18,"boolean":[0,1,15,18],"break":[3,4,19,31],"case":[0,1,4,13,14,16,18,19,20,21,22,23,24,25,26,27,28,29,31],"catch":[0,3,11],"class":[0,2,4,5,6,10,11,12,13,15,16,17,18,19,20,28,29],"default":[2,3,5,20,29],"final":[0,1,2,5,25,26,27,29],"float":[0,2,4,18,23],"function":[0,1,2,3,11,12,13,15,16,17,20,21,22,23,24,25,26,31],"import":[2,7,10,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,29],"int":[0,1,2,3,4,5,18,28],"long":[2,3,5,13,17,29],"new":[0,2,3,4,5,7,10,11,14,17,18,20,25,27,29],"null":[4,16,18,22],"public":[6,10],"return":[0,1,3,4,5,13,16,18,23,24,27],"short":[4,10,18],"static":20,"switch":28,"throw":27,"true":[0,1,2,3,4,5,14,15,16,18,19,22,24,25,26,27,28,29],"try":[0,1,3,4,5,10,12,14,15,16,20,21,24,25,26,27,28,29],"var":4,"while":[1,2,5,11,19,23,27,29],AND:4,Age:2,And:[1,5,14],Are:[7,10],BUT:3,But:[3,22,29],ECE:4,FBS:5,For:[0,1,2,3,4,5,6,7,10,12,13,15,16,17,19,20,21,22,23,24,25,26,27,28,29,30,31],IAs:[],IDs:[],Los:19,NOT:[0,1,2,3,4,5,10],Not:16,OLS:[4,25],One:[1,3,16,23,24,26,29],TAs:[],That:[2,4,14,18,20,24],Thats:4,The:[2,3,5,6,7,10,11,12,13,14,15,16,19,20,21,22,23,24,25,26,27,28,29,30,31],Then:[2,4,31],There:[0,1,2,3,4,5,6,10,13,14,15,16,17,18,19,22,23,26,28,29,31],These:[0,1,3,4,11,12,14,15,18,19,23,25,29,30,31],Use:[0,1,2,3,4,7,10,14,16,17,25,29],Using:[0,1,4,5,10,11,17,27],WILL:3,With:[3,4,16,22,24,25,27,28],YES:[],_create_default_https_context:[5,29],_create_unverified_context:[5,29],_create_unverified_https_context:[5,29],_m_d:27,_n_d:27,_new:1,_subplot:20,a_0:25,a_1:25,a_2:25,a_n:25,abbrevi:29,abil:2,abl:[2,3,4,5,10,11,13,14,25,26,27],about:[0,1,2,3,4,5,6,8,10,13,14,16,18,19,20,21,22,23,24,25,26,27,28,29,31],abov:[0,1,2,5,7,12,14,15,16,17,19,20,22,23,24,25,26,28,29],abs:[2,28],absolut:[1,14,24],accept:22,access:[1,3,11,20,29,31],accid:[3,10],accident:2,accomplish:[3,4],accord:[1,3],accordingli:3,account:[3,10,11,19,27,29],accur:28,accuraci:[5,28],acknowledg:[10,29],across:[0,1,5,11,18,19,23,26,27,29,31],act:[3,15,18,19],action:[16,31],activ:[11,16],actual:[2,3,4,5,9,10,14,15,18,19,22,25],actual_weight:14,ada:15,adapt:[6,26,28],add:[0,1,2,4,8,13,20,24,25,26,27,28,31],added:[12,20,31],adding:[0,4,13,20,22],addit:[1,4,6,10],addition:10,address:[2,3,4,10,16,19,29],adj:25,adject:29,adopt:5,adult:2,adulthood:4,advanc:0,advantag:[3,27],aesthet:20,affect:[2,4],affinitypropag:26,aforement:11,after:[1,2,3,4,5,7,9,10,13,18,20,26,27,29,31],afterword:4,again:[1,2,4,5,20,23,28,29],against:[1,22,29],age:[2,4,17,18,29],age_corr:2,age_step:2,ages:19,agglomerativeclust:26,aggreg:17,aggress:3,agreement:19,ahead:0,aic:25,aim:10,ain:29,aka:3,alan:[15,17],alejo:29,algebra:15,algorithm:[14,26,27,28],algrebra:15,align:22,all:[0,1,2,5,6,9,10,11,12,13,15,16,17,18,19,20,24,28,29,30,31],allclos:1,allow:[0,1,2,4,5,6,10,11,13,16,23,25,27,29,31],almond:1,almost:1,along:29,alonzo:15,alpha:[4,20,22,23,24,25,28],alphabet:[1,18],alreadi:[2,5,11,13,14,23,25,26,28,29,31],also:[0,1,2,3,4,5,7,11,12,13,14,15,16,17,18,19,20,21,23,25,26,27,28,31],altern:[1,4,5],although:[2,4,19,22],alwai:[1,4,14,17,31],amargo:3,amazon:5,ambigu:22,amcgeffen1d:3,amen:29,among:[1,19],amongst:19,amount:[2,4,16,18,25,27,29],anaconda3:11,anaconda:[11,12,16],analys:[4,5,10,14,16,17,23,25,26,27,29],analysi:[1,2,6,10,13,15,16,18,19,23,25,26,28,29,30],analyt:10,analyz:[2,4,5,6,10,12,14,15,16,19,23,29],ananconda:30,angel:19,ani:[0,1,2,3,4,6,10,11,13,14,16,18,19,20,25,26,27,28,29,31],anim:10,annot:5,anon_user_dat:3,anoth:[1,3,4,6,10,12,13,14,15,16,18,20,22,23,25,28,29],ans:4,answer:[0,1,2,3,4,6,7,9,10,12,14,18,23,25],ant:[],anymor:25,anyth:[0,12,13,18],api:[4,25],apostlew:4,appear:[2,5,13,14,21,29],append:[0,3,13],appl:11,appli:[1,3,4,5,10,13,14,19,20,21,22,23,24,25,28],applic:[12,23,28],approach:[1,2,4,5,10,14,15,16,18,23,24,25,27,28,29,31],appropri:[1,2,3,4,9,10,21,23],approxim:[2,4,10,25],april:19,arang:[2,4,20,22,24,25],arbitrarili:18,area:[3,10,19,28,29,31],aren:[3,7,12,18,29],arent:7,argsort:29,argument:[3,4,5,18,20],around:[5,6,15,20],arr:15,arr_1:15,arr_2:15,arrai:[1,2,4,5,13,14,15,18,20,23,24,25,26,27,28,29,30],arrang:[15,18],articl:[1,21,26,28],articul:10,ascend:1,asid:2,ask:[2,3,4,9,10,14,18,21,23],aspect:[17,19,29],ass:22,assembl:10,assert:[0,1,2,3,4,5,18],assertionerror:18,assess:[10,22],assign:[1,3,4,5,6,11,17,26,28],associ:[0,25],assum:[0,4,11,22,23,24,25],assumpt:[4,5,19,21,22,25],astyp:4,atlassian:[11,31],attempt:[14,19,26,28],attent:31,attribut:[1,10,20,29],attributeerror:[5,29],audienc:[],auto:[13,26],auto_deprec:28,autograd:2,automat:[5,17,20,31],avail:[0,1,2,3,4,5,6,10,11,12,13,14,15,16,17,19,23,25,26,29,30,31],avatar_url:16,avatars0:16,averag:[1,2,18,21,29],average_ag:2,averaged_perceptron_tagg:29,avg:28,avg_h_c:4,avg_h_co:4,avoid:3,awai:27,awar:[3,16],awesom:[10,20,30],awkward:3,axes:[9,10,20,27],axessubplot:20,axi:[1,2,4,15,18,20,27,28],axvlin:23,back:[0,1,2,3,4,5,7,14,16,20,29,31],background:[4,10],bad:18,badli:3,bag:[1,5],balanc:[4,5],bar:1,barh:29,barplot:29,bartosiak:3,base:[0,1,2,3,4,16,18,19,22,26,28,29,30],baselin:2,bash:13,basi:[20,27],basic:[0,1,3,4,10,11,12,13,14,15,16,17,18,19,23,25,26,27,28,29,31],batteri:29,beauti:16,beautifulsoup4:16,beautifulsoup:[3,16],becaus:[1,3,4,5,10,26,29],becom:1,becuas:1,been:[2,3,4,9,13,18,29,31],befor:[2,3,5,10,14,18,20,23,25,27,28,29],begin:[],beginn:12,behav:3,behavior:10,behaviour:13,behind:[5,13,27,31],being:[1,3,4,9,13,15,18,19,22,25,28,29],believ:[2,10],bell:21,belong:14,below:[0,1,2,3,4,5,9,10,11,13,16,26,27,29],beneficiari:19,benefit:[16,25],bera:25,bernouilli:15,bernoulli:[15,21],best:[1,2,4,10,11,12,15,24,27,28,29],beta:22,better:[1,2,3,4,25],between:[1,2,4,10,23,24,25,27,28,29,31],beyond:[4,9,12],bia:9,bias:10,bic:25,big:[4,29],bigger:25,biggest:29,bike:10,bin:[2,11,21],binari:[1,21],bio:[4,16],biometr:19,birch:26,bird:7,birth:19,bit:[2,3,4,20,25],black:28,blackford:3,blank:2,block:17,blog:[10,16,27],blue:[1,11,20,22,23],bokeh:30,bold:[13,20,26,27],book10k:29,book:[12,29],bookcorpu:29,bool:[0,1,4],bool_arr:15,boolen:15,born_in_ca:4,both:[1,2,4,5,17,20,23,25,29],bottom:[0,1,2,3,4,5,20],bound:25,bow:[5,29],box:[1,9,20],bracket:[10,13],bradlei:6,brain:16,brainstorm:[],breakdown:1,brief:[20,28],briefli:[3,4,5,9,10,14,23,25,29],broad:[10,15],broader:[12,16,30],broadli:27,broken:10,browser:11,bs4:[3,16],budapest:15,bug:6,build:[1,2],built:[2,11,31],bulk:16,bunch:[1,14,15],butter:1,button:[0,1,2,3,4,5,31],ca_pop:3,cache_s:28,calamit:29,calcul:[2,4,5,18,24,28,29],calculc:18,calculu:24,california:[3,19],call:[0,1,2,3,4,5,11,14,15,16,18,20,25,27,28,31],callabl:5,can:[0,1,2,3,4,5,6,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,31],candi:1,candid:19,candy_cost:1,candy_nam:1,candy_shap:1,candy_sugar:1,cannot:[0,4],capabl:2,capac:[1,12,13,19],captur:[14,25,27],car:10,caramel:1,care:[1,17,25],career:4,carnivor:10,carri:[1,9],cast:[4,5],cat:17,categor:[4,14,15,28],categori:[1,28],caus:[4,5,18,23],causat:23,cedric:3,cell:[0,1,2,3,4,5,8,16,20,29],censu:[3,10],center:26,centimet:4,centric:0,centuri:7,certain:[1,2,3,4,19,26,29],certainli:1,certif:19,challeng:19,chanc:10,chang:[0,1,2,3,4,5,13,20,23,28],chapter:18,charact:[3,4,16,17],character:29,characterist:19,charset:16,chase:4,chat:[],chcek:13,cheat:[13,16],cheatsheet:13,check:[0,1,2,4,5,10,13,14,15,16,17,18,20,21,22,23,24,26,27,28,29,30,31],check_p_val:22,checklist:10,checkpoint:[10,31],chem:4,chi:4,chiclet:1,chip:4,chisq:4,chisquar:4,chocol:[1,4],chocolate_valu:1,choic:[2,4,10],choos:[1,10,27,29],chose:[3,4,27],chosen:[4,7,18],christo:29,chunk:29,circl:28,citat:[7,9],cite_not:16,cite_ref:16,civic:10,cl_1:14,cl_2:14,claim:22,clariti:9,class_:3,class_weight:28,classif:[5,29],classifi:[5,14,28],classification_report:[5,28],classmat:[],classnam:16,clean:[9,10],cleanup:2,clear:[9,10,13,16],clearli:[9,10],clf:5,click:[13,31],client:16,climat:10,clinic:14,clinton:2,clone:31,close:[17,25],closest:[2,28],cluster:[14,27,28],code:[0,1,2,4,5,6,8,10,11,12,14,16,17,19,20,21,26,27,28,29],codecademi:12,coef0:28,coef:25,coef_:25,coeffici:[23,25],cog:[3,4,6,10],cognit:[4,16,29],cogs108:[0,1,2,3,4,5,6,31],cogs108_introquestionnairedata:4,cohen:23,cohens_d:23,coin:15,coin_flip:15,col1:1,col2:1,col:[1,2,15],collect:[0,1,4,5,7,9,10,11,12,15,16,18,19,20,23,29,30,31],color:[1,2,11,20,22,23,26,28],column:[2,3,5,15,18,25],com:[0,1,2,3,4,5,7,16,29,31],combin:[1,2,3,8,13,16,17,18,19,23,25,26],come:[1,2,4,5,10,11,12,13,14,16,18,19,21,22,24,25,28,29],comfort:[0,1,31],comma:17,command:[11,15,17,20,31],comment:13,commit:[1,2,31],common:[2,5,13,15,16,18,21,22,23,26,27,28,29,31],commonli:[1,5,10,11,16,29],commun:[10,12,13,20],comp_val_1:0,comp_val_2:0,comp_val_3:0,comp_val_4:0,compani:[10,11,16,19,31],compar:[1,2,5,16,19,20,22,23,24,25,26,29],comparison:[0,4,5,22,25,29],competitor:1,competitornam:1,complet:[2,13,17,25],complex:[2,20,30],compli:[],complic:14,compon:[1,2,16,19,24,25],compos:10,comprehens:0,compris:1,comput:[0,2,4,12,13,15,16,23,25,27,29,30,31],computation:11,compute_cohens_d:23,conceiv:[],concept:[1,3,20,26],concern:[9,19],concert:[],conchita:29,concis:10,conclud:[22,23],conclus:[2,10],cond:25,conda:[11,12,16],condit:[0,1,3],confid:25,config:[16,20],configur:2,confirm:22,conform:22,confound:4,confus:20,congrat:3,connect:[11,13,31],consent:19,consid:[2,3,4,9,14,22,29,31],consider:[10,16,18,19],consist:[4,22,23,25,31],conspiraci:7,construct:25,consum:19,contain:[0,1,2,3,4,5,6,10,12,13,15,19,23,26,27,29,30],content:[0,16,17],context:[10,14,19,23,29],contextu:[6,10],continu:[0,1,2,3,6,21,22,28],contour:28,contribut:[5,6,12,31],control:[0,4,11],conveni:[4,23,27],convent:18,convers:4,convert:[3,4,25,29],convert_label:5,convinc:3,cooki:[1,4],cool:[10,24],copi:[4,5,8,10,11,31],copy_x:[25,26],copyright:29,core:[15,29],cornel:5,corpu:[5,29],corr:[2,23,25],correct:[2,4,18,26,28],correctli:[4,25],correl:[2,4,25,27],correspond:[0,2,3,4,10],corro:3,corrupt:18,cougar:29,could:[1,3,4,10,13,14,16,18,19,20,21,27,29],couldn:29,count:[1,2,3,4,18,29],counter:29,countplot:4,countri:19,countvector:5,coupl:[0,3,4,5,16,26,29],cours:[0,1,2,3,4,5,6,10,11,23,27],coursework:6,cov:[23,25,27],covari:25,cover:[1,3,4,15,16,17,19,27],coverag:26,cr_clf:5,cr_df:5,cr_pred_test_i:5,cr_pred_train_i:5,cr_test_df:5,cr_test_fil:5,cr_test_x:5,cr_tfidf_x:5,cr_train_df:5,cr_train_fil:5,cr_train_i:5,cr_train_x:5,creat:[0,1,2,3,4,6,11,12,13,19,22,24,25,27,28,31],created_at:16,credit:5,creme:4,crisp:1,crispedricewaf:1,criteria:[0,2],criterion:1,critiqu:10,csv:[1,2,3,4,5,18,30],csv_file:17,csv_reader:17,ctca:29,curat:[11,16],curiou:1,current:[1,2,4,6,10,12,13,14,16,18,20,28],cursor:13,curv:21,custom:25,custrev_test:5,custrev_train:5,czestochwa:29,d1_mean:23,d1_std:23,d1w:26,d2_mean:23,d2_std:23,d2w:26,darryl:29,dash:28,dat:17,dat_1:15,dat_2:15,dat_a:18,dat_fil:17,data:[0,10,11,12,13,15,21,22,25,27],data_1:23,data_2:23,data_fil:[2,3,4,5],data_lst:18,data_min:16,data_nan:18,data_non:18,data_sci:16,data_url:[2,3,4,5],dataanalysi:2,databas:2,datafil:4,datafram:[2,4,5,15,18,25],datagath:3,datahub:[0,1,2,3,4,5,11],datapoint:[24,26,28],dataprivaci:3,dataschool:1,datascienceinpractic:[2,3,4,5],dataset:[1,2,5,7,14,16,17,18,19,22,23,24,27,29],datatyp:5,date:[16,19,25,29,30],datetim:30,dbscan:26,deactiv:11,deal:[2,4,14,17,18,19],dealt:18,debug:0,dec:7,decad:10,decemb:16,decid:[22,25],decim:[2,4],decis:18,decision_funct:28,decision_function_shap:28,declar:[13,19],decod:[3,19],decomposit:27,dedic:10,deep:10,def:[3,4,5,22,23],defend:7,defin:[0,4,13,14,15,17,20,21,24,28],definit:[11,15,22,24,29],degre:[2,14,28],del:29,delet:[0,3],delimit:17,delin:16,demo:[0,1,2,3,4,5],demonstr:[1,4,6,14,19,23,25],denot:[4,13],densiti:[4,21,22],deon:10,dep:25,depend:[5,6,16,19,23,29],depth:[20,27],deriv:24,desc:2,descend:1,describ:[2,6,8,9,10,11,14,18,19,23,25,29,31],descript:[1,2,3,6,15,18],design:[4,6,7,11,12,13,16,25],design_info:4,designmatrix:[4,25],desir:28,desmund:3,detail:[0,3,4,6,10,11,17,26,31],detect:[4,10,23],deteremin:2,determin:[1,2,9,19,29],develop:[6,12,13],deviat:[21,22,23,26],devic:19,devot:17,df1:18,df2:[4,18],df_bool:1,df_employe:3,df_incom:2,df_person:3,df_step:2,df_user:3,df_zip:3,dict:[0,3,17],dictionari:[0,3,15,17],did:[0,2,4,9,10,29],didn:[2,14,24,29],diego:[0,1,2,3,4,5,6,10,16,19,29],diff:31,differ:[0,1,2,3,5,11,14,15,16,17,18,19,20,21,23,24,25,26,27,28,29,31],difficult:[14,26,29],difficulti:[19,29],dig:24,digit:[3,19],dimens:[2,24,26,27],dimension:[1,15,28,30],dimnension:27,dir:[16,26],direct:[6,16,25,26,31],directli:[1,2,3,15,16,17,19,20,23,31],directori:13,disciplinari:29,disclos:3,discov:[3,10,14],discrep:26,discret:[1,28],discrimin:5,discuss:[2,3,7,10],disk:[2,5,29],displai:[1,2,9,10],dissemin:19,dist:[4,22],distanc:[24,25],distinct:[14,16,26,28],distribut:[2,10,11,12,15,16,18,23,29,30],dive:23,divid:[4,5,23,28],dmatric:[4,25],dmy:16,doc:[2,13,31],doctyp:16,document:[2,5,10,15,16,17,18,19,20,22,25,26,28,31],documentel:16,doe:[0,1,2,3,4,5,9,10,11,12,13,18,20,23,24,25,26,29],doesn:[4,5,11,18,20,25,29],dog:14,doi:6,doing:[1,2,4,5,6,10,14,15,18,24,26,27,28,29,31],don:[1,2,3,4,5,11,13,14,18,28,29,31],done:[1,3,4,5,9,10,16,19,29,31],donoghu:6,dot:20,doubl:[0,1,2,3,4,5,13],dough:4,down:[4,10,13,14,19,29],download:[6,11,16],dozen:18,draft:[],draw:[2,27],driven:[14,16],drone:7,drop:[1,2,13,18,27,29],dropna:[1,4,18],dtype:[3,14,15,16,17],due:[18,29],durbin:25,dure:[10,29],dynam:1,each:[0,1,2,3,5,6,8,9,10,11,14,15,17,18,20,21,23,24,25,26,27,28,29,31],earli:[2,24],earlier:5,easi:[4,13,16,18,19,25,28],easier:[1,2,14,17,19,25],easili:[2,3,4,19],ecosystem:[12,15,30],ectoplasm:29,eda:[9,10],edit:[0,3,9,10],editor:31,editori:4,edu:[3,4,5],educ:6,effect:[],effort:[],either:[1,2,4,5,13,15,16,18,29,31],elect:2,electr:[4,16],element:[0,1,3,4,6],elenor:3,elif:4,elimin:19,elli:6,els:[4,5,22,29,31],email:[10,16,19],embolden:13,emerg:6,emoji:4,emphas:22,employee_info:3,employee_match:3,empti:[3,18],encod:[5,18,27],encompass:16,encount:[16,25,29],encourag:28,encrust:29,encyclopedia:6,end:[2,3,10,12,13,17,18,28],engin:[5,12,30],english:[5,29],enjoy:3,enough:[7,22,29],ensur:[0,1,2,3,4,5,9,18,21,26],entail:[6,18],enter:18,entir:[2,3,13],entri:[2,4,12,18],enumer:0,environ:16,envnam:11,epsilon:25,equal:[3,5,21,26],equat:25,equit:10,equival:[13,26],err:25,error:[0,2,4,5,12,14,18,25,29],ervin:29,escobar:29,especi:[12,14,16,22,27],essenti:15,estim:[3,14,23,24,25],etc:[0,1,4,9,10,16,19,29],ethic:[10,19],evalu:[5,10,14,15,18,24,28],even:[0,4,10,16,19,27],evenli:24,event:[16,21],events_url:16,eventu:[],everi:[1,4,29],everyon:31,everyth:[0,1,2,3,4,5,11,12,19,31],everytim:11,everywher:[2,5],evict:10,evid:[4,22],exact:[2,25],examin:[3,10,17,22,23,29],exampl:[0,1,2,3,4,5,7,10,11,13,15,17,18,19,20,22,23,24,25,27,28,29],example_standardize_funct:4,excel:10,except:[3,5,28,29],excess:4,exclud:10,execut:[4,5,6,11,13,31],exercis:15,exist:[1,3,4,5,18],expand:[10,12],expec:[],expect:[4,10,15,18,22,29],experi:12,explain:[2,4,7,9,10,25,27,28],explained_variance_ratio_:27,explan:[2,4,9,16,20],explicitli:[3,4,12,17,18,20,24],explor:[0,3,5,6,10,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,29,31],exploratori:14,expon:21,exponenti:21,express:30,extend:[1,29,31],extens:[15,26],extern:[0,6,12,16,19,30],extra:[0,10,11,19,29],extract:[1,4,16,29],extract_compani:3,extran:4,extrani:4,eye_color:4,f_ice:4,f_name:31,face:19,fact:[2,4,7,10,16,29],fail:[0,2,4,5,15,18],fair:[5,15],fairli:[19,26,28],fake:[3,20],fall:[1,10,29],fals:[0,1,4,15,16,20,25,28],famal:4,familiar:[1,12,15,31],far:[2,4,22,29],favourit:[4,12],fax:19,featur:[4,5,9,12,18,23,25,26,27,28,29],feature_extract:[5,29],feature_nam:26,featureagglomer:26,feder:19,feedback:10,feel:[1,4,8,10,21],feet:4,fellow:[],femal:[3,4,19],few:[1,2,4,5,10,29],fewer:[2,14],field:[2,6,16,29],fifth:4,fig:[4,14,20,24,28],figsiz:[2,28],figur:[2,10,15,16,19,25,28,29],figure_format:20,file:[1,2,4,5,10,13,16,18,29,31],file_obj:17,filenam:[2,3,4,5],fill:[2,3,4,5,7,8],filter:29,filterwarn:[4,5],finalproject_group000:[],finalproject_groupxxx:10,find:[2,3,6,11,12,14,16,18,20,23,24,25,26,28],findal:3,fine:[3,4],finger:19,finish:[10,17,25],first:[0,1,2,4,5,10,13,15,16,17,19,20,23,25,27,29,31],first_nam:[2,3],firstnam:17,fit:[1,2,3,4,5,14,18,22,25,26,27,28,29],fit_intercept:25,fit_transform:5,five:[1,29],fivethirtyeight:[1,10],fix:[0,4,5,18,21],flag:31,flavor:[1,13],flexibl:[1,13],flip:15,float64:15,flow:[0,30],floweri:10,focu:[0,6,17,19,22,28],focus:[0,14,23,29],folder:[11,31],follo:16,follow:[0,1,2,3,4,5,6,10,11,14,16,19,21,22,23,25,28,29,30],followers_url:16,following_url:16,fontsiz:[20,26,27,28],fontweight:[20,26,27],foot:4,footnot:7,forc:2,form:[4,14,16,17,18,20,22,25],formal:[4,6,10,16,21],format:[0,4,14,16,17,18,22,23,24,25,26,27,28],former:10,forth:2,forum:12,forward:[0,31],found:[1,3,4,26,28,29],foundat:12,four:0,fourth:[4,29],frac:13,frame:18,frameon:20,free:[1,2,8,10,11,12,15],frequenc:5,frequent:29,freshman:4,friend:12,friendli:12,from:[0,1,2,5,6,10,11,12,13,14,15,17,18,19,20,21,22,23,24,25,26,27,28,29],front:1,fruit:1,fruiti:1,fruity_choco:1,fulfil:[3,25],full:[1,3,13,15,16,19,24,27,29,30],full_path:[2,3,4,5],fuller:30,fulli:[6,7,14],fun:10,fundament:14,funni:4,further:[4,6,10,11,21,25,27,29],futur:[1,2,14,17],futurewarn:4,g_c:4,g_co:4,gain:10,galleri:[15,20],gamma:28,gaussian:21,gave:4,gca:[2,4,20,28],gcf:[2,4,20],gen:7,gener:[1,2,5,9,10,12,13,17,19,20,21,22,23,25,26,27,30,31],genocid:7,gensim:30,geograph:19,get:[0,1,2,3,4,6,9,10,11,13,14,15,17,18,20,21,29],get_xlim:28,get_ylim:28,gist:16,gist_id:16,gists_url:16,git:[0,11],github:[0,1,2,3,4,5,6,10,11,16],githubusercont:[1,2,3,4,5,16],give:[2,4,5,10,14,15,18,22,24,25,29],given:[4,9,10,14,16,19,20,21,24,27,29,31],glob:30,gnarli:3,goal:[0,4,5,6,10,14,16,19,25,26,29],goe:[14,17,18],going:[3,16,26,27,28,29],gonna:4,goo:3,good:[1,3,4,5,9,10,12,14,15,16,18,22,23,24,25,26],googl:[1,3,10,15,16],got:[4,12,25],gotten:4,gov:[10,16],govern:[7,19],grab:[17,20,25,28],grad:16,grade:[0,4,5,6],gram:14,grammar:29,grand:1,grant:4,graph:[12,15],graphic:11,gravatar_id:16,gravett:3,great:[1,10,29],greater:[3,10,11],greatest:28,greatli:[12,26],green:[1,11],grid:28,griffith:19,grigor:3,ground:22,group:[1,3,4,9,10,11,14,16,18,20,23,26,28,31],groupbi:3,gshoreson0:3,guarante:[2,3,4,5],gui:11,guid:[2,6,9,11,12,13,18,25,26,31],guidanc:10,guidelin:[17,19],h_c:4,h_co:4,hacker:3,had:[0,2,17,29],hadn:29,half:29,halloween:1,hand:[6,11,23,24],handbook:15,handl:[4,9,10,20],happen:[0,2,4,12,14,19,20,22,28,31],harbor:[3,19],hard:[1,4,14],harddriv:16,harmless:3,has:[0,1,2,3,4,5,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24,26,27,28,29,31],has_data:[2,4],hasattr:5,hasn:29,have:[0,1,2,3,5,6,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,31],haven:29,head:[1,3,4,5,15,16,25],header:[1,5,17],heavi:11,heavili:12,height:[14,18],helfpul:1,hello:[13,31],help:[2,3,4,9,10,13,29],helper:22,helsinki:19,her:29,here:[0,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,29,30,31],herself:29,hidden:[0,2,3,4,5],hierach:17,hierarch:31,high:[4,12,18,23,25,27,29,30],higher:[1,2,17,20,28,29],highest:[1,28,29],highlight:28,hillari:2,him:29,himself:29,hint:[0,2,3,4,5],hireabl:16,his:29,hist:[4,13,21,22,23,27],histogram:[2,21,22],histori:[13,31],hit:[5,13,29],hold:[0,1],home:[],homework:5,hopefulli:[3,16,18],host:[11,12,31],how:[1,2,3,5,7,8,9,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,31],howev:[0,1,2,3,4,11,12,13,14,15,18,22,24,25,26,27,29],href:16,hstack:25,html:[2,3,5,7,16],html_url:16,http:[0,1,2,3,4,5,6,7,13,16,29,30,31],huge:[3,29],hulk:[],human:[3,5,10,16,18,19,29],hundr:18,hurt:2,hyperplan:28,hypothes:[4,7,8],hypothesi:[4,9,10,14,22,23],hypothet:4,idea:[6,10,14,27,28,29],ideal:[1,7,10,27],ident:[3,13,19],identif:19,identifi:[2,10,18,28],idf_:29,idf_weight:29,idiosyncrat:18,igneeria:29,ignor:[2,4,5,6,18],ill:[4,29],illeg:19,illustr:27,iloc:4,imag:[9,13,19],imagin:[0,14],imdb:5,impact:[10,26],imper:10,implement:[10,21,22,23,24,25,27,28],implicitli:24,imposs:2,improv:10,inaccur:[2,18],inc_corr:2,inch:4,includ:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,25,26,28,29,31],inclus:0,incom:2,income10:2,income_plot:2,income_zero:2,incomplet:0,incorpor:16,increas:2,increment:31,ind:[0,15,26,29],inde:[4,22,25,27],indep:16,independ:[6,10,11,21,23],index:[0,1,3,4,5,15,16,25,26,27],index_1:0,index_2:0,index_3:0,index_4:0,indic:[0,1,4,13,18,19,25,28,29,31],indirectli:19,indivdu:2,individu:[0,2,3,10,19],industri:12,ineffici:[3,18],ineleg:3,infer:21,info:3,inform:[1,2,3,4,5,6,8,9,10,11,13,14,16,17,18,20,21,23,24,25,26,27,28,29,31],init:26,initi:[2,4,5,10,15,19,25,26,27,28,29],inlin:[2,4,5,7,14,15,20,21,22,23,24,25,26,27,28,29],inlinebackend:20,innocu:19,inp:4,inplac:[4,18],input:[0,3,4,5,13,17,18,22,23,25],insid:[4,7,16],insight:[4,16],inspect:22,inspir:[1,10],instal:[6,12,16,29],instanc:10,instead:[2,3,4,5,16,18,20,27],instruct:[0,4,9,11],insur:19,int32:14,int64:[1,4,15],int_out:4,integ:[0,1,2,4,24],intend:6,inter:2,interact:[6,13,16,24,25,29,30,31],intercept:[24,25],intercept_:25,interdisciplinari:[16,19],interest:[1,2,3,4,5,10,14,16,17,18,23,25,26,28,29],interfac:[11,13,29],interfer:11,interim:4,intermix:11,intern:3,internet:[12,16,19,31],interpret:[2,4,5,6,9,10,12,23,29],interrog:4,interv:[21,25],intract:18,introduc:[6,12,14,16,23,24,25,26,27,28,29],introduct:[9,10,12,13,16,20,26],introductori:[6,20,26],invalid:[4,13,22],invers:5,investig:[0,10,14,23,25,28],involv:[5,16],ipynb:10,ipython:[13,18],iri:26,iron:[],is_n_c:4,is_n_co:4,isclos:[1,2,5],isin:1,isinst:[0,1,2,3,4,5],isn:[12,22,25,29],isnan:2,isnul:[4,5,18],isnumer:4,isol:11,isotrop:26,issu:[2,4,10,19],isupp:26,ital:13,italic:13,item:[0,3,13,15],iter:[0,2,26],its:[0,1,2,3,4,5,29],itself:[0,2,3,4,11,12,13,16,24,25,26,29],jake:15,januari:2,jarqu:25,javascript:17,job:4,john:[15,17],join:[1,2,3,4,5,17,26],jorio:3,jose:6,journal:6,json:[2,16,18,30],jun:25,junior:4,jupyt:[0,6,10,11,12],just:[1,2,3,4,5,7,10,12,13,16,18,20,22,23,24,25,26,27,29,31],justino:3,kaggl:10,kayle:29,keep:[0,2,3,4,16,18,20,23,25,26,27,31],kei:[0,3,6,11,14,16,17,19,26,29],kelbi:3,kennith:3,kept:[19,27],kera:30,kernel:[0,1,2,3,4,5,11,28],keyboard:13,keyword:17,kilogram:[4,14],kind:[4,5,14,16,18,19,21,23,25,26,29,31],kmean:[14,26],know:[0,1,2,10,11,14,19,22,23,24,25,26,27,28,29,31],knowledg:[0,6,11,12,16],known:[3,14,16,21,28],kolmogorov:22,kreisler:29,kstest:22,kurtosi:[22,25],lab:[10,16],label:[1,4,9,10,14,15,20,22,23,24,25,26,27,28,29],label_prop:28,labels_:[14,26],laid:16,lane:10,lang:16,languag:[6,10,11,12,30],larg:[0,2,4,12,13,14,15,19,20,25,27,29],larger:[1,2,10,31],larh:3,last:[0,1,2,3,4,5,15,18,25,29,31],last_nam:[2,3],later:[14,15,16,18,20,25],latitud:16,launch:[13,31],law:19,layout:3,lbs:4,lead:[4,13,24,25],learn:[2,4,5,6,10,11,12,14,15,23,24,25,26,27,29],learnt:5,least:[4,5,9,10,16,25,27,29],leav:[2,3,11],lectur:[3,10],led:[],left:[2,4,6,11,13,20,26],legal:19,legend:[4,20,22,23,24,25,26,28],len:[0,1,2,3,4,5,15,18,24,25,26,29],lend:16,length:[14,26],less:[1,2,3,4,19,26,29],let:[0,1,2,14,15,17,18,19,20,22,23,25,26,27,28,29],letter:[0,2,4],level:[4,5,10,12,17,22,28,29,30,31],leverag:29,lexic:29,liabl:19,librari:[0,2,6,10,11,15,16,17,23,29],licens:19,life:12,lifehack:31,like:[1,2,3,4,5,7,10,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,29,31],likelihood:25,limit:[4,9,10,14,23],linalg:24,line2d:[15,20],line:[0,2,3,4,5,11,15,16,17,22,24,25,28,29,31],linear:[2,5,14,15,24,28],linear_model:[4,25],linearmodel:[4,24],linearregress:25,linestyl:[23,28],linewidth:[20,23,25],ling:29,link:[0,1,3,6,7,8,9,11,13,15,23],linspac:28,list:[0,1,2,3,5,6,12,13,16,17,29,30,31],list_1:0,list_2:0,list_3:0,list_4:0,list_a:3,list_b:3,list_c:3,list_of_states_and_territories_of_the_united_states_by_popul:3,listen:[],liter:18,littl:3,liub:5,live:[19,28],liverpool:29,lm_1:4,lm_2:4,load:[2,17,18,30],load_iri:26,loc:[3,4,20,23,26],local:[0,2,3,4,5,6,11,14,16],locat:[10,16,18,19,31],log10:2,log:[2,25,31],log_:2,login:16,lolz:4,london:15,longer:12,longitud:16,look:[0,1,2,3,4,5,7,13,14,15,17,18,20,21,22,23,24,25,26,27,28,29],loop:[0,2,3,17],lorenz:7,lose:[2,13,27],lost:[2,29],lot:[0,1,2,4,12,16,17,18,19,20,25,27,29],low:[17,23,27],lower:[1,2,4,18,27,29],lowercal:4,lowercas:4,lowest:[1,24],lsmagic:13,lstsq:24,ltr:16,lyric:10,mac:11,machin:[5,11,15,23,27,30],macro:28,made:[2,3,10,15,20,24,31],magic:[15,20],magnitud:23,mai:[0,2,3,4,5,6,10,11,12,16,17,18,19,23,27,29,30],main:[10,13,15,20,31],mainli:[3,31],maintain:[11,12,27],major:19,make:[0,1,2,3,4,5,9,10,11,12,13,14,15,16,17,18,19,20,25,28,31],male:[3,4,19],man:4,manag:[6,11,12,20,24,27,31],manchest:17,mani:[1,2,3,5,6,7,10,14,15,16,17,18,19,20,21,23,26,28,29,30,31],manipul:[20,30],manner:[1,3,6,29],manual:[18,27],map:[6,10,16,28,29],mardown:7,margin:28,mark:20,markdown:10,markdownguid:13,marker:[17,29],markers:24,mass:29,massiv:12,master:[1,2,3,4,5,10,31],match:[2,24,25],matcha:4,matchup:1,materi:[0,3,11,12,15,16,18,20,28,31],math:[4,23,24,30],math_result:0,mathemat:[2,5,28],matplotlib:[2,4,5,14,15,20,21,22,23,24,25,26,27,28,29,30],matric:[4,25],matrix:[2,25,28,29],matter:11,max:[1,2,5,18,22,25],max_column:2,max_featur:[5,29],max_it:[26,28],max_row:2,maxent_ne_chunk:29,maxim:28,maximum:1,maxwel:3,mayb:27,mbweb:29,mdq6vxnlcjc3mjc1njy:16,mean:[0,1,2,5,11,12,14,15,16,18,19,21,22,23,24,25,27,28,29,31],meaning:[14,26,29],meanshift:26,meant:[10,28,29],measur:[1,4,5,9,14,23,24,28,29],mechan:3,medic:19,meet:[0,1,4],meltex:29,member:10,memor:1,memori:1,men:4,mention:[10,28],menu:[0,1,2,3,4,5],mere:[27,28],merg:[1,2,18],meshgrid:28,mess:4,messag:31,messi:[4,14,15,16],messy_data:18,met:[23,25],meta:[16,25,28],meter:4,method:[0,1,2,3,4,5,10,15,16,20,22,23,25,26,27],methodolog:[14,21],metric:[1,5,28],mfc:28,mid:13,middl:25,might:[0,2,4,5,14,15,16,18,19,20,22,23,26,28,29],mightn:29,million:27,milton:3,min:[1,2,18,22,25],mind:[2,16,18,23,25,26],mine:[10,15,16],miniatur:1,minibatchkmean:26,minim:[14,24,26],minimum:[1,7,19],mint:4,minut:[1,2,5,10,15],miscellan:30,misinform:7,mislead:22,miss:2,mistak:[3,18],mistakenli:2,mix:[15,18],mixtur:12,mobil:10,modal:29,model:[2,5,12,14,15,21,27,28,29,30],model_choic:2,modest:23,modifi:[2,15,16,19],modul:[0,15,16,17,18,20,23,24,25,29],modulo:0,monei:2,more:[0,1,2,3,5,6,7,10,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,29,31],most:[0,1,2,5,10,12,16,18,19,20,21,22,25,27,28,29,31],most_common:29,motown:29,move:[4,13,16],mr_clf:5,mr_df:5,mr_filepath:5,mr_pred_test_tfidf_i:5,mr_pred_train_tfidf_i:5,mr_predicted_test_i:5,mr_predicted_train_i:5,mr_test_i:5,mr_test_tfidf_i:5,mr_test_tfidf_x:5,mr_test_x:5,mr_tfidf_clf:5,mr_tfidf_x:5,mr_train_i:5,mr_train_tfidf_i:5,mr_train_tfidf_x:5,mr_train_x:5,mr_x:5,mr_y:5,much:[2,3,12,16,19,20,24,26,27,28,29,30,31],multi:[15,29,30],multicandy_pack:1,multidisciplinari:6,multiindex:4,multilingu:29,multipl:[1,2,3,5,8,10,11,13,18,19,20,31],multipli:[4,29],multivariate_norm:[23,25,27],must:[4,10,19,29],mustn:29,mutat:1,my_bool:0,my_df:3,my_float:0,my_funct:1,my_int:0,my_list:[0,13],my_str:[0,13],myself:29,n_cluster:26,n_compon:27,n_data_1:28,n_data_2:28,n_document:29,n_featur:26,n_ice:4,n_init:26,n_job:[25,26],n_label:26,n_major:4,n_nan:2,n_neg:2,n_point:28,n_sampl:[23,26],n_term:29,name:[1,2,4,5,8,10,11,15,16,19,20,26,30],nan:2,nanmean:18,nari:29,nativ:11,natur:[19,30],navig:16,ndarrai:[2,5],ne_chunk:29,nearbi:28,nearest:[2,26],necessari:[3,9,18,26],necessarili:[4,14,27],need:[0,1,2,3,4,5,6,7,10,12,13,14,15,16,18,20,22,23,24,25,27,28,29,31],needn:29,neg:[0,2,5],neither:[2,29],nervous:29,network:[],networkx:30,neural:30,neuroplaus:31,nevertheless:27,new_col:1,new_length:14,new_point:28,new_x:24,newlin:3,next:[0,2,3,4,5,16,20,23,25,27,29],nice:[13,16,24,28],nicer:[2,20],nlp:[5,29],nltk:[5,29,30],nltk_data:29,nnormaltest:22,nnp:29,no_step:2,node_id:16,nois:24,noj:16,non:30,nonbinari:[3,4],nonbinary_or_oth:4,nonbinary_or_tran:4,nonchocol:1,none:[1,3,4,5,16,17,24,25,26,28],nonetheless:2,nonetyp:18,nonrespons:2,nonrobust:25,nonsens:4,nope:4,nor:[1,2,29],norm:[4,21,22,23],normal:[0,2,23,24,25,26,29],normaltest:[4,22],notabl:[0,19],notat:[17,25],note:[0,2,3,4,5,6,10,11,12,13,14,15,16,17,20,22,23,24,25,26,27,28,29],notebook:[0,1,2,3,4,5,6,9,10,11,12,14,15,16,17,20,21,23,24,27,29,31],notebookfound:[],noth:4,notic:[2,20,29],notimplementederror:[0,1,2,3,4,5],notion:24,nougat:1,noun:29,novel:10,now:[2,3,4,5,14,18,20,22,23,25,27,28,29,31],num_test:5,num_train:5,num_unique_respons:4,number:[0,1,2,3,5,8,9,10,11,12,13,15,18,19,20,27,28,29,30],numer:[4,12,23,29,30],numpi:[1,2,4,5,13,14,15,20,21,22,23,24,25,26,27,28,29,30],nytim:7,object:[1,3,4,5,10,13,15,16,17,18,20,25,26,27,29],observ:[1,4,7,8,9,10,14,18,19,22,23,24,25],obtain:[19,25],obviou:[3,19],occassion:1,occup:16,occur:[2,4,18,21,29],occurr:29,oceansid:29,odd:0,odditi:4,odi:29,off:[9,20,27,29],offer:[11,15,16,25,31],offici:[2,11,12,13,15,17,19,20,25,31],often:[0,1,2,3,5,16,17,19,23,29,31],oil:29,old:[2,19],old_incom:2,older:[2,11,18,31],omnibu:25,onc:[1,2,4,5,11,14,16,26,28,29,31],one:[0,1,2,3,4,10,12,13,14,15,16,19,20,23,25,27,28,29,31],ones:[0,1,2,10,29],onli:[0,1,2,3,5,13,14,16,19,20,21,25,26,27,29,31],onlin:11,onto:[14,16,20],onward:10,open:[3,6,10,11,12,13,15,17,29],openli:[0,1,2,3,4,5,6],oper:[0,2,13,15,16,18,30],operand:18,operat:4,oppos:[3,4,14,18],opt:11,optic:26,optim:5,option:[1,2,20,23,31],orang:[22,23],order:[1,2,3,4,5,6,10,13,14,16,19,27,29],ordin:29,ordinari:4,oreo:4,org:[2,3,6,13,16],organ:[3,4,6,7,12,14,15,16,17,25,27,29,31],organiz:13,organizations_url:16,orgin:25,orient:[25,27,28],orig:4,origin:[0,1,4,6,27,29],other:[0,1,2,3,5,10,11,12,14,15,16,17,19,20,22,23,24,25,27,28,29,31],other_dictionari:0,other_us:16,otherwis:[0,2,3,4,5,14],ouput:[4,13],our:[1,2,4,5,13,14,15,16,17,18,20,21,22,23,24,26,27,28,29],ourselv:[3,4,23,29],out:[0,2,5,9,10,11,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31],outcom:[9,21,25],outcome_1:4,outcome_2:4,outlier:10,outlin:[3,4,10,14],output:[0,1,2,3,4,5,9,10,11,13,17,23,28],outsid:[0,9,12,28],over:[0,1,2,3,4,5,10,16,29],overal:[1,5,22,25,26],overli:10,overview:[16,19,28,30],overwrit:1,ovr:28,own:[3,5,10,18,19,29,31],owner:16,p_c:4,p_co:4,p_val:[4,22,23],p_val_chi:4,pabo:5,pack:1,packag:[0,1,2,3,4,5,11,14,15,16,20,25,29],page:[3,6,11,16],pai:[29,31],pair:[0,3,14,17],pairwis:2,panda:[0,2,3,4,5,15,16,25,30],paper:[4,6,27],paragraph:10,paramet:[1,2,3,4,5,21,22,23,24,25,28],park:19,pars:[3,4,16,29],parser:16,part:[0,10,12,16,19],partciular:1,partial:5,particip:[1,19],participatori:29,particular:[0,1,2,3,4,5,10,11,14,15,16,19,21,22,23,27,29,31],particularli:[15,29],partit:14,pass:[0,1,2,3,4,5,20,29],past:10,patch:2,path:[2,3,4,5,30],pathcollect:20,patsi:4,pattern:[14,25],pdf:[4,22],peanut:1,peanutalmondi:1,pearson:23,pearsonr:23,peic:14,penntreebank:5,peopl:[2,3,5,18,19,31],per:[3,4,8,29],percent:15,percentag:1,percentil:1,perfect:[4,9,10],perform:[2,4,5,9,13,15,18,22,28,29],perhap:[15,19,31],period:[10,13],permiss:[5,10,29],permit:10,persmiss:[5,29],person:[2,19,29],petal:26,phenomena:14,phone:3,photograph:19,phrase:10,physic:4,piazza:[],pick:[2,16,19],pickl:30,pid:[],piec:[1,3,29],pile:16,pipelin:2,pistac:4,pistachio:4,pit:1,pivot_t:4,pjoin:[2,3,4,5],pl_ind:26,place:[10,12,15,16,17,19,26,29,31],plai:[24,29],plain:[11,13,17],plan:[3,4,8,10,18,19,31],plant:26,plausibl:14,pleas:[2,6],plot:[2,9,10,14,15,21,22,24,25,26,27,28,29],plt:[2,4,5,14,15,20,21,22,23,24,25,26,27,28,29],plural:10,pluribu:1,point:[10,12,14,18,20,22,24,25,26,27,31],polar:5,poll:2,polyfit:[2,14],poodl:19,pool:23,pooled_std:23,poor:2,poorli:2,pop:29,popul:[2,3,10,14,19,29],popular:[12,25],portabl:19,pos:5,pos_tag:29,posit:[5,16],possibl:[1,2,3,4,7,13,21,29],post:[5,9,27],potenti:[2,4,10,18,27,29,31],potrero:19,pound:4,power:[1,2,5,12,15,25,29],practic:[0,1,2,3,4,5,11,15,16,19,24,27,31],pre:[4,9,11,14],precis:[2,5,28],precision_recall_fscore_support:5,precompute_dist:26,pred:24,pred_10k:2,pred_75:2,pred_ag:2,pred_i:24,pred_step:2,pred_weight:14,predefin:28,predict:[4,10,25],predictor:2,predictors_1:4,predictors_2:4,prefer:7,prefix:[13,16],preprocess:29,present:[1,3,4,10,14,16,26,29],preserv:27,presidenti:2,press:13,presum:[6,11,12],pretend:2,pretti:[3,4,17,22,26],preview:4,previou:[1,4,9,25],previous:[4,9,14,22,23],price:[1,29],priceperc:1,primari:4,primarili:6,principc:27,principl:27,print:[0,1,3,4,5,11,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29],prior:[0,9,10,12],privaci:[10,16],privat:11,prob:25,probabl:[4,15,22,28],problem:[4,6,10,13,18,25],problemat:[10,18],proce:[12,18,22],procedur:[2,19,24,25,26,27,28],proceed:2,process:[4,9,14,15,16,18,19,26,27,28,30],procrastin:[],produc:[0,2,3,4],product:10,prof:10,professor:[],profil:16,program:[0,3,6,11,12,29,31],programat:4,programmat:[3,4,16,18,29],project:[1,2,6,12,13,16,18,31],promin:29,promis:25,prompt:0,pronounc:16,proofread:10,proper:29,properli:[0,1,2,4,5,14,28],properti:[4,23,25],proport:[1,4,27,28],props:10,protect:3,protocol:19,provabl:19,provid:[0,1,2,3,4,5,9,10,11,15,16,19,24,25,28,29,31],pseudo:30,public_gist:16,public_repo:16,publicli:[10,16,19],pull:[13,15,24,26,31],punc:29,punction:29,punctuat:29,punkt:[5,29],purpos:[0,3,4,10,12,14,16,19,25],pursu:[6,10,16],push:[16,31],put:[0,2,6,10,12,14,20,25,31],pw_ind:26,pwd:13,pydata:2,pyplot:[2,4,5,14,15,20,21,22,23,24,25,26,27,28,29],python2:12,python3:12,python:[2,4,5,6,13,14,20,23,24,25,27,29],q10:0,q1d:4,q1f_answer:2,q2c_answer:2,q2d_answer:2,qualiti:[10,12,18],quantifi:23,quantil:2,quarter:[1,10],quartz:18,question:[0,1,2,4,6,10,12,14,21,23,26,31],quick:[1,5,13,14,21,22,25],quickli:[2,3,4,12,15],quickref:13,quickstart:15,quirk:4,quit:[2,14,15,19,21,22,24,25,29],r_age:4,r_c:4,r_co:4,r_val:23,rais:[0,1,2,3,4,5],rambl:9,ran:[4,10,13],rand:20,randn:[25,28],random:[2,15,20,23,24,25,26,27,28,30],random_st:[26,28],randomli:[7,20],randomtext:4,rang:[1,3,12,13,15,17,20,26],rank:[1,27],ranzer:29,rare:29,rarer:29,rate:21,rather:[1,6,14,16,19,31],ravel:28,raw:[1,2,3,4,5,16,17,18,24,29],rcond:24,reach:[4,5,12,16,26],read:[0,3,4,10,16,17,18,31],read_:17,read_csv:[1,2,3,5,17,18],read_html:1,read_json:[1,3,16,17,18],reader:[9,17],readi:[0,1,2,3,4,5,9,18],readlin:29,real:[4,6,7,10,18,24,27,28],real_anon_user_dat:3,realli:[11,12,14,18,25,29],realm:28,reason:[2,3,4,5,10,12,14,17,18,19,29],reassur:5,recal:[5,24,27,28],recap:4,recei:16,receiv:[4,10],received_ev:16,received_events_url:16,recent:[4,5,18,20],recod:18,recommend:[2,10,11,23,26,28],reconsid:2,reconstruct:26,record:[1,2,4,19],red:[1,2,20,28],redraw:[20,28],reduc:[27,31],reemphas:[],rees:1,ref:7,refer:[2,4,7,8,10,12,13,15,16,17,19,20,25,31],reflect:[10,19,21,25,31],refresh:21,reg:25,regard:[19,25],regardless:[0,1,19],region:19,regist:3,regressionresultswrapp:4,regrett:29,regul:2,regular:30,reject:[4,18,22],rel:[0,16,18,19,23,28,29],relat:[1,2,4,7,10,12,14,16,18,23,24,25,27,29,31],relationship:[2,10,23,24,29],releas:[3,19],relev:[0,10,18,29],remain:[5,20],rememb:[0,4,10],remind:[0,1,5,23],remot:11,remov:[0,2,3,4,5,9,10,17,18,19,29],renam:4,render:16,reorder:2,repeat:[2,26,29],replac:[0,2,4,7,11,16,21],replot:[20,26],repo:[1,10,16,31],repo_url:31,report:[1,2,5,25],repos_url:16,repositori:[6,10,11],repostori:31,repres:[2,5,14,27,29],represent:[5,27,29],request:[2,3,4,5,30],requir:[0,2,3,4,5,10,11,19,20,21],res_1:4,res_2:4,research:[4,9,10,16,29],resembl:25,reserv:29,reset:1,reshap:[5,24,25,28],residu:[24,25],resolut:20,resolv:4,resourc:[1,6,19,23,26,27,28,29],respect:[4,25,26,29],respon:4,respond:2,respons:[1,2,4,12],rest:[1,4,5,19,20],restart:[0,1,2,3,4,5],restrict:[2,19],result:[1,2,3,4,5,9,10,12,18,20,22,23,25],retain:[1,2],rethink:29,retina:20,retriev:[3,16],return_odd:0,reveal:19,review:[1,10],revisit:[0,3],revolv:15,rewrit:[3,25],rice:1,rich:12,right:[0,2,3,4,5,18,19,20,29],right_tabl:3,risk:19,riski:5,rlq:16,role:[],rotat:27,roughli:5,round:2,row:[2,3,15,17,18,25,28,29],rows_to_drop:4,rstrip:3,rule:19,run:[0,1,2,3,4,5,10,11,12,16,17,22,23,25,27,29],rvs:[15,21,22,23],safe:3,sai:[1,4,12,14,18,19,22,24,27],salari:2,salon:3,same:[0,1,2,3,4,5,6,10,11,14,15,18,19,20,22,23,24,25,26,28,29,31],sampl:[2,5,15,21,22,23,26,27],sample_email:3,san:[0,1,2,3,4,5,6,10,16,19,29],sanit:19,sas:4,satisfi:11,saturdai:19,save:[1,2,4,5,17,18,30,31],savi:3,saw:[22,27],sawyer:29,scale:[5,14,23,26,29],scan:18,scatter:[2,25,26,27],scatter_matrix:[2,4],scatterpoint:[20,26],scenario:[2,4],scene:[13,31],scheme:14,school:4,scienc:[0,1,2,3,4,5,9,10,11,12,14,15,16,19,23,28,29],scientif:[10,11,16,19],scientist:[3,4,10],scikit:[5,14,15,24,26,27,29,30],scipi:[4,12,15,21,22,23,24,26,30],scope:[23,28],score:[9,10,28,29],scrape:[10,12],scrapi:30,scratch:1,script:16,scroll:[4,29],seaborn:[2,4,30],search:[3,10,12,15,18,30],seattletim:3,second:[0,1,2,3,4,5,10,12,13,17,25],secondarili:1,secret:3,section:[0,2,3,4,8,13,16,25],secur:19,see:[0,1,2,3,4,5,10,11,13,14,16,17,18,20,21,22,24,25,26,27,28,29,31],seed:[23,25],seek:[6,14,16,24,27,28,29],seem:[2,3,4,5,18,22,26,27,29],seemingli:3,seen:[5,25,28],segment:16,select:[2,3,4,10,14,16,31],select_dtyp:1,self:19,semant:29,semest:[],send:16,senior:4,sens:[1,3,18,22],sensit:19,sent:[29,31],sentenc:[4,5,8,9,10,29],sentiment:10,sep:5,sepal:26,separ:[1,4,5,11,17,18,19,21,28,29],septal:26,sequel:16,ser_1:15,ser_2:15,seri:[3,4,5,11,15,16,17,25,29],serial:[19,30],serv:[4,31],servic:[11,16,31],set:[0,1,2,3,6,10,12,14,15,16,19,20,22,23,25,26,27,28,29,31],set_:20,set_context:[2,4],set_linewidth:20,set_opt:2,set_ticks_posit:20,set_titl:27,set_vis:20,set_xlabel:20,set_xlim:20,set_xtick:20,set_ylabel:20,set_ylim:20,set_ytick:20,setosa:26,settl:[],setup:10,sever:[3,15,18,26,31],shan:29,shannon:[6,29],shape:[2,3,4,5,9,14,18,21,22,26,27,28,29],share:[3,19,25,27,31],she:[14,29],sheet:[13,16],shell:17,sheplei:3,shortcut:17,shorten:15,shorter:1,shortnam:1,should:[0,1,2,3,4,5,7,9,10,11,16,18,19,22,23,24,25,29,31],shouldn:[0,2,29],show:[13,14,20,22,23,26,29],shown:4,shrink:[18,28],shuffl:5,side:[20,28],sidebar:6,sign:3,signficantli:4,signific:[23,25],significantli:[2,4,23,25],silent:[0,2,3,4,5,15],similar:[1,2,4,10,15,16,17,22,25,29],simpl:[1,2,4,5,14,15,16,17,20,24,27,28,29],simplest:[25,27],simpli:[2,4,5,16,18,20,27,31],simplic:[27,28],simplifi:[27,28],simual:25,simul:[20,22,25,27],sinc:[0,2,4,5,14,15,17,18,19,22,23,24,25,26,29,31],singl:[1,2,4,5,10,13,17,19,20,27],singular:29,sit:28,site:3,site_admin:16,site_url:16,situat:10,six:2,sixth:4,size:[2,4,20,21,22,28],skew:[18,22,25],skill:[5,6,10],skim:3,skip:[0,3],skl:15,sklearn:[5,14,15,26,27,28,29],sl_ind:26,sleuth:3,slightli:[0,1,31],slope:25,small:[0,2,23,24,25,27,29,31],smaller:[2,10,19,27],smallest:25,smirnov:22,snicker:1,sns:[2,4],social:[10,19],societi:10,soderburg:29,softwar:[12,16],solid:28,solut:[3,4,24,25,26,28],solv:[10,13,26],some:[0,1,2,3,5,6,7,10,11,12,13,14,15,16,18,20,21,22,23,24,25,26,27,28,31],someon:[2,4,16,19],someth:[1,2,3,4,5,10,16,27,29],sometim:[12,14,15,16,18,20,23,26,27],somewhat:[11,22],somewher:[18,31],song:10,soon:4,sophomor:4,sort:[1,5],sortabl:3,soup:[3,16],sourc:[9,10,11,12,13,15,16,19,21,31],sourcetre:[11,31],space:[24,27],spam:3,spanish:29,spearman:23,spearmanr:23,speci:[14,26],special:[13,16,18,19,21],specialti:15,specif:[3,4,5,9,10,12,16,19,20,21,22,25,29,31],specifi:[0,1,3,5,7,10,16,17,18,20,22,25,27,31],spectralbiclust:26,spectralclust:26,spectralcoclust:26,spell:4,spine:20,spit:4,split:[4,5,14,29],spring:10,sql:16,sqrt:23,squar:[0,4,10,13,25],squared_diff:0,squirrel:14,ssl:[5,29],st_c:4,st_co:4,stabl:2,stackoverflow:12,staff:6,stage:31,stalin:29,stand:[1,4,19],standard:[0,6,11,13,16,17,21,22,23,25,26,29],standardize_gend:4,standardize_height:4,standardize_icecream:4,standardize_major:4,standardize_weight:4,standardize_year:4,standardli:15,stanford:10,star:16,starr:16,starred_url:16,start:[2,3,10,13,14,15,16,17,18,19,20,21,26,28,31],stat:[4,15,21,22,23],state:[3,7,19],statement:[0,1,2,3,4,5,7],statist:[1,4,18,21,22,25,29],statmodel:25,statsmodel:[4,24,30],statu:[1,31],std:[4,18,22,25],stdev:23,stem:[12,29],step:[2,3,5,8,9,10,31],still:[4,6,16,19,25,27,29,31],stop:3,stop_word:5,stop_words_:5,stopword:[5,29],storag:19,store:[0,1,2,3,5,7,10,11,15,16,17,19,25,26,27,28,29,31],stori:10,str:[0,1,2,3,4],str_:15,str_arr:15,str_in:4,straight:[17,25,31],strang:2,strategi:[16,17,18],string:[0,1,3,4,15,17,18,25,29],strip:[3,4,17,29],strongli:23,structur:[0,3,13,14,15,16,17,23,26,27,30],sts:15,stuck:3,student:[0,10,16],studi:[16,29],stuf:1,stuff:[7,20],subdivis:19,subject:[0,18,19],sublinear_tf:[5,29],submiss:5,submit:[0,1,2,3,4,5,10],submodul:15,subplot:[14,20,24,27],subquest:10,subsc:16,subscript:16,subscriptions_url:16,subsequ:20,subset:[2,29],substr:4,subtract:24,success:[4,28],successfulli:4,succinctli:13,suddenli:31,suffici:10,sugar_summari:1,sugari:1,sugariest:1,sugarperc:1,suggest:[2,4,6,22,23,25],suit:29,sum:[1,2,3,15,18,24],summar:[1,4,10],summari:[2,3,9,25],sun:25,sup:16,supervis:[25,28],support:[4,5,7,12,17,20,30],support_vectors_:28,suppos:2,sure:[0,1,2,3,4,5,9,10,12,16,18,26,29],surfac:1,survei:[2,4,21],surveil:7,surveri:4,svc:[5,28],sw_ind:26,syllabu:[],symbol:[4,30],sympi:30,synchron:31,syntax:13,syntaxerror:13,synthes:25,synthet:21,sys:[16,30],system:[4,16,30,31],systemat:[4,14,15,16,23],t_val:[4,23],tab:[5,13,17,25],tabl:[6,18],tabular:1,tackl:[],tadio:3,tag:[3,16],tagpattern:29,tail:15,take:[0,1,2,3,4,5,10,12,13,16,17,18,21,25,27,29],taken:9,talk:[2,4,16,19,24,28],tape:14,target:26,target_nam:26,task:[0,5,12,14,20,26,28],tast:4,taught:6,taxonomi:10,tdidf:29,teach:16,team:[],technic:[16,19,21,27],techniqu:10,technolog:7,telephon:19,tell:[3,4,18,23],templat:10,tempt:3,temptat:3,ten:15,tensorflow:30,term:[3,5,10,12,16,19,24,25,26],territori:3,test:[0,2,3,10,13,14,20,21,25,28],testingdistribut:4,text:[3,4,9,10,11,12,17,31],textfil:5,tfidf:29,tfidf_book:29,tfidfvector:[5,29],than:[0,1,2,3,4,5,6,14,16,18,19,25,27,29,31],theano:30,thei:[0,1,2,3,4,5,6,7,10,11,13,14,15,16,18,19,21,22,23,25,27,28,29,31],theirs:29,them:[0,1,3,4,5,6,10,13,14,15,16,17,18,19,24,25,28,29,30],themselv:[23,29],theori:7,therefor:[4,15,22,24,25],theta:24,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,31],thing:[0,4,5,11,12,13,14,16,18,19,20,23,25,26,29,31],think:[1,2,5,9,10,17,21,22,24,25,27,28,29],third:[4,13,29],thor:[],those:[0,1,2,4,5,10,13,15,18,19,25,28,29,31],though:[2,4,11,13,14,16,20,22,23,25],thought:[1,2,9,27,28],thousand:18,three:[0,1,3,4,9,10,19],thresh:1,through:[0,1,3,6,7,10,11,12,13,14,16,17,18,20,25,27,29,31],throughout:[1,9,10,11,17,20],thu:[0,3],tichner:3,tick:20,tied:4,time:[1,2,3,5,7,10,13,16,21,25,29,30],timeit:13,timelin:[],timestamp:4,tinder:3,tip:[1,13,18],titl:[3,4,16,20,26,27,29],title_pag:3,toarrai:[5,29],togeth:[0,1,2,4,10,11,15,16,17,18,19,20,24,25,29,31],token:[5,29],tol:[26,28],tolist:5,tom:[6,16,29],tomdonoghu:16,ton:[1,15],too:[2,3,5,29],took:2,tool:[0,5,12,14,15,17,24,25,28,30,31],toolkit:[5,14],top10:29,top10_count:29,top10_word:29,top20:29,top:[0,1,2,3,4,5,6,13,20,25,27,29],top_idf_scor:29,top_idf_token:29,top_walk:2,topic:[3,6,9,10,23,26,27,29,30],total:[0,3,5,10,28],touch:16,tour:[12,13],town:19,traceback:18,track:[0,13,20],trail:4,train:[12,14,25,28],train_predict:28,train_svm:5,transform:[2,17,26,27,29],transgend:4,transit:10,transpar:20,treat:[2,26],treatment:19,tree:[1,11,31],treebank:29,tri:[14,25,29],trick:[1,13],trigger:16,troubl:0,true_rel:24,trumplan:29,truncat:5,truth:22,tsv:5,ttest_ind:[4,23],tune:5,tupl:0,turn:[3,4,5,20,29],tutori:[0,2,3,4,6,15,16,17,18,20,23,24,25,26,27,29],twice:5,twitter_usernam:16,two:[0,1,2,3,4,13,14,18,20,21,23,25,26,27,28,29,31],txt:[17,29],typ:[16,17],type:[0,3,4,5,9,10,13,15,16,19,20,25,28,29,30,31],typecast:[3,4],typeerror:18,typic:[1,2,5,10,11,15,16,19,20,21,23,26,27,28,29,31],typo:18,u_ic:4,uber:3,ucla:19,ucsd:10,ugh:4,uic:5,ultim:[1,16,18,29],unabl:1,uncaught:4,unclean:4,unclear:4,uncom:[5,16,29],undefin:18,under:[1,6,19,22,29],underestand:2,undergradu:[6,10],underli:[19,21,24,25,31],understand:[0,1,2,3,4,10,23,29],unecessari:10,unemploi:2,unexpect:[0,4,13],unexplain:25,unfamiliar:[0,11,23],uniform:15,uniqu:[2,5,29],unit:[1,18,23,26],univers:[4,6,19],unknown:4,unlik:[18,22,24],unnecessari:9,unord:13,unstructur:16,unsupervis:[14,26],unsupport:18,unsur:2,until:[4,26,29],untouch:11,untrack:31,upcom:4,updat:[0,3,10,20,24,26,31],updated_at:16,upenn:4,upenn_tagset:29,upon:[1,5,10,15,22],upper:[13,20,26],url:[1,3,19,31],urllib:[2,3,4,5],urlretriev:[2,3,4,5],usabl:[9,27],usag:3,usd:2,use:[0,1,2,3,5,6,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,31],useabl:17,used:[0,1,2,3,4,5,6,9,10,11,12,13,15,16,19,20,23,24,25,26,27,28,29,31],useful:[0,4,5,10,11,12,13,14,16,18,20,23,25,26,27,29,30,31],user:[3,11,12,13,16,19,26,27,29],user_dat:3,user_guid:2,uses:[0,1,2,5,6,12,16,25,27],using:[0,1,2,3,4,5,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,30,31],usual:[2,15,16,18,24],utf:16,util:[1,17],vagu:[7,10],val:1,valid:[0,1,2,3,4,5,28],valu:[0,1,2,3,5,15,17,20,21,22,23,24,25,26,29],valuabl:29,value_count:[4,15],vanderpla:15,vanilla:4,var_a:0,var_b:0,var_miss:1,variabl:[0,1,2,3,4,7,9,10,13,14,15,18,20,23,25,27],varianc:[4,25,26,27],variant:23,variou:[13,14,16,29],vast:[19,28,29],vbz:29,vector:29,vehicl:19,venneboerg:29,verbos:[26,28],veri:[1,3,4,18,22,23,25,26,27,28,29,31],verifi:3,versicolor:26,version:[0,1,2,3,4,5,6,10,23,28],veterinari:14,viabl:10,video:10,view:[2,3,4,5,10,16],viewer:16,violat:22,virginica:26,visibl:[2,3,4,5,9],visit:[0,5,20],visual:[3,4,9,10,14,18,21,22,23,30],vocabulary_:29,voic:19,voytek:[6,10],vstack:[26,28],wafer:1,wai:[0,1,3,4,5,6,10,11,12,13,14,15,16,17,18,19,20,24,25,26,27,28,29,31],walk:[2,10,29],walker:2,want:[0,1,2,3,4,7,10,11,12,13,14,16,18,20,21,23,25,27,28,29,31],war:29,wara:29,wari:18,warn:[4,5,25],washington:15,wasn:29,wasp:[],watson:25,wealthiest:2,wealthy_ag:2,web:[7,11,12,19],webmd:3,webpag:[3,16],websit:[3,5,6,10,11,12,15,16,20,29],weigh:14,weight:[5,14,18,25,26,28,29],weird:[4,5],welcom:[10,11],well:[1,5,10,11,12,14,15,16,17,18,20,22,24,25,26,29,31],went:5,were:[1,2,3,5,6,7,10,14,18,19,22,25,29],weren:29,wgaction:16,wgarticleid:16,wgbreakfram:16,wgcanonicalnamespac:16,wgcanonicalspecialpagenam:16,wgcategori:16,wgcurrevisionid:16,wgdefaultdateformat:16,wgdigittransformt:16,wgisarticl:16,wgisredirect:16,wgmonthnam:16,wgnamespacenumb:16,wgpagecontentlanguag:16,wgpagecontentmodel:16,wgpagenam:16,wgrevisionid:16,wgseparatortransformt:16,wgtitl:16,wgusergroup:16,wgusernam:16,what:[0,1,2,3,5,7,9,10,12,13,14,15,17,18,19,20,21,22,23,24,25,26,27,28,29,31],whatev:[2,5,16,20,28],when:[0,1,2,3,4,5,10,12,14,15,16,17,18,19,20,22,23,24,26,27,29,31],whenev:[0,1,20,23],where:[0,1,2,3,4,10,19,20,24,25,27,28,29],wherebi:11,whether:[0,1,2,4,10,18,20,21,22,23,25,26,29],which:[0,1,2,3,4,5,6,7,10,11,12,13,14,15,16,17,18,19,20,21,22,23,25,26,27,28,29,31],whichev:31,whirlwind:12,whiten:27,whitespac:[3,4,29],who:[0,2,7,10,11,12,13,16,18,19,29],whole:[3,4,5,9,13,17,20,29],whom:29,whose:3,why:[2,4,5,9,10,22,29],wide:5,width:26,wiki:[3,16],wikipedia:[3,10,15,16,17,19,21,23,24,26,28,29,31],wikit:3,wikitext:16,win:[1,2],win_perc:1,window:[2,11,13,16],winperc:1,winter:10,wipe:2,wish:[10,16,28],within:[0,1,2,10,15,26,28,31],without:[2,5,14,16,18,20,22,26],wixsit:29,woman:4,women:29,won:[0,2,10,15,18,24,29,31],word:[2,5],word_token:[5,29],work:[0,1,2,3,4,6,9,10,11,13,14,15,16,17,18,19,20,21,25,26,27,28,29,30,31],workplac:3,world:[4,10,13,14,31],worri:4,worth:31,would:[1,2,3,4,7,10,14,16,22,23,24,27,29,31],wouldn:[27,29],wrangl:[1,9,18],wrinkli:29,write:[0,2,3,4,5,9,10,17,18,29,31],written:[4,10,13],wrong:[5,18],www:[1,4,5,7,13],x_1:[25,27],x_2:[25,27],x_n:25,x_pc:27,xaxi:20,xlabel:[14,25,26,27,29],xlim:[14,28],xml:16,xxx:[],yaxi:20,year:[2,19],yes:16,yet:[0,2,5,12,14,25],yggo:3,yknzhu:29,ylabel:[14,25,26,27],ylim:[14,28],york:7,you:[0,2,3,4,5,6,7,8,9,10,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,28,29,31],younger:18,your:[0,1,2,3,4,5,7,8,9,10,12,13,14,16,17,18,20,22,25,28,29,31],yourself:[0,1,2,29],yourselv:29,yvett:29,zaccaria:3,zero:[0,1,2,24,25,28],zip:[0,19],zip_cod:3,zip_dict:3,zip_pop:3,zoologist:14},titles:["Python Introduction","Pandas","Data Exploration","Data Privacy","Data Analysis","Natural Language Processing","Data Science in Practice","Project Proposal","Project Report","Project Checklist","Project Guide","Introduction","Python","Jupyter Notebooks","Data Analysis","Scientific Python","Data Gathering","Data Wrangling","Data Cleaning","Data Privacy & Anonymization","Data Visualization","Distributions","Testing Distributions","Statistical Comparisons","Ordinary Least Squares","Linear Models","Clustering","Dimensionality Reduction","Classification","Natural Language Processing","Appendix: Python Packages","Appendix: Version Control"],titleterms:{"108":[],"boolean":4,"final":[9,10],"function":[4,5,30],"import":[1,3,4,5],"new":[1,24,28],Adding:1,Axes:20,IDs:[],OLS:24,POS:29,The:[0,1,4,18],These:6,Use:[5,6],Useful:30,Using:[3,25,31],abov:[3,4],access:[13,16],acknowledg:6,add:3,advanc:31,after:[],age:3,ages:[3,4],agg:1,aggreg:1,alert:11,all:[3,4],analys:2,analysi:[4,5,8,9,14,27],anonym:[3,19],answer:5,api:16,appendix:[30,31],appli:[26,27,29],applic:16,approach:26,arrang:1,art:18,asid:1,ask:16,assess:4,assign:[0,2],assumpt:23,attribut:3,autocomplet:13,averag:4,background:[5,7,8,9],bag:29,bar:4,basic:[2,30],bernouilli:21,beta:21,boundari:28,branch:31,calcul:[1,23],causal:23,cell:13,chang:31,chart:4,cheatsheet:31,check:[3,9,11,25],checklist:9,classif:[14,28],clean:[2,3,4,5,8,18],cluster:26,code:[3,13,23,31],cog:[],cogsci:4,collect:3,column:[1,4],command:13,common:1,compani:3,compar:4,comparison:23,complet:[0,3,5],compon:[10,27],compsci:4,comput:11,concaten:5,conclus:[4,8,9,17,20,23,25,27,28,29],consider:9,content:[3,6],contribut:[],control:31,convert:5,core:30,corpora:29,correl:23,cost:1,cream:4,creat:[5,20],csv:17,custom:[5,20],data:[1,2,3,4,5,6,7,8,9,14,16,17,18,19,20,23,24,26,28,29,30],databas:16,datafram:[1,3],dataset:[3,4,8,9,10,26],decis:28,deep:30,deeper:4,defin:[5,23],definit:16,describ:1,descript:[],differ:[4,22],dig:4,dimens:28,dimension:27,discoveri:14,discuss:[4,8,9],distribut:[4,21,22],document:[1,13,29],download:[2,3,4,5,29],draw:28,drop:[3,4],dtype:1,each:4,effect:23,email:3,employe:3,encod:29,end:[0,1,4],entiti:29,environ:11,error:24,ethic:[7,8,9],evalu:22,exampl:[14,16,26,31],expect:[],explor:[2,4],exploratori:4,extern:[15,31],extract:[3,5],favorit:4,favorite_icecream:4,figur:[1,20],file:[3,17,30],filter:1,find:[4,10],finish:2,first:3,fit:24,flavor:4,flow:5,format:[13,30],frequenc:29,from:[3,4,16,31],gamma:21,gather:16,gender:[3,4],gener:28,geograph:3,get:[12,16,31],git:31,github:31,going:4,graph:[20,30],graphic:31,group:[],groupbi:1,gui:31,guid:10,guidelin:10,harbour:19,have:4,head:13,health:19,height:4,help:1,here:1,hipaa:19,histogram:4,how:[0,4,6,10],hypothesi:[7,8],ice:4,identifi:[3,19],idf:[5,29],iloc:1,imposs:18,inform:19,instal:11,institut:16,instruct:10,interfac:[16,31],interpret:[1,25],introduct:[0,11],invers:29,isna:1,issu:6,json:[3,17],jupyt:13,kernel:13,kit:29,knowledg:14,label:5,languag:[5,16,29],latex:13,launch:16,learn:[28,30],least:24,let:4,librari:[12,30],licens:6,line:[13,20],linear:[4,25],list:10,load:[3,4,5,26,29],loc:1,local:31,machin:28,magic:13,mai:1,major:4,mani:4,manipul:1,markdown:13,mask:3,match:3,materi:6,mathemat:30,max:4,mean:[4,26],member:[],menu:13,merg:31,method:19,min:4,mine:30,miss:[1,4,18],mod_1:4,mod_2:4,model:[4,24,25],modul:30,more:[4,28],most:4,movi:5,multipl:25,multivari:4,name:[3,29],namespac:13,nan:[4,18],natur:[5,29],need:11,neither:1,ner:29,network:30,non:22,none:18,normal:[4,21,22],note:[1,18],notebook:13,ntlk:29,number:4,numer:5,numpi:18,object:[28,30],onli:4,oper:1,option:13,ordinari:24,origin:3,other:[4,26],our:25,out:[1,3,4],outcom:5,output:25,overview:[3,6,8,9,10,25,27],packag:[12,30],panda:[1,17,18],part:[1,2,3,4,5,29,30],patsi:25,pca:27,peopl:[4,16],permiss:[],person:[3,4],pivot:4,plot:[4,20,30],point:[0,1,2,3,4,5,28],poisson:21,popular:4,practic:[6,25],pre:[2,29],predict:[2,5,14,24,28],predictor:25,prerequisit:11,previou:10,princip:27,prior:[7,8],privaci:[3,7,8,9,19],privat:3,probabl:21,problem:14,process:[2,5,29],program:16,project:[7,8,9,10],propag:31,properli:3,propos:[7,10],protect:19,pull:4,python:[0,1,11,12,15,16,17,18,30],q3a:1,q3b:1,q3c:1,q3d:1,q5a:1,q5b:1,q5c:1,q5d:1,q5e:1,q6a:1,q6b:1,q7a:1,q7b:1,q8a:1,q8b:1,q8c:1,queri:16,question:[5,7,8,9],rang:4,rank:23,ratio:4,read:1,realli:13,recalcul:24,recognit:29,reduct:27,refer:6,regress:[4,25],regul:19,relat:19,remind:[2,3,4],remot:31,renam:1,replac:1,report:[8,10],repositori:[16,31],request:16,requir:6,research:[7,8,19],resourc:[10,11,12,15,31],result:8,review:5,row:[1,4],rule:3,run:13,rush:1,safe:19,save:3,scatter:20,scienc:[6,30],scientif:[12,15],scikit:28,scrape:[3,16,30],section:10,secur:3,select:1,send:31,sentiment:5,seri:1,set:[4,5],setup:[1,4,8],shape:1,shortcut:13,show:4,signific:4,simul:[23,24],size:23,skill:16,sklearn:25,slice:1,small:13,smaller:13,softwar:11,some:[4,29],sort:3,sort_valu:1,sourc:6,specif:1,specifi:4,speech:29,squar:24,standard:[4,12,19,30],start:[],statist:[23,30],statsmodel:25,stop:29,string:5,struggl:1,stuck:12,student:4,style:10,subdivis:3,subset:[1,4],sugar:1,summari:[1,4],support:28,svm:[5,28],syntax:1,tabl:[3,4],tag:29,team:[],term:29,termin:13,test:[4,5,22,23],text:[5,13,29,30],tfidf:5,theori:30,thi:13,timelin:[],tokenis:29,tool:[11,29],track:[6,31],train:5,transform:[4,5],tutori:[11,31],type:[1,17,18],uniform:21,uniqu:[4,19],url:16,use:4,user:31,util:30,valu:[4,18],value_count:1,variabl:5,vector:[5,28],version:[11,12,31],video:[],visual:[2,20,25,28],vizual:[4,30],web:[3,16,30],weight:4,what:[4,11],where:16,whiten:26,who:4,why:12,women:4,word:[4,29],work:[5,7,8],workflow:31,wrangl:[2,17],written:5,wrote:4,year:4,you:[1,11],your:11,zip:3,zipcod:3}})